Automated relevance judgments

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_047c1db593021b20dca3",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes server-side product engineering, but spans the full product lifecycle and does not explicitly describe endpoint or relational database development.",
    "evidence": [
      "If you're a mature engineer, looking to work with a very senior/staff team across the stack: customers, models, server, clients (web, TUI, chatbots), evals, then this is the role for you."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Endpoint development duties",
      "Relational database development duties"
    ]
  },
  "posting": {
    "title": "Founding Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_375b94ce87437dd0"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco"
      ],
      "evidence_ids": [
        "ev_7b3e45e379165819"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 250000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k – $250k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_05654e66c321e579"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Mondrio | Founding Product Engineer | San Francisco | ONSITE | $200k – $250k plus equity\n\nMondrio (https://mondrio.io) builds agentic pricing management: AI agents plus pricing experts that keep B2B pricing current rather than a one-off, one-time exercise. The founding team ran 150+ pricing engagements before starting the company and are translating that expertise to shape the next frontier of pricing in the agentic era.\n\nThe role comes with significant scope and high autonomy. You will own the full product lifecycle: customer discovery -> rapid prototyping -> agent-ready specs -> shipping via agentic orchestration -> o11y and evals -> growth & expansion.\n\nHere are some domains you will ship:\n- Multi-agent simulation to emulate the behavior of a buying committee\n- A2A pricing interactions governed by OPA/Rego policies defined from natural language\n- Generative UX driven by a MCP server with full system capabilities access\n- Autonomous quote generation and real-time deal intelligence during sales calls\n\nWe don't have PMs or product designers so you serve as the product bridge between the founders, pricing experts, and engineering. If you're a mature engineer, looking to work with a very senior/staff team across the stack: customers, models, server, clients (web, TUI, chatbots), evals, then this is the role for you. In short, the role is ideal for someone who has significant product engineering expertise and has sharpened their SDLC competency to be AI-native.\n\nApply at https://ats.rippling.com/mondrio/jobs/9fefe011-331a-43a2-83a...."
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_047c1db593021b20dca3",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for an experienced product engineer, not a junior product designer, and explicitly requires onsite work in San Francisco rather than fully remote work from Mexico.",
    "evidence": [
      "Mondrio | Founding Product Engineer | San Francisco | ONSITE | $200k – $250k plus equity",
      "In short, the role is ideal for someone who has significant product engineering expertise and has sharpened their SDLC competency to be AI-native."
    ],
    "unmet_requirements": [
      "Junior product designer role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required",
      "Eligibility to work from Mexico"
    ]
  },
  "posting": {
    "title": "Founding Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_375b94ce87437dd0"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco"
      ],
      "evidence_ids": [
        "ev_7b3e45e379165819"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 250000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k – $250k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_05654e66c321e579"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Mondrio | Founding Product Engineer | San Francisco | ONSITE | $200k – $250k plus equity\n\nMondrio (https://mondrio.io) builds agentic pricing management: AI agents plus pricing experts that keep B2B pricing current rather than a one-off, one-time exercise. The founding team ran 150+ pricing engagements before starting the company and are translating that expertise to shape the next frontier of pricing in the agentic era.\n\nThe role comes with significant scope and high autonomy. You will own the full product lifecycle: customer discovery -> rapid prototyping -> agent-ready specs -> shipping via agentic orchestration -> o11y and evals -> growth & expansion.\n\nHere are some domains you will ship:\n- Multi-agent simulation to emulate the behavior of a buying committee\n- A2A pricing interactions governed by OPA/Rego policies defined from natural language\n- Generative UX driven by a MCP server with full system capabilities access\n- Autonomous quote generation and real-time deal intelligence during sales calls\n\nWe don't have PMs or product designers so you serve as the product bridge between the founders, pricing experts, and engineering. If you're a mature engineer, looking to work with a very senior/staff team across the stack: customers, models, server, clients (web, TUI, chatbots), evals, then this is the role for you. In short, the role is ideal for someone who has significant product engineering expertise and has sharpened their SDLC competency to be AI-native.\n\nApply at https://ats.rippling.com/mondrio/jobs/9fefe011-331a-43a2-83a...."
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_047c1db593021b20dca3",
    "grade": 2,
    "confidence": "high",
    "reason": "The role includes customer discovery, rapid prototyping, and product experience evaluation, with responsibility for product design in the absence of dedicated designers.",
    "evidence": [
      "You will own the full product lifecycle: customer discovery -> rapid prototyping -> agent-ready specs -> shipping via agentic orchestration -> o11y and evals -> growth & expansion.",
      "We don't have PMs or product designers so you serve as the product bridge between the founders, pricing experts, and engineering."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_375b94ce87437dd0"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco"
      ],
      "evidence_ids": [
        "ev_7b3e45e379165819"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 250000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k – $250k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_05654e66c321e579"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Mondrio | Founding Product Engineer | San Francisco | ONSITE | $200k – $250k plus equity\n\nMondrio (https://mondrio.io) builds agentic pricing management: AI agents plus pricing experts that keep B2B pricing current rather than a one-off, one-time exercise. The founding team ran 150+ pricing engagements before starting the company and are translating that expertise to shape the next frontier of pricing in the agentic era.\n\nThe role comes with significant scope and high autonomy. You will own the full product lifecycle: customer discovery -> rapid prototyping -> agent-ready specs -> shipping via agentic orchestration -> o11y and evals -> growth & expansion.\n\nHere are some domains you will ship:\n- Multi-agent simulation to emulate the behavior of a buying committee\n- A2A pricing interactions governed by OPA/Rego policies defined from natural language\n- Generative UX driven by a MCP server with full system capabilities access\n- Autonomous quote generation and real-time deal intelligence during sales calls\n\nWe don't have PMs or product designers so you serve as the product bridge between the founders, pricing experts, and engineering. If you're a mature engineer, looking to work with a very senior/staff team across the stack: customers, models, server, clients (web, TUI, chatbots), evals, then this is the role for you. In short, the role is ideal for someone who has significant product engineering expertise and has sharpened their SDLC competency to be AI-native.\n\nApply at https://ats.rippling.com/mondrio/jobs/9fefe011-331a-43a2-83a...."
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_0c8d0720dce3d8597d7b",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on software engineering and EHR platform development, not developer education or documentation.",
    "evidence": [
      "You'll be helping lead day to day through shipping code, reviewing code, designing applications and systems, building, deploying, releasing."
    ],
    "unmet_requirements": [
      "Developer education or documentation work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "L3 Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e4045643f575dfbb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, USA"
      ],
      "evidence_ids": [
        "ev_364c88c2727bf38d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_d2ac9b02e4fab482"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 140000.0,
        "period": null,
        "currency": "USD",
        "original": "140 - 160k USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_4ad5be6fecac58c7"
      ]
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Natera | L3 Software Engineer | Full-Time | Remote, USA | 140 - 160k USD | Genomics Tech | https://natera.com\n\nNatera, the leader in cfDNA testing, is expanding the EHR (Electronic Health Records) engineering team with a Software Engineer (L3) role. The team consists of 9 engineers mostly on the senior side with a heavy focus on interoperability, scalability, resilience and building net new capabilities. We are a hungry group of hackers who value quality, confidence and sensibility.\n\nYou'll be joining the team to help level us up to a world class EHR platform. We have a mix of off-the-shelf EHRs and interoperability engines (Epic, Mirth, etc) and greenfield cloud native solutions. We are looking for an engineer who has deep experience both with 0->1 and incremental product improvements. Our tools of choice are often React, Typescript, Postgres but we have a wide variety of cloud native and other applications in the mix.\n\nYou'll be helping lead day to day through shipping code, reviewing code, designing applications and systems, building, deploying, releasing. If you're an enthusiastic engineer who's ready to take the next step reach out below!\n\nThe usual benefits include unlimited PTO, RSU grants, medical, dental, vision, 401k, bonus, etc. Send your resume via email to astruthers AT natera dot com or reach out on LI https://www.linkedin.com/in/code-lorde/"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_0d234053992d25339714",
    "grade": 1,
    "confidence": "high",
    "reason": "Software development is potentially adjacent to analytics engineering, but the posting does not establish analytics engineering duties or use of SQL and dbt.",
    "evidence": [
      "We’re hiring multiple passionate software developers to help build innovative solutions that power the future of energy."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Analytics engineering duties",
      "SQL usage",
      "dbt usage"
    ]
  },
  "posting": {
    "title": "Senior & Junior Software Engineers",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_6d97b8a2dd63956b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid in Oxford, UK"
      ],
      "evidence_ids": [
        "ev_7378e79c358d41ba"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_822675c21a9f398a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Aurora Energy Research | Senior & Junior Software Engineers | Hybrid in Oxford, UK | full-time | https://careers.auroraer.com/\n\nWe’re hiring multiple passionate software developers to help build innovative solutions that power the future of energy. We have roles for every experience level. Work alongside exceptional colleagues to create cutting-edge software and shape the energy landscape! Learn more and apply here:\n\nSenior Software Engineer: https://careers.auroraer.com/postings/91347816-7029-442f-9db...\n\nSoftware Engineer: https://careers.auroraer.com/postings/8c289ab6-283b-4270-a3e..."
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_0844f9fe61d82155b568",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on backend engineering, infrastructure, and LLM systems, not investigating security intrusions or building defenses against attackers.",
    "evidence": [
      "Role: Members of Technical Staff handle everything from system design to production: designing backend services, scaling AWS, debugging, scoping integrations, or evaluating LLM-powered systems."
    ],
    "unmet_requirements": [
      "Work investigating intrusions and building defenses against attackers."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Member of Technical Staff",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_45263180da41c3b8"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-Site (New York, NY)"
      ],
      "evidence_ids": [
        "ev_507397843ff3529f"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 300000.0,
        "min": 230000.0,
        "period": null,
        "currency": "USD",
        "original": "$230,000–$300,000",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_0186f7f253d116fc"
      ]
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "single_role",
    "description": "Anterior (Sequoia-backed, Series B) | Senior Member of Technical Staff | On-Site (New York, NY) | Full Time | $230,000–$300,000 + equity\n\nCompany: Anterior builds AI for healthcare administration. Health plans review clinical evidence against medical policy before care gets approved, often relying on nurses reading PDFs. Our platform reads policies and clinical records, producing decisions clinicians can audit. We're ~45 people in New York and recently raised $40M, bringing us to $64M total, from Sequoia, NEA, Neo, FPV, Kinnevik, and founders of DeepMind, Google AI, and Inflection.\n\nRole: Members of Technical Staff handle everything from system design to production: designing backend services, scaling AWS, debugging, scoping integrations, or evaluating LLM-powered systems. You'll set technical direction and mentor engineers.\n\nYou: + Strong backend and/or infrastructure experience, and operated at scale + Care about foundations like consistency guarantees and code simplicity + Known for solving tough problems and making lasting architectural calls + Looking to write enduring code + Background in scale-ups, big tech, finance, or AWS-heavy teams\n\nTech: Python, Go, TypeScript, React, Nix, AWS (migrating from CDKTF — bonus if you've done this).\n\nSee our team in action:\nhttps://www.youtube.com/watch?v=mav15aW9lLM\nhttps://www.youtube.com/watch?v=XAsb7MIAzm8\n\nBring your GitHub and proudest firefighting story:\nhttps://xn--xp5a.anterior.app/ — mention what resonates.\n\nApply: https://jobs.ashbyhq.com/anterior/1163af7a-d1d6-41db-a8ea-fc..."
  }
}

{
  "judgment": {
    "query_id": "mobile_no_match",
    "job_id": "job_056b80463d304cd15ef2",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting advertises tech roles broadly, but does not identify an iOS engineering position or state compensation supporting the requested annual minimum.",
    "evidence": [
      "Looking to fill lots of tech roles across all levels!"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Availability of an iOS engineering role",
      "Annual pay of at least USD 400,000"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_b816e0634e17c5be"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC, Toronto"
      ],
      "evidence_ids": [
        "ev_7433a0376c8621d9"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Justworks | HYBRID (2-3 days a week) | NYC, Toronto\n\nJustworks helps small businesses manage payroll, benefits, HR, and compliance so they can focus on running their business. Looking to fill lots of tech roles across all levels!\n\nApply: https://grnh.se/wlv9zr391us"
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_13d21229dff885b446cc",
    "grade": 2,
    "confidence": "high",
    "reason": "The posting explicitly includes backend software engineering roles using Python, matching the requested work.",
    "evidence": [
      "Software Engineers - Backend, Python, Rust -https://jobs.ashbyhq.com/smarkets/aaaf901f-77c0-4b35-9240-ed..."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_09c1e1bc4cab34fc",
        "ev_5612d30bb45edf37"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid - Onsite (London, UK)"
      ],
      "evidence_ids": [
        "ev_9ef4ad24a9248d65"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_5ecc8abec38ff867"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Smarkets (https://www.smarkets.com) | Full Time | Hybrid - Onsite (London, UK)\n\nSmarkets runs one of the world’s most sophisticated prediction markets, handling over £29 billion in volume since 2010 and engaging 200,000+ traders globally. We’re a technology company that happens to revolutionise betting - from sports to political markets, to delivering the sharpest prices and the fairest odds.\nWe are currently looking for:\n\nSoftware Engineers - Backend, Python, Rust -https://jobs.ashbyhq.com/smarkets/aaaf901f-77c0-4b35-9240-ed...\n\nEngineering Team Lead/Manager - https://jobs.ashbyhq.com/smarkets/59c8a1d1-25b6-4350-840c-9e...\n\nFront End Engineer - https://jobs.ashbyhq.com/smarkets/d24b8384-0894-46b3-834c-ee...\n\nLead Security Engineer - https://jobs.ashbyhq.com/smarkets/1d8143b9-96fb-4a75-9f17-06...\n\nPrincipal Product Designer - https://jobs.ashbyhq.com/smarkets/00b6eeb6-4378-481d-ad2e-2d..."
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_105f54e38fdb0f4f3921",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is sales and operations, not product design. The advertised pay range is also below USD 400,000, although its time period is not specified.",
    "evidence": [
      "Director of Sales & Operations",
      "We're looking for someone with datacenter industry experience to build sales channels, partnerships, and customer relationships, support company operations, and help drive growth.",
      "$180k to $220k DOE + equity"
    ],
    "unmet_requirements": [
      "Product designer work"
    ],
    "unknown_requirements": [
      "Guaranteed base pay of at least USD 400,000 per year; the advertised range has no stated pay period."
    ]
  },
  "posting": {
    "title": "Director of Sales & Operations",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d443346838ad7400"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE",
        "Seattle or Denver/Boulder metros"
      ],
      "evidence_ids": [
        "ev_d443346838ad7400",
        "ev_14f147c46bd89232"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k to $220k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_d4fdef0087ed84b3"
      ]
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Neuralwatt | https://neuralwatt.com | REMOTE | Seattle or Denver/Boulder metros | Full-time\n\nHiring: 2 Engineers + Director of Sales & Operations\n\nEnergy is becoming one of the biggest constraints on AI infrastructure. Neuralwatt is building software to help datacenters get more useful AI compute and revenue from every kilowatt.\n\nWe're a VC-backed early-stage startup working on GPU optimization, AI infrastructure, energy-aware control systems, and the Neuralwatt Cloud.\n\n$180k to $220k DOE + equity\n\nYou'll work on:\nRust and Python,\nGPU, inference, and datacenter optimization,\nProduction AI infrastructure,\nEnergy-aware scheduling and control,\nNeuralwatt Cloud\n\nDirector of Sales & Operations\n\nWe're looking for someone with datacenter industry experience to build sales channels, partnerships, and customer relationships, support company operations, and help drive growth. Comfort using modern AI and agent tools is required.\n\nLocation: Remote-first, but you must be based in the Seattle or Denver/Boulder metro areas.\n\nNo visa sponsorship available.\n\nTo apply: [email protected]\nSubject: HN Hiring (<your metro>/<engineering or sales>)\n\nInclude your resume, GitHub or relevant work profile, and a short note on why you're interested in AI and energy."
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_0d84ab56a57b6e64ce25",
    "grade": 1,
    "confidence": "high",
    "reason": "The role matches backend engineering and is fully remote globally, supporting work from Mexico. However, junior seniority and a no-degree hiring policy are not stated.",
    "evidence": [
      "Proxybase | Backend Systems Engineer (Rust) | Remote, Global | Full-Time",
      "Location: Fully remote, async-friendly, flexible time zones"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role accepts junior engineers",
      "Whether no university degree is required"
    ]
  },
  "posting": {
    "title": "Backend Systems Engineer (Rust)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a494fd507e20be20"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, Global"
      ],
      "evidence_ids": [
        "ev_dedc2ae370450a9e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "sqlite",
        "label": "SQLite"
      }
    ],
    "role_kind": "single_role",
    "description": "Proxybase | Backend Systems Engineer (Rust) | Remote, Global | Full-Time\n\nHi HN,\nI’m the founder of Proxybase [0]. We’re building a SOCKS5 proxy network focused on transparency and ethical sourcing in the residential proxy market.\nA quick note for anyone who applied last month: thank you to everyone who reached out. We received far more strong applications than expected, and between running day-to-day operations and working through the backlog, we took much longer to reply than we should have.\nIf you applied last month and haven’t heard back yet, I’m sorry for the delay. We’re actively reviewing those applications alongside this new batch.\n\nWhy Proxybase?\nThe residential proxy industry has a rough history. Some providers rely on hidden background scrapers bundled into TV firmware or mobile apps, while others use payout systems that can hold provider funds for months.\n\nWe’re trying to build something better:\nOpen-source clients: Our GUI [1] and CLI [2] are fully open source, so anyone can inspect and audit what runs on their device.\nExplicit consent: Providers knowingly opt in. No stealth bundling.\nFair, fast payouts: The minimum payout is $1, sent directly to provider wallets in USD stablecoins. We do not hold funds to earn interest on them.\n\nWe’re hiring a Backend Systems Engineer with Rust experience to help build:\n\nAsynchronous SOCKS5 routing infrastructure,\nDaemon and node orchestration,\nAutomated bandwidth-allocation pipelines\n\nStack: Rust, Tokio, Axum, SOCKS5, Linux systemd daemons, SQLite\n\nLocation: Fully remote, async-friendly, flexible time zones\nCompensation: Competitive salary plus equity. USD or stablecoin payment options are available.\n\nIf you’re interested in building infrastructure for an industry that needs better standards, email [email protected] with your GitHub, résumé, and a short note about what you’ve been working on recently.\n\nI’ll also be around in the comments to answer questions and hear feedback.\n\n[0]: https://proxybase.xyz\n\n[1]: https://github.com/proxybasehq/proxybase-gui\n\n[2]: https://github.com/proxybasehq/proxybase-cli"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_0b62d6902063599b4b69",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting lists solution engineering, developer advocacy, and marketing roles, not junior analytics engineering. The engineering roles are explicitly senior. Fully remote work is supported, but Mexico eligibility and a no-degree policy are unstated.",
    "evidence": [
      "Senior Solution Engineer (Observability & Linux) — North America, Remote",
      "We're a fully remote team of 60+ and are currently hiring:"
    ],
    "unmet_requirements": [
      "Junior analytics engineer role"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Solution Engineer (Observability & Linux) — North America, Remote; Senior Developer Advocate — North America, Remote; Marketing Manager — North America, Remote; Product Marketing Manager (Enterprise) — EMEA, Remote",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_43fe52c771437b11"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote",
        "EMEA, North America"
      ],
      "evidence_ids": [
        "ev_43fe52c771437b11",
        "ev_65ca0072d98d7ef0"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "VictoriaMetrics | Remote | EMEA, North America | Hiring\n\nVictoriaMetrics is an open-source monitoring and observability company. We build VictoriaMetrics, VictoriaLogs, and VictoriaTraces — high-performance, cost-efficient solutions for metrics, logs, and traces.\n\nOur products are used by companies including Spotify, Wix, Grammarly, CERN, and thousands of others, with 1B+ downloads of our open-source products.\n\nWe're a fully remote team of 60+ and are currently hiring:\n\nSenior Solution Engineer (Observability & Linux) — North America, Remote\nSenior Developer Advocate — North America, Remote\nMarketing Manager — North America, Remote\nProduct Marketing Manager (Enterprise) — EMEA, Remote\n\nWe're particularly interested in people with experience in open source, observability, monitoring, infrastructure, databases, developer tools, or technical B2B products.\n\nJobs & applications: https://careers.victoriametrics.com/\n\nHappy to answer questions about VictoriaMetrics or the roles here."
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_06d978f35cc890ee7c7b",
    "grade": 1,
    "confidence": "medium",
    "reason": "The Product Manager opening is plausibly related to user research and product experience work, but the posting does not specify interviewing users, designing experiences or prototypes, or testing them.",
    "evidence": [
      "* Product Managers and Business Development"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "User interviewing responsibilities",
      "Designing product experiences and prototypes",
      "Testing product experiences and prototypes"
    ]
  },
  "posting": {
    "title": "Engineering Program Lead; Backend Software Engineer; Quantitative Modelling Engineer; Bayesian Software Engineer (+3)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_dea2fd8678c6d997"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (EU time zone) + Quarterly Meet-ups"
      ],
      "evidence_ids": [
        "ev_21dd7ee5915efe79"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "PlantingSpace | Full-time | Remote (EU time zone) + Quarterly Meet-ups | https://planting.space\n\nWe're building a system that represents domain knowledge as modular probabilistic models — making analysis rigorous and transparent. Users can connect these models flexibly into larger structures. The system enforces consistency across them, and propagates uncertainty through each step. Our first applications are in finance and scientific research, with use cases ranging from equity valuation and distress monitoring, to particle physics.\n\nWe're hiring for the following openings:\n\n* Engineering Program Lead\n\n* Backend Software Engineer\n\n* Quantitative Modelling Engineer\n\n* Bayesian Software Engineer\n\n* Program Synthesis Engineer\n\n* Analytic Learning Algorithm Researcher\n\n* Product Managers and Business Development\n\n* Domain Experts - Valuation, Quantitative Default-Probability, or Interest Rate Prediction Models: to collaborate on use cases, from opportunity validation through production\n\nWe’ve recently released a series of recordings from one of our quarterly team retreats, to share a look into how we work, and some of the technical problems we’re solving. A few team members sat down and talked through these topics, unscripted, and real. If you consider applying to join us, they offer a glimpse into our culture, and what working with us is really like. Watch the series on YouTube » https://www.youtube.com/@plantingspace9225/videos\n\nFind out more, and apply at: https://planting.space/joinus/"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_0c7d26205733e4138155",
    "grade": 0,
    "confidence": "high",
    "reason": "The role involves related data-pipeline work, but explicitly requires US residence, conflicting with working remotely from Mexico and the exclusion of US-resident-only jobs.",
    "evidence": [
      "Timezones: Primary time zone is PST (standups at 9AM PST). Generally async-friendly but you must reside in the United States and be geographically grounded."
    ],
    "unmet_requirements": [
      "Remote work from Mexico",
      "Exclude jobs restricted to US residents"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "SENIOR SOFTWARE ENGINEER (Python/Django + JavaScript - VueJS/React)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7e5b3ed20e2f1ff5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (USA ONLY)"
      ],
      "evidence_ids": [
        "ev_94274ec3384736f0"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_dc474423440d8997"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 150000.0,
        "period": "year",
        "currency": "USD",
        "original": "$150K–$220K USD/year",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_e8babcf6b1f42f0c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "django",
        "label": "Django"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "VersaFeed.com | SENIOR SOFTWARE ENGINEER (Python/Django + JavaScript - VueJS/React) | REMOTE (USA ONLY) | Full-time\n\nAbout us: Fancy ETL pipeline which processes products from huge ecommerce companies. Data extraction and massage, delivery to destinations like Google/Meta/TikTok/etc. Profitable, 18+ yrs stable, 100% employee-owned. No VC, no pointless meetings, just serious coding.\n\nStack: Python/Django, JavaScript, VueJS/React, Docker, Git, PostgreSQL/Snowflake/DuckDB, Dagster, AWS + Strong agentic coding skills (Claude Code / Codex)\n\nCompensation: $150K–$220K USD/year DOE.\n\nYou: 5+ yr senior dev who's seen (and fixed) enough dumpster-fire code to last a lifetime. Python/Django deeply internalized; solid JS skills and able to wrangle Vue/React. You rock backend data pipelines like old jeans: Dagster, Snowflake, DuckDB, Postgres - in the cloud or on your bitchin' VM rack. Docker and Git are second nature. You've embraced agentic coding while still keeping the bots from running the slop show. You play well with others and write code that's easy to live with. Bonus: building AI assistants with PydanticAI, Py2→Py3 migrations, CI/CD and DevOps chops.\n\nTimezones: Primary time zone is PST (standups at 9AM PST). Generally async-friendly but you must reside in the United States and be geographically grounded.\n\nBenefits: 401K match, healthcare/vision/dental, equity, fully remote. Stable company with no time-wasters.\n\nApply: email jobs+hn261 [the-at-mark-thing] versafeed [the-period-thing] com"
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_04b8ca6ac05b6b0c09b5",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting includes cloud infrastructure engineering within AI/software roles, making it plausibly relevant, but it does not establish Kubernetes infrastructure work.",
    "evidence": [
      "You will mostly work with Python and a range of ML frameworks such as TensorFlow, PyTorch, or HuggingFace Transformers and help bring application into production by building data pipelines and cloud infrastructure on all of the major cloud providers (GCP, AWS, Azure)."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Kubernetes infrastructure engineering duties or requirements"
    ]
  },
  "posting": {
    "title": "Senior AI Engineer; Senior Software Engineer; Medior AI Engineer; Squad Lead GenAI",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_c48170e9a09fa14d",
        "ev_ac860674c8a45d5d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam, Berlin, Munich, Eindhoven, Ghent (EU) On-site/hybrid"
      ],
      "evidence_ids": [
        "ev_d722848f7123e1cd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "tensorflow",
        "label": "TensorFlow"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "azure",
        "label": "Azure"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "ML6 | Senior AI Engineer | Python, TensorFlow, PyTorch, GCP, AWS, Azure | Full-time | Amsterdam, Berlin, Munich, Eindhoven, Ghent (EU) On-site/hybrid\n\nWe are an AI engineering company that builds end-to-end AI solutions. By applying the latest AI research, we keep our clients at the forefront of innovation.\nIf you are interested check out:\n\nhttps://www.ml6.eu/en/customers/cases/\n\nWork on innovative projects for the biggest clients across Europe such as Randstad, ASML, FUNKE, and many more! Whether it’s about leveraging LLMs to improve customer support, building data lakes on cloud platforms to improve storage or implementing models using sensor data for quality control. You can find it all at ML6.\nYou will mostly work with Python and a range of ML frameworks such as TensorFlow, PyTorch, or HuggingFace Transformers and help bring application into production by building data pipelines and cloud infrastructure on all of the major cloud providers (GCP, AWS, Azure).\n\nOpen roles include:\n\n• Senior AI Engineer\n\n• Senior Software Engineer\n\n• Medior AI Engineer\n\n• Squad Lead GenAI\n\nand many more!\n\nApply now at https://jobs.ml6.eu/"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_0d86cd04a7123fb4b3fb",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting supports junior seniority and worldwide remote work, including Mexico, but describes ML engineering for a trading AI system rather than clearly establishing analytics engineering duties. It does not explicitly state that no university degree is required.",
    "evidence": [
      "Deeter Analytics | ML Engineer | REMOTE (WORLDWIDE) | Full-time",
      "One junior ML engineer to work directly with our senior technical lead on an AI system for our own trading."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Analytics engineering duties",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "ML Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c271131ad894efbe"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (WORLDWIDE)"
      ],
      "evidence_ids": [
        "ev_e23e79b71b327887"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_2aaabc7e2b250cb0"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Deeter Analytics | ML Engineer | REMOTE (WORLDWIDE) | Full-time\n\nSmall private investment firm trading its own capital. One junior ML engineer to work directly with our senior technical lead on an AI system for our own trading. No finance background needed — we hire on fundamentals and side projects you actually shipped. Apply at https://jobs.ashbyhq.com/deeter-analytics/2c12339b-d302-427c..."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_0b78de33ab7c3e319f71",
    "grade": 1,
    "confidence": "high",
    "reason": "The software engineering role includes data pipelines, making it partially relevant to analytics engineering, and worldwide remote work supports working from Mexico. However, junior seniority and a no-degree policy are not stated.",
    "evidence": [
      "Software Engineer | REMOTE Worldwide | Full-time",
      "You’ll work on backend services, data pipelines, search, fingerprinting, vulnerability detection, malware detection, and performance optimization."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role includes analytics engineering work rather than primarily backend systems engineering.",
      "Whether junior candidates are accepted.",
      "Whether no university degree is required."
    ]
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_ac32d14416697206"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE Worldwide"
      ],
      "evidence_ids": [
        "ev_5a796d68e3c22023"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_fc6ddf730ee6f2e7"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "CyberAtlas | https://cyberatlas.ai | Software Engineer | REMOTE Worldwide | Full-time\n\nCyberAtlas maps the internet to help security teams, enterprises, and governments discover and understand their exposed digital infrastructure.\n\nWe’re hiring a Software Engineer to build internet-scale systems processing billions of domains and websites.\n\nYou’ll work on backend services, data pipelines, search, fingerprinting, vulnerability detection, malware detection, and performance optimization.\n\nLooking for strong Python (Flask/FastAPI) and/or Go experience, large-scale data systems, OpenSearch/Elasticsearch, Redis/LMDB, MongoDB/Postgres, Docker, and production systems.\n\nHow to apply:\nEmail [email protected] with your CV and, as a simple anti-bot check, include:\n\n1. The query you ran on Finder (https://cyberatlas.ai/finder)\n\n2. The first-page results returned by that query\n\n3. Please include “HN Software Engineer” in the subject."
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_0c6d53c576656d269277",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers networking/backend engineering, engineering management, and solutions engineering, not analytics engineering. Remote work is available, but eligibility to work from Mexico is not established.",
    "evidence": [
      "- Senior/Staff Backend Engineer (Golang) : the control plane: peer\ncoordination, policy and access control, multi-tenancy, and keeping it\nall fast as customer networks grow into the hundreds of thousands of peers.",
      "NetBird | Berlin, Germany (or remote, CET/CEST overlap) | Full-time"
    ],
    "unmet_requirements": [
      "Senior analytics engineering work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico"
    ]
  },
  "posting": {
    "title": "Senior/Staff Backend Engineer (Golang) : the control plane: peer; Network / Client Engineer (Golang) — the agent side: WireGuard; Solutions Engineer — technical, customer-facing, pre/post-sales. You'll",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f8d56197de0e4153"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany (or remote, CET/CEST overlap)"
      ],
      "evidence_ids": [
        "ev_0ff79e514be35961"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_4ee5c3c77adbcae1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "ios",
        "label": "iOS"
      },
      {
        "id": "android",
        "label": "Android"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "NetBird | Berlin, Germany (or remote, CET/CEST overlap) | Full-time\nhttps://netbird.io/careers\n\nNetBird is open source networking and access control WireGuard-based\noverlay networks with zero-config peer-to-peer connectivity. Open source, built\nin Europe, used by thousands of teams worldwide. We're a small and growing team going up against the incumbents in network security. Post Series A.\n\n- Engineering Manager : You will take a huge part in leading and scaling our engineering org. Unblocking, scaling, hiring, you'll still read code and hold technical opinions that impact the product. We're not looking for a pure people manager. Networking/infra background is a plus, not a filter. If you've scaled a team from 0 to 20+ and seen your product scale too, I'd love to talk to you.\n\n- Senior/Staff Backend Engineer (Golang) : the control plane: peer\ncoordination, policy and access control, multi-tenancy, and keeping it\nall fast as customer networks grow into the hundreds of thousands of peers.\n\n- Network / Client Engineer (Golang) — the agent side: WireGuard,\nNAT traversal and hole punching, relays, DNS, and shipping one client\nacross Linux, macOS, Windows, iOS and Android. If you enjoy debugging\nwhy one connection out of a thousand won't go peer-to-peer, this is\nthe role.\n\n- Solutions Engineer — technical, customer-facing, pre/post-sales. You'll\nbe the person who architects a rollout for a 500-person company's\nnetwork live on a call, and a great channel back into the roadmap.\n\nWe have an office in Berlin and mostly work CET/CEST. We'd love to have you\nin the office with us, but if your experience is stellar we're happy to hire\nremote. We're scaling quickly, so this is a chance to join early and scale your career as well as with the company.\n\nApply at https://netbird.io/careers, please mention you found us on Hacker\nNews in your application."
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_047c1db593021b20dca3",
    "grade": 0,
    "confidence": "high",
    "reason": "This is a product engineering role centered on building and shipping software, not a UX/product design or user research position. Customer discovery and UX-related work are secondary overlaps.",
    "evidence": [
      "We don't have PMs or product designers so you serve as the product bridge between the founders, pricing experts, and engineering.",
      "In short, the role is ideal for someone who has significant product engineering expertise and has sharpened their SDLC competency to be AI-native."
    ],
    "unmet_requirements": [
      "UX/product design or user research as the primary role"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_375b94ce87437dd0"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco"
      ],
      "evidence_ids": [
        "ev_7b3e45e379165819"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 250000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k – $250k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_05654e66c321e579"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Mondrio | Founding Product Engineer | San Francisco | ONSITE | $200k – $250k plus equity\n\nMondrio (https://mondrio.io) builds agentic pricing management: AI agents plus pricing experts that keep B2B pricing current rather than a one-off, one-time exercise. The founding team ran 150+ pricing engagements before starting the company and are translating that expertise to shape the next frontier of pricing in the agentic era.\n\nThe role comes with significant scope and high autonomy. You will own the full product lifecycle: customer discovery -> rapid prototyping -> agent-ready specs -> shipping via agentic orchestration -> o11y and evals -> growth & expansion.\n\nHere are some domains you will ship:\n- Multi-agent simulation to emulate the behavior of a buying committee\n- A2A pricing interactions governed by OPA/Rego policies defined from natural language\n- Generative UX driven by a MCP server with full system capabilities access\n- Autonomous quote generation and real-time deal intelligence during sales calls\n\nWe don't have PMs or product designers so you serve as the product bridge between the founders, pricing experts, and engineering. If you're a mature engineer, looking to work with a very senior/staff team across the stack: customers, models, server, clients (web, TUI, chatbots), evals, then this is the role for you. In short, the role is ideal for someone who has significant product engineering expertise and has sharpened their SDLC competency to be AI-native.\n\nApply at https://ats.rippling.com/mondrio/jobs/9fefe011-331a-43a2-83a...."
  }
}

{
  "judgment": {
    "query_id": "robotics_constraints",
    "job_id": "job_17d31f58f0fe0473068c",
    "grade": 0,
    "confidence": "high",
    "reason": "The robotics work matches the field, but the explicitly senior, on-site role conflicts with the requested junior level and fully remote work. Mexico eligibility and a no-degree policy are not stated.",
    "evidence": [
      "Senior Robotics Software Engineer",
      "Full-time, on-site"
    ],
    "unmet_requirements": [
      "Junior role",
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Robotics Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_2875e0899911cbc8"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Austin, TX"
      ],
      "evidence_ids": [
        "ev_2853b4b2c8d9ff8b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 210000.0,
        "min": 165000.0,
        "period": null,
        "currency": "USD",
        "original": "$165 - 210k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_3f0eacbb562296e0"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Valstad Shipworks | Senior Robotics Software Engineer | Austin, TX | Full-time, on-site | $165 - 210k + equity\n\nWe're building the machine that builds the ships - a high-mix robotics platform for autonomous shipbuilding.\n\nIf you love making giant industrial robots do things they were never designed to do, we'd love to talk. We built our own software stack from scratch, from motion planning to physics-based simulation, so you'll get to work on really interesting problems that are usually a black box in an industrial setting.\n\nThe role: https://valstad.com/careers/senior-robotics-software-enginee...\n\nOther positions: https://valstad.com/careers/"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_1b6e0ff3e4c09bc5f699",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves large datasets but focuses on application performance rather than clearly stated analytics engineering. SQL and dbt are not mentioned.",
    "evidence": [
      "We're looking for an experienced engineer who has experience working with large datasets to improve the performance of product applications for end users."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Analytics engineering duties",
      "SQL usage",
      "dbt usage"
    ]
  },
  "posting": {
    "title": "Senior Performance Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_ea7f4bf208778fba"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote USA"
      ],
      "evidence_ids": [
        "ev_3849b4e3515b612b"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_3f08cd8f387046e5"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Turquoise|Senior Performance Engineer|FT| Remote USA | 172-195\n\nI'm on the recruitment team at Turquoise, a health tech company that uses data to make healthcare pricing more transparent for all.\n\nWe're looking for an experienced engineer who has experience working with large datasets to improve the performance of product applications for end users.\n\nIf interested apply here:https://jobs.ashbyhq.com/turquoise-health/fdcd9752-b372-467c..."
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_15fda02f7a9adaebfb0b",
    "grade": 0,
    "confidence": "high",
    "reason": "The ML work matches, but the explicitly onsite/hybrid arrangement conflicts with fully remote work from Mexico. Junior suitability and a no-degree policy are not established.",
    "evidence": [
      "Attendi | Machine Learning Engineer | Amsterdam, Netherlands | ONSITE (hybrid) | €6,000 - €7,000 per month | Full-time (80–100%, ~4–5 days/week) | Visa sponsorship + 30% ruling possible",
      "Suitability: Hands-on experience/responsibility in an ML role. Full-stack with exposure to ML is not suited for this position."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Junior-level suitability",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Machine Learning Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_93dffc26ddc8ef53",
        "ev_94ac992974e00ca9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam, Netherlands"
      ],
      "evidence_ids": [
        "ev_395b971c6125f853"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "NL"
      ],
      "evidence_ids": [
        "ev_168955aadb412ea3"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 7000.0,
        "min": 6000.0,
        "period": "month",
        "currency": "EUR",
        "original": "€6,000 - €7,000 per month",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_a0c6a3908dea0870"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Attendi | Machine Learning Engineer | Amsterdam, Netherlands | ONSITE (hybrid) | €6,000 - €7,000 per month | Full-time (80–100%, ~4–5 days/week) | Visa sponsorship + 30% ruling possible\nCompany: Healthcare professionals spend too much valuable time on administrative tasks while they should be using that time delivering great care. Attendi enables healthcare professionals to report through speech. Aside from saving time, it removes the screen between client and caregiver, allowing more personal and effective care. Burdened by an aging population, the healthcare sector is in desperate need of innovators like Attendi. We provide an extraordinary work environment: getting paid well to work with smart people on things that actually have a positive impact on society.\n\nRole: As an ML Engineer, you will accelerate our roadmap through operationalisation of ML in real-world production systems, owning the full lifecycle from prototyping to training, serving, monitoring, and continuously improving models in the cloud. We pride ourselves on keeping teams small, tightly knit and agile, enabling us to build the next generation of reporting intelligence for health care professionals.\n\nSuitability: Hands-on experience/responsibility in an ML role. Full-stack with exposure to ML is not suited for this position.\n\nApply: https://attendi.recruitee.com/o/machine-learning-engineer"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_1da48f5e85415211cd9b",
    "grade": 0,
    "confidence": "high",
    "reason": "The senior/staff role explicitly conflicts with the requested junior level. Backend work and fully remote work are supported, but Mexico eligibility and a no-degree policy are not stated.",
    "evidence": [
      "Hiring Senior/Staff Product Engineers (Americas)",
      "Stack: TypeScript (frontend & backend), React, GraphQL API, Node.js, Postgres, Redis."
    ],
    "unmet_requirements": [
      "Junior engineer role"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Hiring Senior/Staff Product Engineers (Americas)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_69019f4d01258a02"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE",
        "Hiring Senior/Staff Product Engineers (Americas)"
      ],
      "evidence_ids": [
        "ev_69019f4d01258a02",
        "ev_93583ba2ba3939b7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 299000.0,
        "min": 178000.0,
        "period": null,
        "currency": "USD",
        "original": "$178k–$299k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_bf1e69a1e672c18b"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "single_role",
    "description": "Ashby | YC 19 | REMOTE | Hiring Senior/Staff Product Engineers (Americas) | $178k–$299k\n\nAshby is the all-in-one recruiting platform powering hiring at the world's most innovative companies. If you cmd+f \"Ashby\" you'll see that we're powering many of the job postings in this thread!\n\nAs we scale our platform, we are also looking to scale our Product Engineering team.\n\nWhy Join?\n\nHigh Seniority & Density: 80%+ of our engineering team is Senior–Staff+ level. You’ll be working alongside peers who excel at navigating ambiguity and setting high standards.\n\nTrue End-to-End Ownership: We give an unusual amount of autonomy. You’ll own features from initial spec writing and customer interviews all the way to production. Many of our most loved features were built entirely by a single engineer!\n\nProduct Sense > Pure Speed: Building fast is getting easier, but building the right thing still isn't. Customer empathy, sound judgment, and product taste matter far more to us than where you worked in the past.\n\n100% Remote Async Culture: Low meeting overhead, high trust, and an even distribution of engineers across North America and Europe.\n\nHere's how we're thinking about AI at Ashby:\nhttps://www.ashbyhq.com/blog/engineering/ai-ashby-engineerin...\n\nMore about our engineering culture:\nhttps://nextplayso.substack.com/p/should-you-join-ashby\n\nFull transparency on engineering levels + comp:\nhttps://www.ashbyhq.com/blog/engineering/leveling-and-compen...\n\nStack: TypeScript (frontend & backend), React, GraphQL API, Node.js, Postgres, Redis.\n\nFull list of open roles: https://www.ashbyhq.com/careers?utm_source=HNwhoshiring"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_157cdcfd64e82d6c2770",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is senior cloud infrastructure/SRE work, not analytics engineering. Remote work and eligibility to work from Mexico are not stated; the listed US locations alone do not establish a US-residency restriction.",
    "evidence": [
      "This is an SRE role with a twist: we apply DevOps practices to spacecraft control (we call it SatDevOps), and we'll train you to operate the satellites.",
      "- Hybrid cloud infra on GCP + Kubernetes: provisioning (IaC), CI/CD, GitOps (ArgoCD/Flux)"
    ],
    "unmet_requirements": [
      "Analytics engineering work"
    ],
    "unknown_requirements": [
      "Remote work from Mexico",
      "Whether the job is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Senior Cloud Infrastructure Engineer (SRE)",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "Golden, CO or San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_4ca6f052f63f2247"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k–$240k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_01841c706cca0514"
      ]
    },
    "skills": [
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "single_role",
    "description": "Loft Orbital | Senior Cloud Infrastructure Engineer (SRE) | Golden, CO or San Francisco, CA | $180k–$240k + equity | https://loftorbital.com\n\nLoft builds and operates shareable satellites so customers can fly a payload without building a spacecraft. We integrate, launch, and operate the mission end to end: Earth observation, IoT, on-orbit AI, national security. 30+ missions flown since 2017, fleet on track for 30 satellites by 2027, offices in SF, Golden, and Toulouse.\n\nOur Cloud Infrastructure team runs the ground segment that talks to the fleet. This is an SRE role with a twist: we apply DevOps practices to spacecraft control (we call it SatDevOps), and we'll train you to operate the satellites.\n\nWhat you'd own:\n- Hybrid cloud infra on GCP + Kubernetes: provisioning (IaC), CI/CD, GitOps (ArgoCD/Flux)\n- The observability stack (Grafana, Prometheus, Loki, tracing) across ground and flight systems\n- Reliability: RCAs, fault tolerance, performance tuning, long-term fixes over patches\n- Software-defined networking between ground stations, cloud, and mission ops\n- Developer experience: tooling and environments for the flight software and ops teams\n\nLooking for: strong public cloud (ideally GCP), deep Kubernetes, one backend language (Go/Python/Rust/C++/Java), IaC + CI/CD in anger, and someone who can design HA systems and then run them. Nice to have: FinOps, security tooling, orchestration in resource-constrained environments.\n\nBenefits: 100% company-paid medical/dental/vision for you and dependents, 401(k) + equity, flexible PTO + 12 holidays, 14/10 weeks paid parental leave, daily catered lunch, relocation assistance, and time with the team in France.\n\nApply: https://jobs.lever.co/loftorbital/3ae5c3e3-c1e0-4311-83b5-0b... and mention HN in your application."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_0dfb35d8f687a9873165",
    "grade": 1,
    "confidence": "high",
    "reason": "The backend role involves data-analysis systems and is plausibly adjacent to analytics engineering, but analytics-engineering duties, junior seniority, and a no-degree policy are not established. Worldwide remote work supports working remotely from Mexico.",
    "evidence": [
      "We collect field data in 30+ countries and build systems for analyzing risks in coffee, cocoa, and tea supply chains (including EUDR-related deforestation checks).",
      "* Backend Software Engineer (Python, PostgreSQL/PostGIS, Docker, AWS, Terraform) - $135-$155k -https://enveritas.org/jobs/backend-software-eng/#10d7adef8us (worldwide remote)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the work includes analytics-engineering duties",
      "Whether the role is junior-level",
      "Whether no university degree is required"
    ]
  },
  "posting": {
    "title": "Backend Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_4ebd2e07837419fc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Global)"
      ],
      "evidence_ids": [
        "ev_b82ea5d89f1fa2c6"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_5faaabafd04bf98f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 155000.0,
        "min": 135000.0,
        "period": null,
        "currency": "USD",
        "original": "$135-$155k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_652649950086210c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "single_role",
    "description": "Enveritas (YC S18, non-profit) | Backend Software Engineer | Remote (Global) | https://enveritas.org/jobs/\nEnveritas is a 501(c)(3) nonprofit working on sustainability issues facing smallholder coffee farmers. We collect field data in 30+ countries and build systems for analyzing risks in coffee, cocoa, and tea supply chains (including EUDR-related deforestation checks).\n\n* Backend Software Engineer (Python, PostgreSQL/PostGIS, Docker, AWS, Terraform) - $135-$155k -https://enveritas.org/jobs/backend-software-eng/#10d7adef8us (worldwide remote)"
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_1ba694fb586d2b7f52eb",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting restricts remote work to the US, conflicting with working remotely from Mexico. It advertises autonomy, perception, and frontend software roles rather than clearly identified firmware work, and does not state junior eligibility or a no-degree policy.",
    "evidence": [
      "Valkyrie Aero | Software Engineer (Autonomy, Perception, Frontend) | REMOTE (US) | Contract | U.S. Citizens | https://valkyrieaero.com"
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico: the posting specifies REMOTE (US)."
    ],
    "unknown_requirements": [
      "Whether any role involves firmware engineering.",
      "Whether junior candidates are eligible.",
      "Whether no university degree is required."
    ]
  },
  "posting": {
    "title": "Software Engineer (Autonomy, Perception, Frontend); Software Engineer, Autonomy; Software Engineer, Perception; Software Engineer, Frontend (HMI)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_84754a42f72b626b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_a95a1e7bc42327c8"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_182402da0e271997"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Valkyrie Aero | Software Engineer (Autonomy, Perception, Frontend) | REMOTE (US) | Contract | U.S. Citizens | https://valkyrieaero.com\n\nValkyrie Aero is a DoD prime contractor. We're building an airborne system for a manned counter-drone aircraft (that we operate) to enable a crew to find and engage Group 2-3 drones at low cost. Hiring contract software engineers for three roles:\n\n- Software Engineer, Autonomy\n\n- Software Engineer, Perception\n\n- Software Engineer, Frontend (HMI)\n\nWe’re a small team (for now) so this isn’t your traditional defense program. Bureaucracy kept to the absolute minimum. If you can work across more than one of these domains that’s a huge plus.\n\nI'm on the engineering team and read every application myself. I do not use AI to screen your applications and will read and reply to every single one; but please don’t send over walls of LLM generated text, I’d much rather be communicating with humans!\n\nApply: https://valkyrie-aero.breezy.hr/ and mention HN in your application."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_1d69939e7012f9fc52b0",
    "grade": 1,
    "confidence": "high",
    "reason": "The data engineering work involves making automotive data reliable, which is transferable to the requested activity, but the posting does not establish revenue reporting or dashboard responsibilities.",
    "evidence": [
      "We're the system of record for the Canadian vehicle: raw automotive data turned into facts that can be checked.",
      "Hiring: VIN Decode Engineer, Data Platform Engineer, Infrastructure Engineer, Founding Engineer (dealer platform). TypeScript, Postgres, Cloudflare Workers."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Responsibilities for transforming business data into revenue reports and dashboards."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_bc985613c9e34c73"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Toronto, Canada or REMOTE"
      ],
      "evidence_ids": [
        "ev_814df945bc04a4ea"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CA"
      ],
      "evidence_ids": [
        "ev_62ae304c5eeadcbc"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Cardog | Toronto, Canada or REMOTE | Full-time\nhttps://cardog.app/careers\n\nWe're the system of record for the Canadian vehicle: raw automotive data turned into facts that can be checked. Our open-source VIN decoder sits underneath a government vehicle registry.\n\nSome of what's interesting:\n\n- A government registry, a manufacturer's own filing, a listing site and an insurance record will describe the same truck four different ways, and nothing in any of those files says they're the same truck. Reconciling that, for every vehicle in the country, in a way that holds up when a regulator asks how you know, is most of the data work.\n\n- Seventeen characters on a door frame encode manufacturer, plant, model year and build attributes — badly, inconsistently, and differently per manufacturer. Public reference data covers some of it. The rest gets worked out from filings, recall documents, and patterns inferred across millions of vehicles.\n\n- We read vehicles directly over OBD-II now. Forty modules answered on a recent Hyundai, each reporting its own part number and installed software version. Nothing downstream of the VIN moves when a module is reflashed, so no registration, history report or dealer system knows what software is actually in a car.\n\nHiring: VIN Decode Engineer, Data Platform Engineer, Infrastructure Engineer, Founding Engineer (dealer platform). TypeScript, Postgres, Cloudflare Workers.\n\nFull descriptions and apply: https://cardog.app/careers"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_1ec76b9500286cabab24",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for production cloud infrastructure rather than analytics engineering, requires substantial experience inconsistent with junior work, and lists only US and India eligibility.",
    "evidence": [
      "4+ years production infra, Kubernetes past the tutorial, AWS and/or GCP at depth.",
      "REMOTE (SF Bay Area, CA, US · Bengaluru, KA, India)"
    ],
    "unmet_requirements": [
      "Analytics engineer work",
      "Junior seniority",
      "Remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Cloud / Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c226339ba7931efb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (SF Bay Area, CA, US · Bengaluru, KA, India)"
      ],
      "evidence_ids": [
        "ev_27944f6970104c4d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "IN"
      ],
      "evidence_ids": [
        "ev_946199934adb64fe",
        "ev_ffe590c86144222b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Supero | Cloud / Platform Engineer | REMOTE (SF Bay Area, CA, US · Bengaluru, KA, India) | Full-time | https://www.supero.dev/careers/cloud-platform-engineer/\n\nWe generate full-stack apps and deploy them — a generated app becomes a live URL, on our infrastructure or in the customer's own AWS or GCP account. It's in production and it has more shell script in it than it should. You'd own it, and the mandate is to make it boring. Kubernetes, GCP and AWS deploy paths, CI/CD, observability, cost, tenant boundary.\n\nNo on-call rotation today — it's the founders and whoever last touched it. Building a real one is part of the job, not something you inherit alone.\n\n4+ years production infra, Kubernetes past the tutorial, AWS and/or GCP at depth. The rest is on the page, including the open problems that don't flatter us. I'm a co-founder — ask me anything here.\n\nYou can apply at: https://www.supero.dev/careers/cloud-platform-engineer/\n\nIntern Position: https://www.supero.dev/careers/software-engineer-intern/"
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_1ef2cdc43d73b97752c9",
    "grade": 1,
    "confidence": "high",
    "reason": "The founding engineering role is plausibly related to platform work through its data-foundation focus, but platform engineering duties are not established and no compensation is stated.",
    "evidence": [
      "Pascal | Founding Engineer | New York City",
      "We’re reworking the archaic data foundation for agents that automate outcomes: recover lost revenue, optimize sales, and proactively resolve operational breakdowns."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role involves platform engineering duties",
      "Annual pay of at least USD 400,000"
    ]
  },
  "posting": {
    "title": "Founding Engineer",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "New York City"
      ],
      "evidence_ids": [
        "ev_d66081410ec92b4c"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Pascal | Founding Engineer | New York City\nPascal’s mission is to equip the offline economy with foundational intelligence, starting with the consumer packaged goods (CPG) sector. We’re reworking the archaic data foundation for agents that automate outcomes: recover lost revenue, optimize sales, and proactively resolve operational breakdowns.\n\nWe are ex-MIT founders who have built at startups that have grown from six to nine figures in revenue. We have raised $5M from institutional investors and angels of category-defining businesses (Decagon, Cognition, etc.) and are aggressively hiring an initial founding engineering team!\n\nApply: https://teampascal.com/company/about#open-roles"
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_1c613818cec72541dae3",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting includes a backend engineer role, but it does not establish pay of at least USD 400,000 per year. The advertised $170–240K range has no stated pay period.",
    "evidence": [
      "Backend Engineer (Mid Level)",
      "$170-240K + equity"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed annual salary of at least USD 400,000; the advertised compensation period is unstated."
    ]
  },
  "posting": {
    "title": "Senior Platform Security Engineer; Backend Engineer (Mid Level); Data Scientist (Mid & Sr Levels)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_b6394df28da2d7ee",
        "ev_4cdf761971d9c286"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE NYC or REMOTE (US/Can)"
      ],
      "evidence_ids": [
        "ev_c93ff48cbe0cb139"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7061db18248afedb"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170-240K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_58ecc43caf2fd97b"
      ]
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Spade | Multiple Engineering + Data Science Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity\n\nSpade is the data and AI platform for modern finance. We take messy transaction data and turn it into structured, verified records — with a platform, models, and tooling that help our customers use it everywhere it matters.\n\nWe're looking for extraordinary builders to play a foundational role in a company designed for scale:\n\n- Senior Platform Security Engineer\n- Backend Engineer (Mid Level)\n- Data Scientist (Mid & Sr Levels)\n\nWe're well-funded by top investors (YC/a16z/OAK), and known for building intentional, inclusive culture. We offer competitive compensation (salary + equity) and comprehensive benefits.\n\nIf interested, please apply here (https://spade.com/careers/) and mention this post."
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_167c505da6b112fd1e6f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers senior software and platform engineering roles, not analytics engineering. Its hybrid work arrangement and Netherlands-only country eligibility also conflict with remote work from Mexico.",
    "evidence": [
      "Open Education Applications / Neon | Senior/Lead Platform & DevOps Engineer, Senior Frontend Engineer, Senior Full-Stack Engineer | Utrecht, The Netherlands | HYBRID | DUTCH REQUIRED",
      "NL"
    ],
    "unmet_requirements": [
      "Analytics engineering work",
      "Remote work from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior/Lead Platform & DevOps Engineer; Senior Backend Engineer/Architect; Senior Frontend Engineer; Senior Full-Stack Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_35f1a08e629c9283"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Utrecht, The Netherlands"
      ],
      "evidence_ids": [
        "ev_bf48545284664529"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "NL"
      ],
      "evidence_ids": [
        "ev_55c21bccb9e5fb52"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Open Education Applications / Neon | Senior/Lead Platform & DevOps Engineer, Senior Frontend Engineer, Senior Full-Stack Engineer | Utrecht, The Netherlands | HYBRID | DUTCH REQUIRED\n\nPlease note: working proficiency in Dutch is strictly required for these roles, and we kindly ask for no automated applications. The rest of this post will continue in Dutch.\n\nWij zijn een non-profit die zich inzet om lesmateriaal voor scholen beter, betaalbaarder en flexibeler te maken, in zowel digitale als gedrukte vorm.\n\nWerktijden en kantoordagen zijn flexibel en worden in overleg bepaald op basis van de rol. Wij bieden een competitief salaris.\n\nTechnologiestack: Git monorepo, TypeScript, Yjs en React, een beetje Python, OpenTofu/Terraform, Scaleway, managed PostgreSQL en managed Kubernetes.\n\nOpenstaande rollen:\n\n- Senior/Lead Platform & DevOps Engineer\n\n- Senior Backend Engineer/Architect\n\n- Senior Frontend Engineer\n\n- Senior Full-Stack Engineer\n\nE-mail jobs[at]openeducation.foundation met (HN) + de functienaam in het onderwerp, samen met een korte introductie en een link naar je LinkedIn-profiel en/of GitHub. Als er van beide kanten een goede match lijkt te zijn, plan ik graag een kennismakingsgesprek in.\n\nhttps://openeducation.foundation | https://www.neon.nl"
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_14d27687c4bb85bae1f7",
    "grade": 1,
    "confidence": "high",
    "reason": "The product-engineering role plausibly involves backend platform work, but the stated EUR compensation has no pay period and does not establish the requested minimum of USD 400,000 per year.",
    "evidence": [
      "We build and scale a real-time data platform that runs hundreds of Benthos pipelines inside a single Docker container (UMH Core), processing millions of industrial messages that control actual production processes.",
      "55 - 85k EUR"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the posting states EUR compensation without a pay period or currency-conversion basis."
    ]
  },
  "posting": {
    "title": "Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_8ed9562bad6aa622",
        "ev_780984370ee66553"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Cologne, Germany",
        "ONSITE (part remote)"
      ],
      "evidence_ids": [
        "ev_35b08a08738e525a",
        "ev_49791ab2959776d3"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_4215b213037a182d"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 85000.0,
        "min": 55000.0,
        "period": null,
        "currency": "EUR",
        "original": "55 - 85k EUR",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_a40ce7ce1ee31ba5"
      ]
    },
    "skills": [
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "Cologne, Germany | UMH | Product Engineer | Full-time | 55 - 85k EUR | ONSITE (part remote)\n\nHi, Alex and Jeremy here from UMH.\n\n8 years ago, Jeremy was absolutely frustrated with the status quo of data infrastructure in manufacturing. Companies paid millions per year for \"shitty 90s software\" and are still doing that today, when there is much better software out there for open-source. So we decided that we can do this better, first founded a System Integrator, realized most of the tasks in setting up and maintaining a data infrastructure can be standardized, and decided to found the currently VC-backed UMH, which is built on open source software and is open source itself.\n\nWhat we're actually building: We build and scale a real-time data platform that runs hundreds of Benthos pipelines inside a single Docker container (UMH Core), processing millions of industrial messages that control actual production processes.\n\nPlus a local-first user interface (Management Console) where both non-technical factory workers and power-users/developers can work together. And yes, we care about UI in enterprise/industrial software.\n\nhttps://www.umh.app/careers/product-engineer-f-m-d-55-85k-eu..."
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_208f50c446daf133aa02",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for Rust backend software development, not junior product design. Remote eligibility from Mexico, junior seniority, and a no-degree policy are not stated.",
    "evidence": [
      "Rust developer/software engineer at NLnet foundation in Amsterdam",
      "You will join the team responsible for the development and operation of the (Rust based) backend through which we administer our open source grant programmes, and which integrates with our website."
    ],
    "unmet_requirements": [
      "Product designer role"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Fully remote work",
      "Eligibility to work from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Rust developer/software engineer at NLnet foundation in Amsterdam\n\nYou will join the team responsible for the development and operation of the (Rust based) backend through which we administer our open source grant programmes, and which integrates with our website.\n\nhttps://nlnet.nl/foundation/jobs/developer-rust.html"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_26cada1fd66c848d3932",
    "grade": 0,
    "confidence": "high",
    "reason": "The role develops government filing software, not business-data revenue reporting or dashboards. SQL use alone does not establish the requested reporting work.",
    "evidence": [
      "We're hiring a Senior Software Engineer I to own features end-to-end on a mature, multi-tenant .NET platform, typically supporting more than one client implementation at a time, each with its own database and release calendar.",
      "Tecuity has spent 20+ years building software for Secretary of State offices — state government agencies handling business filings and public records."
    ],
    "unmet_requirements": [
      "Work transforming business data into revenue reports and dashboards"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software Engineer I",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_ca22fa9d4381ef85"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hyde Park, UT (ONSITE preferred; will consider candidates who can commute in 1-2x/month)"
      ],
      "evidence_ids": [
        "ev_bfcb34ce84d17625"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 135000.0,
        "min": 90000.0,
        "period": null,
        "currency": "USD",
        "original": "$90k-$135k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_eb7a5921636bcaab"
      ]
    },
    "skills": [
      {
        "id": "dotnet",
        "label": ".NET"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "azure",
        "label": "Azure"
      }
    ],
    "role_kind": "single_role",
    "description": "Tecuity | Senior Software Engineer I | Hyde Park, UT (ONSITE preferred; will consider candidates who can commute in 1-2x/month) | Full-time | $90k-$135k\n\nTecuity has spent 20+ years building software for Secretary of State offices — state government agencies handling business filings and public records. Real filing deadlines, statutory requirements, and citizens who depend on the system working.\n\nWe're hiring a Senior Software Engineer I to own features end-to-end on a mature, multi-tenant .NET platform, typically supporting more than one client implementation at a time, each with its own database and release calendar.\n\nStack: C# / .NET 8 & .NET 10, ASP.NET Core, Web API, Entity Framework Core, MS SQL Server (heavy stored-procedure work), React + Redux front end, Git/PR workflow, Azure DevOps CI/CD.\n\nAI-assisted development (Claude Code) is a standard, daily part of our engineers' workflow here, not a pilot program — you'll be expected to use it well and verify its output rather than just accept it.\n\nLooking for 6+ years professional experience in C#/.NET and SQL Server. Government, regulated, or compliance-driven software experience is a plus.\n\nIdeally we're looking for candidates who can work onsite from our Hyde Park, UT office, but we're open to Utah or Idaho candidates who can commute in once or twice a month for the right fit.\n\nEmail [email protected] with a bit about your background and a resume or for more information. See the full job posting at tecuity.com/careers"
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_27a59a8a56551694b7ab",
    "grade": 1,
    "confidence": "high",
    "reason": "The on-robot deployment track is plausibly related to device-side software, but the posting does not establish work on tiny chips or sensor communication.",
    "evidence": [
      "We have two tracks available, either offline training infrastructure for RL (physics simulation, gaussian splatting, RL algo implementation) or on-robot deployment (online inference, fast C++)."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Software running directly on tiny chips",
      "Communication with sensors"
    ]
  },
  "posting": {
    "title": "Software Engineering Intern",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_b0158c8fd16e4e23"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE (Zürich, Switzerland)"
      ],
      "evidence_ids": [
        "ev_079610e6c2781c14"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CH"
      ],
      "evidence_ids": [
        "ev_d0677326087e9248"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Robotics and AI Institute | Software Engineering Intern | ONSITE (Zürich, Switzerland) | Internship | No visa sponsorship\n\nWe're hiring some robotics systems software focused interns in our Zürich office. We're specifically looking for late stage masters students with strong software engineering fundamentals and some skills in turning math into performant code. We have two tracks available, either offline training infrastructure for RL (physics simulation, gaussian splatting, RL algo implementation) or on-robot deployment (online inference, fast C++).\n\nThe software team in Zürich is involved in building the tools that accelerate research, while having a close connection to what the researchers are doing.\n\nWe're looking for people who already have the right to work in Switzerland. That means Swiss/EU/EFTA citizens, or those with a work permit in Switzerland already.\n\nApplication link: https://jobs.lever.co/rai/46c744a8-2817-4453-8b3b-20b6d0ea1e..."
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_2379511e8f7c1008da4b",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on cloud infrastructure and operational reliability, not embedded firmware running directly on tiny chips or interfacing with sensors.",
    "evidence": [
      "I’m looking for an experienced SRE to own our infrastructure and reliability.",
      "You’ll own our AWS environment, the control-room infrastructure that communicates directly with utilities and market operators, and the systems we use to deploy, observe, and operate a growing fleet."
    ],
    "unmet_requirements": [
      "Embedded software development running directly on tiny chips and communicating with sensors."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Site Reliability Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_f9c3facf67bb30eb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE (SF)"
      ],
      "evidence_ids": [
        "ev_fbe4c5f433478166"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Strobe Power | Site Reliability Engineer | ONSITE (SF) | https://strobepower.com\n\nAI data centers are creating a massive new wave of electricity demand and putting even more strain on an aging grid. Strobe is building the power company that will meet that demand.\n\nOur software turns batteries and generators at commercial and industrial buildings into distributed power plants that can buy, sell, and dispatch electricity in real time. We build the control stack for operating these assets and the trading platform that connects them to wholesale energy markets.\n\nWe’re a small, high-ownership team working on critical infrastructure. You’ll learn how the energy system actually works: what happens inside the electrical room of a large commercial building, how data centers are powered, how utilities and grid operators communicate, and how a battery gets commissioned and brought online.\n\nThis is early, technical, and very real-world. The software you build will control physical equipment, keep power plants online, and move money in regulated markets. We’re the only company actively trading distributed power in FERC-regulated wholesale markets, with multiple behind-the-meter power plants operating in NYC and expansion underway in California and along the East Coast.\n\nI’m looking for an experienced SRE to own our infrastructure and reliability. We remotely operate millions of dollars of equipment, and it has to work. You’ll own our AWS environment, the control-room infrastructure that communicates directly with utilities and market operators, and the systems we use to deploy, observe, and operate a growing fleet. You’ll also work closely with the rest of the engineering team to establish good patterns as we ship new services and features.\n\nYou’re probably a good fit if you have deep AWS experience, have used Terraform seriously in production, write a lot of Python, and are comfortable working around Rust services. Energy experience is useful but not required (SCADA, DNP3, MQTT).\n\nStack: Python, TypeScript, Rust, Terraform, AWS, GraphQL/AppSync, MQTT, Grafana. We work in a monorepo designed for agent-assisted engineering workflows and are investing heavily in making engineers dramatically more effective with coding agents.\n\nApply: [email protected] or https://strobepower.com/careers. Please mention Hacker News."
  }
}

{
  "judgment": {
    "query_id": "mobile_intent",
    "job_id": "job_27dbc552e9fb7cc16121",
    "grade": 1,
    "confidence": "high",
    "reason": "The mobile role supports Swift-based app development and end-to-end app ownership, but does not state responsibilities for offline behavior or App Store releases.",
    "evidence": [
      "Mobile Engineer (React Native, Swift, Kotlin)",
      "- A modern phone is already a clinical instrument and almost none of it has been pointed at eye care. Own the app and its UX end to end."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Offline app behavior responsibilities",
      "App Store release responsibilities"
    ]
  },
  "posting": {
    "title": "Software Engineer (AI x Healthcare); Mobile Engineer (React Native, Swift, Kotlin); AI Engineer (Computer Vision + LLMs)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_7809e18e6bda3d6b",
        "ev_f06c3d3a89aa0d8a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY",
        "HYBRID (NYC) or REMOTE"
      ],
      "evidence_ids": [
        "ev_5f315796b46f4d1e",
        "ev_ca5ffb060adadfb0"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "swift",
        "label": "Swift"
      },
      {
        "id": "kotlin",
        "label": "Kotlin"
      },
      {
        "id": "computer-vision",
        "label": "Computer vision"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Deya | Multiple Roles | New York, NY | HYBRID (NYC) or REMOTE | Full-time | https://deya.health/careers/\n\nEveryone in health AI is chasing scribes and diagnostics. Almost no one is building the longitudinal data layer that captures what actually happens to patients over time. That is the real moat, and we are building it for eye care.\n\nDeya sits between doctor and patient, capturing symptoms, treatments, outcomes and ocular images over time. Clinician-led, piloting with eye doctors, and we hold the largest dataset of eye images captured on smartphones. We build with AI tools daily.\n\nThree roles, all high ownership:\n\nSoftware Engineer (AI x Healthcare)\n- Product and infra from 0 to 1. Next.js, backend, cloud, agentic workflows, longitudinal clinical data.\n\nMobile Engineer (React Native, Swift, Kotlin)\n- A modern phone is already a clinical instrument and almost none of it has been pointed at eye care. Own the app and its UX end to end.\n\nAI Engineer (Computer Vision + LLMs)\n- Own the vision pipeline turning phone photos into clinical signal, plus the LLM systems reasoning over patient history.\n\nWe have a proprietary clinical dataset and because we control capture, you can improve the data itself rather than model around its limits. Optometrists and ophthalmologists in-house to define ground truth and validate the work. Competitive salary plus equity.\n\nAll three roles and apply: https://deya.health/careers/"
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_2970ae7c2eb94f76cf6c",
    "grade": 1,
    "confidence": "high",
    "reason": "The infrastructure engineering role is plausibly relevant to maintaining cloud and container systems, but the posting does not specify operational reliability or outage-response duties.",
    "evidence": [
      "* Infrastructure Engineer (engineering and corporate infrastructure, 50-90k)",
      "Our customers use us for large scale AI and HPC clusters in the enterprise and research, k8s and OpenStack infrastructures, and as a scalable backend for SaaS products."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Responsibility for maintaining container clusters and cloud deployments",
      "Outage response duties"
    ]
  },
  "posting": {
    "title": "Software Engineer (with a passion for Systems, 60-100k EUR); Infrastructure Engineer (engineering and corporate infrastructure, 50-90k); Customer Success Engineer (50-90k)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_f1cae79cbdd627ae"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany",
        "ONSITE (Germany)"
      ],
      "evidence_ids": [
        "ev_42a0da6f038307e2",
        "ev_f7196e8841b34492"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_0fae5c9b049e4c5c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "QUOBYTE | Berlin, Germany | Full-time | ONSITE (Germany) | https://www.quobyte.com/\n\nAt Quobyte we are working on a highly scalable and fault-tolerant software storage system built around a parallel file system core. Our customers use us for large scale AI and HPC clusters in the enterprise and research, k8s and OpenStack infrastructures, and as a scalable backend for SaaS products. There are Quobyte clusters which span tens of thousands of machines and slurp 100s of GB/s!\n\nUnder the hood, we have built a full-stack fault-tolerant parallel file system, with everything from kernel development over our own replicated database system design to distributed algorithms (Paxos!) and performance. In short: lots of real-world challenging and fun problems!\n\nWe work as a highly efficient engineering team, ship frequently, do code reviews, and have lots of unit and integration testing. If you’re passionate about systems, we might be the right place for you!\n\nBerlin, Germany (Onsite):\n\n* Software Engineer (with a passion for Systems, 60-100k EUR)\n* Infrastructure Engineer (engineering and corporate infrastructure, 50-90k)\n* Customer Success Engineer (50-90k)\n\nFor detailed job descriptions please and application process, please visit https://www.quobyte.com/company/careers or write to work at quobyte.com."
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_2b89230740e54b7f64c7",
    "grade": 1,
    "confidence": "high",
    "reason": "The robotics work includes autonomous navigation, but focuses on construction sites rather than warehouses and does not explicitly describe object-picking duties.",
    "evidence": [
      "We make robots that autonomously construct buildings, starting with bricklaying.",
      "- Designing systems for robots to drive safely and fully autonomously around a building site"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Warehouse navigation work",
      "Physical object-picking duties"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_8b74702dffd294d8"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam, The Netherlands"
      ],
      "evidence_ids": [
        "ev_d9bf604fb54e0ca7"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "NL"
      ],
      "evidence_ids": [
        "ev_595985896e6c94ea"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "MONUMENTAL | https://www.monumental.co/ | Amsterdam, The Netherlands | Full Time | Onsite\n\nWe make robots that autonomously construct buildings, starting with bricklaying.\n\nThere's a lot of vapourware in robotics, but we're deploying robots across multiple concurrent sites today - and generating revenue. In the last couple of months, our robots have built affordable social housing, health care living units, canal walls in the historic city centre of Amsterdam, and a youth sports centre. Help us to build things that matter in the long run.\n\nWe're looking for experienced software engineers for many roles. You can help us solve problems like:\n\n- Data sync and analytics queries across a fleet of robots (that can be offline for hours at a time)\n\n- Modelling buildings in code and finding the right UI for operators to edit them\n\n- Designing systems for robots to drive safely and fully autonomously around a building site\n\nCheck out the progress we've already made on Atrium, our operating system for robotics: https://www.monumental.co/atrium\n\nWe're rapidly scaling up operations - we'll be building in the UK soon - and we need experienced engineers who can build the systems that manage all of that complexity. If you think that 'full-stack' could reasonably mean debugging firmware, mixing buckets of mortar _and_ writing React components, we are looking for you. Robotics experience not required!\n\nTake a look inside our software stack: https://www.youtube.com/watch?v=eh9BfQoKCy0\n\nhttps://www.monumental.co/jobs"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_3074e0295057c902412d",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes operational metrics and revenue-cycle software, but its primary work is broad full-stack development rather than producing reliable revenue reports and dashboards.",
    "evidence": [
      "Recent work includes an AI-first metrics layer that answers operational questions in chat, automated patient scheduling and communication, insurance verification scraping, and a live PMS integration across every practice.",
      "The domain is wide (clinical workflows, payroll, patient comms, revenue cycle) and there's a lot of novel work left once you learn the business."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role involves transforming business data into reliable revenue reports and dashboards."
    ]
  },
  "posting": {
    "title": "Full-Stack Developer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_e27e1a3a9c6f60b4",
        "ev_47eb8575b1dfd923"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Dallas, TX",
        "REMOTE (US) or HYBRID"
      ],
      "evidence_ids": [
        "ev_8216cd2e954d8953",
        "ev_be4fb5090daab0ed"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_eac8e0b0058ee36b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "dotnet",
        "label": ".NET"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Apex Dental Partners | Full-Stack Developer | Dallas, TX | REMOTE (US) or HYBRID | Full-time | apexdp.com\n\nWe're a Dental Support Organization running 65 practices across eight states. Dentistry doesn't sound like a technical job, but the platform behind it is: we've built our own operations system (Rails 8 + React, Electron, Go, and C#/.NET against OpenDental, all on AWS) and we're pushing hard on automation and AI to make the practices run better.\n\nThe team is small and developers own problems end-to-end. You'll figure out why a billing workflow breaks down, design the fix, ship it, and hear from the office manager who uses it the next week. Recent work includes an AI-first metrics layer that answers operational questions in chat, automated patient scheduling and communication, insurance verification scraping, and a live PMS integration across every practice. The domain is wide (clinical workflows, payroll, patient comms, revenue cycle) and there's a lot of novel work left once you learn the business. Big emphasis placed on being able to sit down with non-engineering team members and understand their workflows and build software to make it better.\n\nGood fit if you want a stable company, a small team, broad latitude, and work that visibly matters to the people using it. We're actively building new features, not just maintaining what exists, so there's a healthy mix of greenfield work and improving a platform that's already in daily use by our nearly 1,000 employees.\n\nMust reside in the US and be authorized to work in the US without sponsorship.\n\nEmail me directly: dhanson [at] apexdp.com"
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_2e428746ec07598b28c4",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for full-stack software engineering, not Swift iOS mobile development. No iOS or Swift duties are stated.",
    "evidence": [
      "Starlight | Senior Full-Stack Engineer | REMOTE (US), NYC preferred",
      "You’ll work across the stack, help shape our architecture and engineering culture, and have significant influence over how and what we build."
    ],
    "unmet_requirements": [
      "Swift iOS mobile engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Full-Stack Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_998d0489784bcee3"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US), NYC preferred"
      ],
      "evidence_ids": [
        "ev_659e9cbef9b271c3"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_fe355bd3f37fa027"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Starlight | Senior Full-Stack Engineer | REMOTE (US), NYC preferred\n\nI’m the Head of Engineering at Starlight, and we’re hiring a senior full-stack engineer.\n\nWe build software that helps financial institutions connect people with government benefits they’re eligible for. More than $100B in benefits go unclaimed every year because the underlying systems are fragmented and difficult to navigate. We’re trying to change that.\n\nOur engineering team is intentionally small, so this is a high-ownership role. You’ll work across the stack, help shape our architecture and engineering culture, and have significant influence over how and what we build.\n\nOne area I’m especially excited about is building an “AI-first” engineering organization. I put that in quotes intentionally because I don’t think the industry has figured out exactly what it means yet—and neither have we. I want this person to help me figure it out.\n\nI’ll encourage experimentation and use of AI, and we’ll have lots of conversations about what works and what doesn’t. But I’m not setting token quotas or mandating that people use AI for everything. I care much more about figuring out where it genuinely makes us better.\n\nI’m actively involved in the hiring process and happy to answer questions about the team, role, or company.\n\nJob description (salary, tech stack, benefits, etc.):\n\n- https://get-starlight.notion.site/Senior-Engineer-Full-Stack...\n\nCompany:\n\n- https://get-starlight.com"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_291fbd73461ce27e8999",
    "grade": 0,
    "confidence": "high",
    "reason": "The role includes server infrastructure work, but the product explicitly eliminates databases and APIs, conflicting with the requested work on endpoints and relational databases.",
    "evidence": [
      "no databases, no APIs, no application servers.",
      "The codebase is Rust, with work including distributed storage, HTTP caching/ETags, CRDTs, parser/DOM performance, CI and production infrastructure."
    ],
    "unmet_requirements": [
      "Building web-product endpoints and relational databases"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_5be0696aa2d68bb2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_5be0696aa2d68bb2"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 130000.0,
        "min": 110000.0,
        "period": null,
        "currency": "USD",
        "original": "$110k–$130k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_d36163692db49d79"
      ]
    },
    "skills": [
      {
        "id": "html-css",
        "label": "HTML/CSS"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "single_role",
    "description": "Pagelove | https://pagelove.com | Founding Software Engineer | REMOTE | Full-time | $110k–$130k + early equity\n\nPagelove collapses the modern web stack into its simplest form: no databases, no APIs, no application servers. Just HTML that works like an app, scales like a CDN, and is AI-native by design.\n\nThe page becomes the application, API and persisted state. Humans and machines can read and update the same surface directly using CSS selectors over HTTP, rather than through separate HTML and API/MCP interfaces. With Pagelove, AI can finally build web applications without having to deal with the complexity of the full stack.\n\nWe’re seed-stage and well-funded, hiring our first non-founder engineer. The codebase is Rust, with work including distributed storage, HTTP caching/ETags, CRDTs, parser/DOM performance, CI and production infrastructure.\n\nOur development process is heavily agentic: Claude Code and Codex do substantial implementation work, with humans focused on architecture, review and the hard problems.\n\nhttps://ats.pagelove.com/roles/founding-software-engineer/"
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_325ac4774a8d79e1fdd3",
    "grade": 0,
    "confidence": "high",
    "reason": "The lead engineering role conflicts with the requested junior level and explicitly limits remote eligibility to the US and Canada, excluding Mexico. Developer education duties and a no-degree policy are not stated.",
    "evidence": [
      "Relevant Healthcare | Lead Engineer | Remote (US/Canada only) | Full-time"
    ],
    "unmet_requirements": [
      "Junior-level role",
      "Remote work eligibility from Mexico"
    ],
    "unknown_requirements": [
      "Developer educator duties",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Lead Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_70edf2b6a5874a10"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US/Canada only)"
      ],
      "evidence_ids": [
        "ev_1f650026398ca842"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_1b2cbe63d385e144",
        "ev_0fc3f8067b9c6854"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Relevant Healthcare | Lead Engineer | Remote (US/Canada only) | Full-time\n\nRelevant builds a data platform that helps safety-net healthcare providers deliver better care using data from their electronic health records. Our customers are non-profit clinics called Community Health Centers. You can read more about them, us, and the role on our jobs page: https://relevant.healthcare/jobs/\n\nWe're a small team (~25 overall). We're bootstrapped (no external capital whatsoever, VC or otherwise) and profitable. We've got a modern tech stack (Rails, Typescript, React, GraphQL, d3) and a healthy approach to both tech debt and work/life balance… and we’re also a very nice group of people that get to work on interesting problems for some of the few unimpeachably good actors in healthcare!"
  }
}

{
  "judgment": {
    "query_id": "tools_intent",
    "job_id": "job_2d0e9cb028fbfa11af31",
    "grade": 1,
    "confidence": "high",
    "reason": "The engineering openings involve developer tooling and codebase infrastructure, which is related to the requested work, but the posting does not establish duties improving compilers or command-line tools.",
    "evidence": [
      "Sourcegraph is building the context layer for AI-powered software development.",
      "Our products, including Code Search, Deep Search, MCP, and Agentic Batch Changes, give developers and AI agents cross-repository context and enable coordinated code changes across hundreds of repositories."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work improving compilers or command-line tools used by programmers to build software."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9d2084badd63c746"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote"
      ],
      "evidence_ids": [
        "ev_9d2084badd63c746"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Sourcegraph | Remote | Full-Time | Security Engineer, SWE, Tech Lead, Agent Engineer, Product Manager, Product Marketing Manager | https://sourcegraph.com\n\nSourcegraph is building the context layer for AI-powered software development. As AI accelerates code creation, we help engineering teams understand, navigate, and safely change large codebases.\n\nOur products, including Code Search, Deep Search, MCP, and Agentic Batch Changes, give developers and AI agents cross-repository context and enable coordinated code changes across hundreds of repositories. Engineering teams at companies like Stripe, Reddit, and Leidos use Sourcegraph to ship faster with greater confidence.\n\nIf you want to build the infrastructure that lets every engineering team - and every agent they deploy - operate on their codebase with confidence, join us.\n\nSourcegraph is backed by Sequoia, a16z, Redpoint, and Goldcrest.\n\nApply here: https://grnh.se/0572f98b4us"
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_3316bc420d16fe1c0b51",
    "grade": 1,
    "confidence": "high",
    "reason": "The engineering work includes AI agents and fraud detection, making it plausibly relevant to machine learning, but the posting does not establish PyTorch use or dedicated model-development duties.",
    "evidence": [
      "* real-time claims processing - claim quality / fraud detection at scale, harnessing regulatory requirements for novel approaches",
      "You'll join as the lead product engineer on greenfield projects that are scoped to take us from 1-100."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "PyTorch use",
      "Machine learning model-development responsibilities"
    ]
  },
  "posting": {
    "title": "Various Staff+ Engineering Roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c912b73dfd6332e7"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_f202e1d60c3e3066"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_ccd14558e8d5b365"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Chariot Claims | Full-Time | Various Staff+ Engineering Roles | REMOTE (US) | https://chariotclaims.com\n\nWe recently raised series A and are hiring driven engineers who have strong product sense, leverage AI effectively, communicate well, and want to build technically interesting products that benefit the everyday person.\n\nYou'll join as the lead product engineer on greenfield projects that are scoped to take us from 1-100. We're building a verticalized factory for claims. ex:\n\n* agentic legal case origination agent - responsible for validating things like privacy violations, research existing case law to find new cases for us to operationalize\n\n* real-time claims processing - claim quality / fraud detection at scale, harnessing regulatory requirements for novel approaches\n\nand much much more\n\nChariot Claims is a platform that helps everyday people find, file, and manage legal claims without any hassle. We proactively identify companies accused of breaking the law and violating consumer rights, and fight so they can get the compensation they may be entitled to. We partner with law firms to execute on legal proceedings.\n\nOur team is fully remote, with hubs in Berlin, NY, DC, and (soon) SF. Onsites for the team in the US every ~2 months, and curated offsites in a beautiful location 2-4 times a year with your +1.\n\nhttps://jobs.ashbyhq.com/chariotclaims?departmentId=c3e8e98e..."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_3603bf48dd83f4751101",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds expense-management software and migrates services, rather than transforming business data into revenue reports and dashboards.",
    "evidence": [
      "You’ll work alongside 3–4 senior engineers building expense submissions, approvals and reimbursements, while helping migrate services from Ruby/Rails to Go and develop AI-powered features."
    ],
    "unmet_requirements": [
      "Work transforming business data into revenue reports and dashboards"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Associate Software Engineer, Expenses",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_11b5af2af75bd600"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Toronto, Canada"
      ],
      "evidence_ids": [
        "ev_e902f61cf75d3e65"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CA"
      ],
      "evidence_ids": [
        "ev_614cdb16915ce8e3"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 136000.0,
        "min": 109000.0,
        "period": null,
        "currency": "CAD",
        "original": "$109K–$136K CAD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_6f7c62b3f4f9b5de"
      ]
    },
    "skills": [
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "mysql",
        "label": "MySQL"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Justworks | Associate Software Engineer, Expenses | Toronto, Canada | HYBRID | Full-time | $109K–$136K CAD\n\nJustworks helps small businesses manage payroll, benefits, HR, and compliance so they can focus on running their business.\n\nWe’re hiring an Associate Software Engineer for our Toronto Expenses pod. You’ll work alongside 3–4 senior engineers building expense submissions, approvals and reimbursements, while helping migrate services from Ruby/Rails to Go and develop AI-powered features.\n\nWe’re looking for:\n\n• 1+ year of professional software engineering experience\n• Experience with a modern server-side language and interest in learning Go\n• Knowledge of REST APIs, SQL, and relational data models\n• A product-minded, customer-focused approach\n• Curiosity about AI-assisted development\n\nOur stack includes Go, Ruby on Rails, JavaScript, MySQL, Kafka, AWS, Redis, Docker, Terraform, Kubernetes, CircleCI, and Datadog.\n\nApply: https://grnh.se/wlv9zr391us"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_3395867bb82f9598f4d9",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves data analysis and visualization, making it plausibly relevant, but revenue reporting and dashboard responsibilities are not stated.",
    "evidence": [
      "We want Python + Pandas, SQL, statistics, data visualization and some AI; the usual data science stack.",
      "Job is in-depth data analysis across multiple data sets - the challenges change weekly."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Revenue reporting responsibilities",
      "Dashboard development responsibilities"
    ]
  },
  "posting": {
    "title": "Data Analyst",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_4d225d7f7bcacca9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Chicago or Washington DC - ONSITE"
      ],
      "evidence_ids": [
        "ev_469265ee39720042"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      }
    ],
    "role_kind": "single_role",
    "description": "National Association of Realtors | Chicago or Washington DC - ONSITE | Data Analyst | Full Time\n\nWe want Python + Pandas, SQL, statistics, data visualization and some AI; the usual data science stack. Job is in-depth data analysis across multiple data sets - the challenges change weekly. We're using Cursor for data science and AI is permeating all our analysis work - we're transforming from traditional data science to being AI-forward.\n\nJob is here: https://realtors.applicantstack.com/x/detail/a2yfvt49zurx"
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_2a1a5a15ade8733a37e4",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for senior filesystem development, not developer education. Remote work is stated, but eligibility to work from Mexico and any US-residency restriction are unspecified.",
    "evidence": [
      "Senior OpenZFS Developer",
      "We develop new features, investigate/fix bugs, and support the community of these important open source infrastructure projects.",
      "klarasystems.com | Senior OpenZFS Developer | REMOTE | Full-time Contract"
    ],
    "unmet_requirements": [
      "Developer educator work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "Whether the role is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Senior OpenZFS Developer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_234c0ecf8424c835"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_234c0ecf8424c835"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "klarasystems.com | Senior OpenZFS Developer | REMOTE | Full-time Contract\n\nWe have successfully hired from HN in previous rounds and are looking for another OpenZFS Developer (4+ years of experience) to join our team!\n\nKlara Inc. provides development & solutions focused on open source software and the community-driven development of OpenZFS and FreeBSD. We develop new features, investigate/fix bugs, and support the community of these important open source infrastructure projects. Some of our recent work includes major ZFS features such as Fast Deduplication (OpenZFS 2.3) and AnyRAID: https://github.com/openzfs/zfs/pull/17567 https://github.com/openzfs/zfs/pull/18406\n\nWe’re looking for an OpenZFS Developer with:\n\n- Strong C programming skills and understanding of data structures\n\n- Experience with file systems, VFS, and OS internals (threading, locking, IPC, memory management)\n\n- Familiarity with ZFS internals (DMU, MOS, vdevs, ZPL, datasets, boot environments)\n\n- Ability to work across Linux, and FreeBSD environments\n\nPrevious upstream contributions to OpenZFS or other open source projects are a big plus.\n\nSubmit an application through our site: https://klarasystems.com/careers/openzfs-developer/"
  }
}

{
  "judgment": {
    "query_id": "tools_constraints",
    "job_id": "job_36297aa775d42327b42f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is explicitly senior and requires hybrid office attendance, conflicting with the requested junior, fully remote role. Developer-tools work, Mexico eligibility, and a no-degree policy are not established.",
    "evidence": [
      "Senior Engineers (Agentic Engineer and Forward Deployed Engineer)",
      "Hybrid (2-3 days in office)"
    ],
    "unmet_requirements": [
      "Junior role",
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Developer tools engineering duties",
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Engineers (Agentic Engineer and Forward Deployed Engineer)",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_a0fc7afee0bacb0d",
        "ev_04937a96d515bfde"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Arlington, VA (DC Area)"
      ],
      "evidence_ids": [
        "ev_e310267d49011af0"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 165000.0,
        "min": 145000.0,
        "period": null,
        "currency": null,
        "original": "145k-165k",
        "currency_status": "unknown"
      },
      "evidence_ids": [
        "ev_cf182c6a8164b4e1"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Trustible | Senior Engineers (Agentic Engineer and Forward Deployed Engineer) | Arlington, VA (DC Area) | Hybrid (2-3 days in office) | 145k-165k + equity | Full Time\n\nWe're an AI Governance software company helping organizations navigate emerging AI regulation and risk. Our platform helps organizations build a high quality AI inventory, and automates various risk assessments, reviews, and compliance workflows needed for the EU AI Act, ISO 42001, or the NIST AI RMF. We're building a lot of agentic features and are looking for engineers familiar with AI engineering, or experience integrating with hyperscaler MLOps platforms.\n\nWe're looking for people who want to work on on building trustworthy and responsible AI systems.\n\nApply: trustible.ai/careers"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_32547c8a1089c58d8f07",
    "grade": 1,
    "confidence": "high",
    "reason": "The senior data-infrastructure role offers related pipeline work, but analytics engineering duties are not established. Remote work is stated, while Mexico eligibility is unresolved because the description allows international engineering applicants but eligible-country metadata lists only the US.",
    "evidence": [
      "Senior Software Engineer, Voice AI & Data Infrastructure: own our real-time voice agents and data pipelines",
      "REMOTE (US+INTL for eng, US for product & automations)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the senior data-infrastructure role includes analytics engineering work",
      "Eligibility to work remotely from Mexico without a US-residency restriction, given conflicting location and eligible-country information"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_1ce81e1fc682a138"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US+INTL for eng, US for product & automations)"
      ],
      "evidence_ids": [
        "ev_3d882bde2ba9f9c6"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_2294b4a0d4ef9977"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "WorkHero https://workhero.pro | Senior SWE, AI Automation Engr, Senior PM | REMOTE (US+INTL for eng, US for product & automations)\n\nWorkHero is building the AI-powered back office for the skilled trades, starting with HVAC. Small contractors spend their nights on rebates, permits, equipment registrations, billing, and collections. We pair dedicated office managers with AI agents that take this work over end to end. We are expanding our product and engineering organization - looking for talented engineers, product managers, and builders who are excited to rethink the back office for small businesses!\n\n- Senior Software Engineer, AI Full Stack: ship AI-native React experiences and the Node services and agent workflows behind them. https://www.workhero.pro/careers?ashby_jid=89aac721-3aa3-4ae...\n\n- Senior Software Engineer, Voice AI & Data Infrastructure: own our real-time voice agents and data pipelines https://www.workhero.pro/careers?ashby_jid=8f45a29d-bdae-457...\n\n- AI Automation Engineer: turn the workflows of small HVAC businesses into AI-powered automations https://www.workhero.pro/careers?ashby_jid=2b76354a-1012-476...\n\n- Senior Product Manager, AI Agents: own the agents at the core of the product end to end, from how their prompts, tools, and knowledge cohere into one experience through the evals that prove they accomplish the user's goal. https://www.workhero.pro/careers?ashby_jid=5fca94a0-7705-42f...\n\nAll roles require working hours that overlap with 11am-3pm ET."
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_3af4aed87b5553b33c67",
    "grade": 2,
    "confidence": "high",
    "reason": "The role owns GPU and cloud serving infrastructure and explicitly seeks relevant Kubernetes project experience, matching the requested work.",
    "evidence": [
      "That's exactly the infrastructure problem this role will own.",
      "If you’re interested, email us at [email protected] with your GitHub profile and link to projects you’ve recently built - especially with docker, k8s, GPUs."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "1x Founding Infrastructure Engineer",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "computer-vision",
        "label": "Computer vision"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "VLM Run (https://vlm.run) | 1x Founding Infrastructure Engineer\n\nWe’re building the inference platform for visual intelligence. We’re a deeply technical team of veteran AI / computer-vision engineers (20+ years combined, MIT/CMU PhDs) who’ve shipped production ML infrastructure across autonomous driving and LLMs.\n\nWe just launched the VLM Run Gateway (https://vlm.run/gateway), a unified API that serves open-weight VLMs, embodied VLAs, ViTs, served across a fleet of GPUs and clouds. That's exactly the infrastructure problem this role will own.\n\nIf you’re interested, email us at [email protected] with your GitHub profile and link to projects you’ve recently built - especially with docker, k8s, GPUs."
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_365bd65cc93556b48188",
    "grade": 0,
    "confidence": "high",
    "reason": "The roles focus on hospital platform integration and infrastructure reliability, not analytics engineering or dbt-based data transformation. SQL appears in an integration stack but does not establish matching duties.",
    "evidence": [
      "you will own the site-specific implementations—navigating complex local networks, architecting integration paths, and ensuring our AI platform works across diverse environments.",
      "You will ensure the reliability, scalability, and performance of our AI platform both in hospital sites (on-prem) and on the cloud."
    ],
    "unmet_requirements": [
      "Analytics engineering work"
    ],
    "unknown_requirements": [
      "Use of dbt"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_758ed77fe6860bdd",
        "ev_e642a9922c7a0c9d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "London, UK"
      ],
      "evidence_ids": [
        "ev_789a2520d8b3acc4"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_d6820b95caaffdc6"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 70000.0,
        "period": null,
        "currency": "GBP",
        "original": "£70k-£90k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_8308f5476d7ee18e"
      ]
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Newton's Tree | Forward Deployed Engineer, Site Reliability Engineer | London, UK | HYBRID | Full-Time | https://www.newtonstree.ai/\n\nNewton's Tree is an early-stage health-tech startup enabling healthcare providers to select, test, deploy, and monitor third-party AI applications as part of routine care pathways. Our enterprise AI platform allows hospitals to safely and effectively adopt AI technologies at scale.\n\nWe are looking for adventurous builders to join us in two key roles to help bridge our platform and the hospital frontline:\n\nForward Deployed Engineer (£70k-£90k): You will be the critical link between our internal engineering team and hospital IT teams. While our SRE team focuses on core platform stability, you will own the site-specific implementations—navigating complex local networks, architecting integration paths, and ensuring our AI platform works across diverse environments.\nStack: Linux, Kubernetes, JSON/YAML, Python, SQL, and healthcare interoperability standards (HL7v2, FHIR, DICOM).\nhttps://www.newtonstree.ai/job/forward-deploy-engineer\n\nSite Reliability Engineer (£70k-£90k): You will ensure the reliability, scalability, and performance of our AI platform both in hospital sites (on-prem) and on the cloud. You'll work closely with customers to install hardware for Kubernetes clusters and collaborate with dev teams to ensure swift, reliable feature deployments.\nStack: Linux, Kubernetes, Terraform, Ansible, GitOps (FluxCD), Argo Workflows, Talos Linux, Cilium CNI, Teleport, and monitoring tools (Prometheus, Grafana, Datadog).\nhttps://www.newtonstree.ai/job/site-reliability-engineer\n\nLogistics: Both roles are Hybrid within the UK (with occasional in-person working in London and travel to hospital sites as needed). Please note that applicants must have the right to work in the UK, as we are unable to offer visa sponsorship.\n\nTo apply: Send your CV and a short note telling us why you'd be excited to work with Newton's Tree to [email protected], or read more at the links above."
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_3d73eb93ca4c5c3647a4",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves embedded firmware on small hardware and integrating sensors, matching the requested work.",
    "evidence": [
      "You: hands-on with real mobile robots (UART, encoders, PWM, IMU, LiDAR), strong Python + embedded, comfortable reading code you didn't write, and can debug hardware and firmware at the same time.",
      "Where we're at: zero-shot sim2real transfer with a policy that runs at 100Hz on an ESP32 and took under a day to train."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Robotics / Hardware Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_c1bbb461a75bbda9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_a583f8eddbaecdec"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 130000.0,
        "period": null,
        "currency": "USD",
        "original": "$130k–200k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_ffabf1ea4034fa57"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Lumen Labs | Robotics / Hardware Engineer | San Francisco, CA | ONSITE | Full-time | $130k–200k + equity | https://lumenresearch.co\n\nI'm Daniel, co-founder. Lumen Labs is building the cognitive layer for physical AI. Nearly every major robotics effort today teaches machines by showing them thousands of hours of human teleoperation. We think that paradigm has a ceiling, and we're working on nature-inspired architectures for unstructured environments (construction sites, mining, pipelines, battlefield). Pre-seed, backed by top VC funds and operators from robotics/AI companies.\n\nWe're a team of two and hiring teammate #3 to own the hardware and infrastructure that keeps our research platforms running: the ROS2 (Humble) stack across onboard and offboard compute, sensor integration and calibration (LiDAR, depth, IMU, encoders), the safety pipeline during autonomous runs, and getting trained policies onto real hardware. Today that's wheeled navigation; we're dipping our toes into drones and eyeing weirder platforms like pipeline inspection. Where we're at: zero-shot sim2real transfer with a policy that runs at 100Hz on an ESP32 and took under a day to train.\n\nYou: hands-on with real mobile robots (UART, encoders, PWM, IMU, LiDAR), strong Python + embedded, comfortable reading code you didn't write, and can debug hardware and firmware at the same time. If \"full-stack\" to you means firmware, a multimeter, and a ROS node in the same afternoon, you'll fit right in. Visa/relocation support for the right person.\n\nFull posting: https://desert-bearskin-26d.notion.site/Robotics-Engineer-Ro...\n\nEmail [email protected], mention HN, and tell us about a project you've built. If you can link to a time you got a trained policy running on real hardware, you go to the top of the pile."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_40e7aa081c05cc85a002",
    "grade": 0,
    "confidence": "high",
    "reason": "The role develops business application software; it does not describe transforming business data into revenue reports or dashboards.",
    "evidence": [
      "We're hiring software developers to work on our Python/PostgreSQL backend, fast JS framework, mobile apps, website builder, and more."
    ],
    "unmet_requirements": [
      "Work focused on transforming business data into reliable revenue reports and dashboards"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Developer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_d94b821f235e58bf"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid (Belgium, 3 days/week)"
      ],
      "evidence_ids": [
        "ev_44b0f8643293d439"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "BE"
      ],
      "evidence_ids": [
        "ev_2bc7fc4a032cf558"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "sql",
        "label": "SQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Odoo | Software Developer | Hybrid (Belgium, 3 days/week) | Full-time | Visa + €10k Signing Bonus | https://www.odoo.com/r/4zN\n\nOdoo builds open-source business apps used by millions. We're hiring software developers to work on our Python/PostgreSQL backend, fast JS framework, mobile apps, website builder, and more.\n\nWhy join us:\n\n- €10k signing bonus - Visa sponsorship + relocation support (contains flight ticket + airport taxi + 1 month free housing) - No clients, no deadlines — just clean, open-source code - Pick your team after 3 weeks of onboarding - Great team, countryside office (with chef!), flexible hours\n\nYou:\n\n- Master a programming language - Proficiency in object-oriented programming - Strong in SQL and relational database, data structures, and DB design - Passionate, autonomous, and eager to build real stuff\n\nApply → https://www.odoo.com/r/4zN"
  }
}

{
  "judgment": {
    "query_id": "embedded_exclusion",
    "job_id": "job_3e588354780173d322e1",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting concerns AI application engineering rather than firmware and explicitly requires onsite work in San Francisco, conflicting with remote work from Mexico. Seniority and Mexico eligibility are not stated.",
    "evidence": [
      "We're building agentic AI for mortgage lending — automating document processing and income qualification for loan originators.",
      "Onsite in SF. Visa sponsorship: yes."
    ],
    "unmet_requirements": [
      "Firmware engineering work",
      "Remote work from Mexico"
    ],
    "unknown_requirements": [
      "Senior-level role",
      "Eligibility for residents of Mexico and absence of a US-residency restriction"
    ]
  },
  "posting": {
    "title": "Software + FDE + AI Engineers",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_88c36f34cf34378e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_72fafe71c7819122"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 250000.0,
        "min": 250000.0,
        "period": null,
        "currency": "USD",
        "original": "$250k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_f0e8ee096a8f2a6e"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Balerion AI | Software + FDE + AI Engineers | San Francisco, CA | ONSITE | Full-time | $250k+ base + seed equity | Visa sponsorship available | https://balerion.ai\n\nWe're building agentic AI for mortgage lending — automating document processing and income qualification for loan originators.\n\nUnderwriting a loan means pulling numbers out of a few hundred pages of paystubs, W-2s, bank statements, and tax returns, then applying underwriting guidelines that run to thousands of pages of edge cases. Most of it is still done by hand.\n\nProblems we actually work on: routing scanned pages to OCR vs. text extraction when the text layer is unreliable; extraction pipelines where a wrong number is much worse than a missing one; running long agent workflows durably so a failure three steps in doesn't restart the whole loan; and evaluating multi-step output against guidelines that are themselves ambiguous. We put real effort into eval infrastructure, because \"the demo looked good\" does not survive contact with a lender's compliance team.\n\nStack: Python, PydanticAI, Restate for durable execution, Postgres, AWS. Frontier models from OpenAI and Anthropic plus open-source models where they win on cost or latency.\n\nWe raised an $8M seed led by Kleiner Perkins and have paying customers in production. Team previously at Snowflake, PayPal, Twitter, Atlassian, and Microsoft.\n\nComp: $250k+ base, meaningful seed-stage equity, 5% 401(k) match, full health coverage, commuter stipend, gym membership, daily office breakfast & lunch. Full relocation to SF covered.\n\nOnsite in SF. Visa sponsorship: yes.\n\nEmail [email protected] with \"HN\" in the subject, plus a resume or GitHub."
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_3ad3fa0802ca0bc3233d",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised engineering roles concern mobile apps, AI/ML, and browser extensions, not firmware engineering. Junior firmware availability, fully remote eligibility from Mexico, and a no-degree policy are not established.",
    "evidence": [
      "Open Roles: Eng (iOS/MacOS, Android, Ai/ML, Browser Extensions), Based Social Media Intern; Internships: Eng, Design, Growth",
      "Puma.tech | Remote-first with PST overlap | iOS/MacOS, Android, Ai/ML, Growth | https://puma.tech"
    ],
    "unmet_requirements": [
      "Firmware engineering work"
    ],
    "unknown_requirements": [
      "Junior-level firmware role",
      "Fully remote work from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_2b202ee95cee2215"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote-first with PST overlap"
      ],
      "evidence_ids": [
        "ev_40b856ed0d90d43d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "ios",
        "label": "iOS"
      },
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Puma.tech | Remote-first with PST overlap | iOS/MacOS, Android, Ai/ML, Growth | https://puma.tech\n\nHi all, I’m Yuriy, founder of Puma.tech. Prev. worked at Cloudant (YC S08), Meteor (YC S11), Parse (YC S11, Facebook/Meta), and explored AI/ML (computer vision for self-driving cars).\n\nWe have 2 products:\n\n1. https://PumaBrowser.com: iOS & Android mobile browser with built in LLMs & wallets. 1m+ downloads.\n\n2. https://PumaAI.com: small research lab focused on building private local/hybrid alternative to ChatGPT.\n\nOpen Roles: Eng (iOS/MacOS, Android, Ai/ML, Browser Extensions), Based Social Media Intern; Internships: Eng, Design, Growth\n\nWe’ve raised a few rounds from some of the best builders in ai and crypto:\n\nProtocol Labs (YC S14), Chris Larsen (Ripple), Anatoly Yakovenko (Solana), Illia Polosukhin (NEAR Protocol), Sridhar Ramaswamy (Snowflake CEO), Jason Warner (poolside.ai, ex-GitHub CTO), Don Ho (Orange DAO, Quantstamp W18), Evil Rabbit (Vercel), John Phamous (SF Compute) and other amazing builders.\n\nHow to Apply: email careers+hn [at] puma.tech with your GitHub, a note on what you're most proud of building and what you'd like to build next.\n\nThank you!"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_3ef99d0aa2b357209d39",
    "grade": 0,
    "confidence": "high",
    "reason": "The role owns hospital deployment integrations and internal tooling, not transforming business data into revenue reports and dashboards.",
    "evidence": [
      "We're hiring a PM to own the product experience that takes a hospital from signed contract to successfully using Vitalize in production.",
      "This team builds the custom integrations and internal tooling that make those deployments faster, more repeatable, and less manual as we scale."
    ],
    "unmet_requirements": [
      "Work transforming business data into reliable revenue reports and dashboards."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Product Manager or Staff Product Manager",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_067e3a1f8237c28d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco (hybrid)"
      ],
      "evidence_ids": [
        "ev_89ed5f87ef51ffce"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 260000.0,
        "min": 215000.0,
        "period": null,
        "currency": "USD",
        "original": "$215K-$260K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_f9a9b26c172a830e"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Vitalize | Senior Product Manager or Staff Product Manager | San Francisco (hybrid)\n\nWhat we do:\nHospitals run critical operations (staffing, labor planning, and capacity) on spreadsheets, phone calls, and gut instinct. Labor is the biggest cost and hardest operational problem, and it’s still largely manual. Vitalize is building the operating system for hospital labor (and ultimately capacity): we forecast demand from real hospital data (e.g., ADT + historical patterns + acuity) and translate that into concrete staffing decisions: next month’s schedule and the next shift.\n\nTraction:\n- ~$37M raised\n- Launched 2024; ~$13M committed ARR across 10+ health systems\n- Live in 20+ hospitals and growing quickly\n\nThe role:\nWe're hiring a PM to own the product experience that takes a hospital from signed contract to successfully using Vitalize in production. Getting there is complex: every health system has its own HRIS, scheduling workflows, union rules, and technical environment. This team builds the custom integrations and internal tooling that make those deployments faster, more repeatable, and less manual as we scale.\n\nWe're looking for a PM who...\n- Led messy third-party enterprise integrations deep enough to make real technical calls with eng\n- Has built internal tooling with an internal team as the customer\n- Prioritized a roadmap under live GTM pressure and held the line when the loudest deal wasn't the right build\n- Startup experience, where the system you were building didn't exist yet\n\nIf you're interested, email me [email protected]\n\nComp: $215K-$260K + equity"
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_40a1a3bae38536094a6c",
    "grade": 1,
    "confidence": "high",
    "reason": "The product-management role is plausibly related to shaping product experiences, but the posting does not state responsibilities for user interviews, experience design, prototyping, or usability testing.",
    "evidence": [
      "We're hiring a Senior Product Manager to oversee a couple of our products."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Conducting user interviews",
      "Designing product experiences and prototypes",
      "Testing product experiences and prototypes"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC"
      ],
      "evidence_ids": [
        "ev_95c47ba24d55c857"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Child Mind Institute | https://childmind.org/ | NYC | Full-Time\n\nWe're hiring a Senior Product Manager to oversee a couple of our products.\n\n* Curious, a remote research and clinical data platform\n\n* Mirror Journal, an AI-powered journaling app designed with teens to support emotional reflection and mood tracking\n\nApply here: https://workforcenow.adp.com/mascsr/default/mdf/recruitment/...\n\nFeel free to email me jody[dot]brookover[at]childmind.org if you have questions."
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_41f8583b56bc0c1d1f51",
    "grade": 2,
    "confidence": "high",
    "reason": "The posting explicitly includes a Python backend engineering role, matching the requested work.",
    "evidence": [
      "* Backend — Python. Interesting work in at least two of: LLM systems and code generation, statistics, traditional AI/ML, large-scale data processing, distributed systems."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software Engineers — FDE, Full-Stack, Backend",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_62f3cbd74d0ca743"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US (Fully Remote)"
      ],
      "evidence_ids": [
        "ev_4464a72ee48869f4"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_844a5e5c890449cd"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 160000.0,
        "period": null,
        "currency": "USD",
        "original": "$160k–$240k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_79dae2e9a12d2bda"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Akkio | Senior Software Engineers — FDE, Full-Stack, Backend | US (Fully Remote) | Full-time | $160k–$240k + equity | https://www.akkio.com/jobs\n\nAkkio builds the AI platform the world's largest media agencies (Havas, Horizon Media, and others) use to run campaign workflows in production: audience building, media planning, measurement, and campaign analysis. Agentic workflows plus traditional ML, deployed on-premises inside agency cloud environments, directly on top of their data. We're ~50 people, past PMF, well funded, and growing revenue quickly.\n\nWe build agentically by default. Every engineer directs coding agents daily, and we're actively rebuilding our SDLC around that — not piloting it, not debating it. If you've felt that shift and want a team that's all the way in, that's us. We also run flat, so \"senior\" means ownership, not management layers.\n\nThree roles, all $160k–$240k + equity:\n\n* Forward-deployed engineer (FDE) — Python, TypeScript, true generalist. You embed with agencies whose systems steer billions in media spend and build whatever the problem needs: integrations, agent workflows, backend services. What you build in the field becomes product. Regular travel.\n\n* Full-stack (web) — Vue.js, TypeScript, Node.js. You've run projects, guided architecture, and survived framework upgrades and large refactors. You care about the experience analysts live in every day.\n\n* Backend — Python. Interesting work in at least two of: LLM systems and code generation, statistics, traditional AI/ML, large-scale data processing, distributed systems.\n\nDetails and application: https://www.akkio.com/jobs\n\nAll candidates must be authorized to work in the US."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_3d2e36e0c064426783ac",
    "grade": 0,
    "confidence": "high",
    "reason": "This is an experienced product-management role, not a junior analytics engineering role. Remote work from Mexico is supported by the worldwide hiring statement, but the degree policy is unstated.",
    "evidence": [
      "Product Engineer (Product Manager role, not a Full-stack role)",
      "Looking for 3+ years PM in B2B SaaS with an actual technical background - eng or QA before PM, or a PM who's been getting into the codebase themselves."
    ],
    "unmet_requirements": [
      "Analytics engineer work",
      "Junior seniority"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Product Engineer (Product Manager role, not a Full-stack role)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b0217dc5b781d4f9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (anywhere, EST hours)"
      ],
      "evidence_ids": [
        "ev_15ff5f0424097ddd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 34.0,
        "min": 23.0,
        "period": "hour",
        "currency": "USD",
        "original": "$23-$34 USD/hour",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_60a3494e8fb46359"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "django",
        "label": "Django"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "single_role",
    "description": "Search Atlas | Product Engineer (Product Manager role, not a Full-stack role) | REMOTE (anywhere, EST hours) | Full-time contractor | $23-$34 USD/hour | https://careers.searchatlas.com/jobs/599248-product-engineer...\n\nWe're ~160 people, fully remote, building an AI marketing platform. Our main product is OTTO, which runs a site's SEO on its own - it reads live search data and pushes the technical and on-page fixes itself, nobody queues them up. Around that we've got ad automation for Google and Meta, GBP management for multi-location brands, content gen, and LLM visibility tracking (whether ChatGPT and co are citing you). Autotrader, Hyundai, P&G, Vendasta are some of our customers.\n\nWork happens in pods, 1 PM and 2-4 engineers. You own your pod's roadmap and ship it with them, no veteran PM signing off on your specs first. That's the part most PM roles won't hand you.\n\nLooking for 3+ years PM in B2B SaaS with an actual technical background - eng or QA before PM, or a PM who's been getting into the codebase themselves. You should be able to read Python and TS, write your own SQL, find your way around an API, and not need an engineer to tell you what a stack trace says. We're Django on the back, React/Next on the front. QA is yours end to end including release sign-off, people tend to underestimate that bit. And you're already using Claude Code or similar daily, not \"open to it\".\n\nProcess is screen with me, a take-home that runs about 75 mins, technical round with one of our senior PMs, then a call with our Director of Product (who you'd report to). I usually come back to people within 2 business days.\n\nOur ATS forces us to list specific countries but we hire from anywhere as long as you can do EST hours, so apply even if yours isn't on there.\n\nApply at the link and mention HN somewhere, in your pitch or wherever it fits. I'm João Pedro, I read all of your emails. [email protected] if you need me, though the link's faster.\n\nP.S: If you're not a PM, you can still reach out, explain your role briefly and I can redirect you to an appropriate role, or you could just check out our careers page and apply directly to the role that suits you best (preferred method)."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_4169dde9fc6408bdcbcb",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires onsite work in San Francisco, conflicting with fully remote work from Mexico. It describes a broad engineering role without establishing junior analytics engineering duties or a no-degree policy.",
    "evidence": [
      "ONSITE San Francisco",
      "Member of Technical Staff (infra, ML infra, systems, platform, full stack)"
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Analytics engineering duties",
      "No university degree required",
      "Eligibility to work from Mexico"
    ]
  },
  "posting": {
    "title": "Member of Technical Staff (infra, ML infra, systems, platform, full stack)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_64027d88ee6099a9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE San Francisco"
      ],
      "evidence_ids": [
        "ev_40c0f6796d75ab47"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "LatchBio | Member of Technical Staff (infra, ML infra, systems, platform, full stack) | ONSITE San Francisco | Full Time\n\nOur mission is to advance humanity's ability to engineer biology. We approach this by understanding and improving AI’s application to biology use cases such as therapeutics and biosecurity. We are a group of engineers, scientists, and operations specialists who are driven by improving capabilities and interpretability. Some of our work is showcased on benchmarks.bio.\n\nI run our engineering team and will read and respond to all emails sent to [email protected]. You can also apply here via a more structured form: https://jobs.ashbyhq.com/LatchBio."
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_43938b0ae1ce1cf74d74",
    "grade": 0,
    "confidence": "high",
    "reason": "The backend work matches, but the explicitly senior role and EU remote location conflict with junior work fully remote from Mexico. A no-degree policy is not stated.",
    "evidence": [
      "We're looking for a Senior Backend & Cloud Platform Engineer to help architect and build our first production-grade cloud backend from the ground up.",
      "Location: REMOTE (EU), with the option to work hybrid in Italy"
    ],
    "unmet_requirements": [
      "Junior backend engineer role",
      "Fully remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Backend & Cloud Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_082829736267e58a",
        "ev_4dd9a02f7b0825b5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (EU)"
      ],
      "evidence_ids": [
        "ev_a1a0f7e3f4029873"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "IT"
      ],
      "evidence_ids": [
        "ev_dfb33bb5af30a049"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 70000.0,
        "period": null,
        "currency": "EUR",
        "original": "€70k–€90k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_d15222213e47fda8"
      ]
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Newtwen | Backend & Cloud Platform Engineer | REMOTE (EU) | Full-time | €70k–€90k+\n\nNewtwen is building a cloud platform that brings complex physics and data-driven intelligence directly onto microcontrollers, generating ultra-fast runtime firmware that executes in just a few microseconds.\n\nWe're looking for a Senior Backend & Cloud Platform Engineer to help architect and build our first production-grade cloud backend from the ground up. You'll own backend services and computational pipelines spanning 3D geometry processing, mesh generation, model order reduction, calibration and neural network training.\n\nA core part of the platform is dedicated to data-driven modeling, with a specialized neural-model library designed to make physical models adaptive in real time.\n\nYou might be a good fit if you have: strong production backend/cloud experience, Python (FastAPI or similar), relational databases, Docker, cloud infrastructure (GCP preferred), CI/CD and IaC — and enjoy making architecture decisions rather than just implementing tickets.\n\nLocation: REMOTE (EU), with the option to work hybrid in Italy\nCompensation: €70k–€90k+, depending on experience\n\nApply: [email protected] — mention Hacker News and include your LinkedIn/CV and, if available, GitHub or project links."
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_43d82b0a0f09bea91bb1",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for senior software engineering and architecture work, not user research, product experience design, or prototype testing.",
    "evidence": [
      "We are hiring experienced engineers for:",
      "* Senior Android Engineer (Kotlin)\n* Senior React Native Engineer\n* Senior Software Engineer (JavaScript, React, Angular, Vue)\n* Software Architect"
    ],
    "unmet_requirements": [
      "Work focused on interviewing users and designing and testing product experiences and prototypes."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Android Engineer (Kotlin); Senior React Native Engineer; Senior Software Engineer (JavaScript, React, Angular, Vue); Software Architect",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e4dc79a727acf59e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_e4dc79a727acf59e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "kotlin",
        "label": "Kotlin"
      },
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "angular",
        "label": "Angular"
      },
      {
        "id": "vue",
        "label": "Vue"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "This Dot Labs | Senior Android Engineer (Kotlin), Senior React Native Engineer, Senior JavaScript Engineer, Software Architect | REMOTE\n\nThis Dot Labs is an AI-native software engineering consultancy with a remote-first, global team. We help companies design, build, modernize, and scale production software.\n\nWe are hiring experienced engineers for:\n\n* Senior Android Engineer (Kotlin)\n* Senior React Native Engineer\n* Senior Software Engineer (JavaScript, React, Angular, Vue)\n* Software Architect\n\nYou will work directly with clients and collaborate with experienced engineers across time zones. We value strong communication, independent ownership, technical excellence, and active participation in the developer community.\n\nDetails and applications: https://www.thisdot.co/jobs\n\nQuestions: [email protected]\n\nPlease mention Hacker News when applying."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_4484426ddad7f2c3769b",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed openings are engineering and growth/marketing roles focused on a web-data product, not business-data reporting or revenue dashboard work.",
    "evidence": [
      "We are hiring full stack engineers, ai/ml engineers and growth/marketing.",
      "We are building a knowledge graph from web data with a first focus on data for go-to-market teams."
    ],
    "unmet_requirements": [
      "Work transforming business data into reliable revenue reports and dashboards."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_39bad715f8de997c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US)"
      ],
      "evidence_ids": [
        "ev_6754193b1c2e4952"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_93386b59cf08a990"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Sumble | Multiple Roles | Remote (US)| Full-time\n\nSumble is the newco from the founders of Kaggle. We are hiring full stack engineers, ai/ml engineers and growth/marketing. Can view our roles and apply here: https://sumble-inc.workable.com/\n\nWe are building a knowledge graph from web data with a first focus on data for go-to-market teams.\n\nWe use web data to identify things like org structure, tech stack, and key projects (e.g., GenAI initiatives, cloud migrations). Our product already has strong product-market fit, early revenue, and happy customers — and now we’re ready to accelerate.\n\nOur long-term vision is to become the world's best data vendor. Try the product at sumble.com.\n\nWe are a team of 25 with experience at companies such as Google, Meta, Stack Overflow, Rippling, Snowflake, Confluent and Kaggle.\n\nWe raised $38.5MM from Coatue, Canaan, Square Peg Capital https://techcrunch.com/2025/10/22/sumble-emerges-from-stealt..."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_492020022000e43d3507",
    "grade": 0,
    "confidence": "high",
    "reason": "The Founding Engineer role matches backend work, but its stated $80k–150k salary range is entirely below the requested USD 400,000 annual minimum.",
    "evidence": [
      "* Founding Engineer | $80k-150k | backend and infra, heavy on large-scale collection."
    ],
    "unmet_requirements": [
      "Pay of at least USD 400,000 per year."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_48c530a9c32bd4d2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (EU timezones)"
      ],
      "evidence_ids": [
        "ev_64052452ac124cb0"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "cloro | Founding Engineer, Data Scientist, Founding Operations, Founding Marketer | REMOTE (EU timezones) | Full-time | https://cloro.dev/careers/\n\ncloro is one API for search and AI answers. You send a query, we return Google, Google News, ChatGPT, Perplexity, Gemini, Grok and Copilot results as structured fields: the answer, the sources it cited, and the position each result held. Teams use it to measure whether their brand shows up in AI answers, and to stop maintaining eight scrapers that break whenever a provider changes its markup overnight.\n\nWe are bootstrapped, remote across EU timezones, and small enough that every role below works directly with the founders.\n\nOpen roles:\n\n* Founding Engineer | $80k-150k | backend and infra, heavy on large-scale collection. https://cloro.dev/careers/founding-engineer/\n\n* Data Scientist | $60k-100k | turn our AI-search corpus into published research and track the engines as they change. https://cloro.dev/careers/data-scientist/\n\n* Founding Operations | $50k-80k | finance, ops, marketing and product systems. An all-rounder role for someone who would rather build a system than run a task twice. https://cloro.dev/careers/founding-operations/\n\n* Founding Marketer | $40k-70k | own SEO, content, and visibility in AI search. https://cloro.dev/careers/founding-marketer/\n\nWe work AI-native: Claude and Claude Code are in the loop daily across\nengineering, ops and marketing. Being genuinely good with these tools is\npart of the job rather than a bonus."
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_4743ee122db565625fe5",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting restricts remote eligibility to the US, conflicting with working remotely from Mexico. It also does not establish senior analytics engineering duties.",
    "evidence": [
      "Statecraft | Forward Deployed Engineer (All Levels) | REMOTE (US) | $160-220k + equity",
      "We're a small, lean, mission-driven team and hiring Forward Deployed Engineers to build use cases and integrate deeply with agency customers."
    ],
    "unmet_requirements": [
      "Remote work from Mexico; exclude US-restricted jobs."
    ],
    "unknown_requirements": [
      "Senior-level analytics engineering work."
    ]
  },
  "posting": {
    "title": "Forward Deployed Engineer (All Levels)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_61ea686d4ba0f024"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_f993ec7f25706d87"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_e672ed143458effc"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 160000.0,
        "period": null,
        "currency": "USD",
        "original": "$160-220k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_068ca01a74543ea0"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Statecraft | Forward Deployed Engineer (All Levels) | REMOTE (US) | $160-220k + equity\n\nAt Statecraft, we are building an AI workforce to help automate the US government. Currently our government is operated almost entirely by consultants who outnumber public servants 3:1 and institutionalize inefficiency so they can bill more hours. This only leads to agencies struggling to meet their missions, overworked and underpaid public servants, and overburdened taxpayers.\n\nMost of what these consultants do is easily automatable: data entry, basic spreadsheet work, filling out paperwork, etc.; we do this with AI and save taxpayers ~80% on average while completing the work ~10x faster with 2-3x less errors.\n\nWe're a small, lean, mission-driven team and hiring Forward Deployed Engineers to build use cases and integrate deeply with agency customers. You'll be working with critical systems, massive surface area and national impact.\n\n* This position requires U.S. citizenship and the ability to obtain/maintain a security clearance.\n\nMore details on role and perks here: https://careers.statecraft.ai/jobs/forward-deployed-engineer"
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_481ca96d81b66f07f1c3",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers onsite full-stack engineering, not a remote developer educator role. The explicit in-person requirement conflicts with working remotely from Mexico.",
    "evidence": [
      "Uncountable | NY, SF, London & Toronto (In-Person) | Full-Stack Engineering https://www.uncountable.com/hiring/hn",
      "Uncountable is looking for engineers who can spearhead the development of the Uncountable Web Platform."
    ],
    "unmet_requirements": [
      "Remote work from Mexico",
      "Developer educator work"
    ],
    "unknown_requirements": [
      "Senior-level role",
      "Mexico residence eligibility",
      "Whether any roles are restricted to US residents"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_4f5d651a23134fed"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NY, SF, London & Toronto (In-Person)"
      ],
      "evidence_ids": [
        "ev_68087e9630e2afe7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 130000.0,
        "period": null,
        "currency": null,
        "original": "$130k - $220k",
        "currency_status": "unknown"
      },
      "evidence_ids": [
        "ev_952c4fc3a011beaa"
      ]
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Uncountable | NY, SF, London & Toronto (In-Person) | Full-Stack Engineering https://www.uncountable.com/hiring/hn\n\nUncountable accelerates R&D for industrial scientists across leading materials, chemicals, and life sciences organizations. With our SaaS solution, our customers get better products to the market in half the time. Our team has grown from 100 to 200 in the last year.\n\nFull-Stack Engineers | $130k - $220k + Equity\n\n---> Uncountable is looking for engineers who can spearhead the development of the Uncountable Web Platform. The position is heavily product-driven and comes with challenges across the stack.\n\n--> Summer internships and working student positions are also available.\n\nLearn more: https://www.uncountable.com/hiring/hn\nLearn about our agentic coding practices: https://engineering.uncountable.com/coding/.\n\nContact our CTO directly at [email protected]"
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_4f0d32c25a99e1345197",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves backend engineering, with Python explicitly included in the stack. The request specifies no additional restrictions.",
    "evidence": [
      "We're hiring a senior backend engineer for a small foundational team building our next-generation voice products from scratch: real-time SIP/RTP media handling, STT/TTS pipelines with tight latency budgets, deepfake detection and speaker verification, and conversational AI, all integrated directly into carrier networks.",
      "Stack: TypeScript/Node.js, Python, Kafka, Docker/Kubernetes on AWS."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Backend Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_0f6e207780e116bc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Seattle, WA"
      ],
      "evidence_ids": [
        "ev_d37a39dad8e9964e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 197000.0,
        "min": 113000.0,
        "period": null,
        "currency": "USD",
        "original": "$113-197k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_7313d330afb71a70"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Hiya | Senior Backend Software Engineer | Seattle, WA | HYBRID | Full-time | $113-197k + equity\n\nHiya's Voice Intelligence Platform protects 500M+ users from spam, fraud, and deepfake scam calls, and gives businesses branded, verified caller ID so the calls that matter get answered.\n\nWe're hiring a senior backend engineer for a small foundational team building our next-generation voice products from scratch: real-time SIP/RTP media handling, STT/TTS pipelines with tight latency budgets, deepfake detection and speaker verification, and conversational AI, all integrated directly into carrier networks. It's greenfield, so you'll be making the early architecture decisions, not maintaining legacy services.\n\nStack: TypeScript/Node.js, Python, Kafka, Docker/Kubernetes on AWS. Telephony experience (SIP, RTP, WebRTC) is a plus, not required. Team is distributed across Seattle and Europe, async-first; 3 days/week in the Seattle office.\n\nApply: https://jobs.ashbyhq.com/hiya/2de4d41b-a919-48c4-9a6c-e0d4f3..."
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_510cb80a367b4e21562c",
    "grade": 0,
    "confidence": "high",
    "reason": "The product designer opening is senior and hybrid, conflicting with the requested junior level and fully remote work. Mexico eligibility and a no-degree policy are not stated.",
    "evidence": [
      "Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us",
      "Baton | San Francisco, CA (Hybrid) | Full-Time"
    ],
    "unmet_requirements": [
      "Junior product designer role",
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Product Manager (hybrid, $190,000 - $240,000): https://grnh.se/t1doekv97us; Software Engineer - Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/8pm4cytg7us; Senior Product Manager, Machine Learning (hybrid, $190,000 - $240,000): https://grnh.se/537yusl37us; Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_305ece952262de6e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA (Hybrid)"
      ],
      "evidence_ids": [
        "ev_f770504db7382ac4"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Baton | San Francisco, CA (Hybrid) | Full-Time\n\nBaton (baton.io) is Ryder's in-house product development group focused on harnessing emerging technologies to redefine transportation and logistics. With $10B in freight under management, our technology reaches every part of the U.S. economy. We design and ship category-defining software that enables Ryder and its 50,000+ customers—including some of the world's most well-known brands—to plan and execute freight intelligently, efficiently, and cost-effectively. Our work includes everything from customer-facing software to the data platform that will power the next era of innovation at Ryder.\n\nBaton's mission: enable supply chain on autopilot.\n\nRyder acquired Baton in 2022 to power its next wave of digital products. We operate at startup speed, with Fortune 500 reach. If you have a passion for solving complex problems and creating impact for the engine of the American economy, you'll love it here.\n\nCurrent openings at Baton:\n\n* Senior Product Manager (hybrid, $190,000 - $240,000): https://grnh.se/t1doekv97us\n\n* Software Engineer - Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/8pm4cytg7us\n\n* Software Engineer - Infrastructure, Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/wb558ncz7us\n\n* Staff Software Engineer - Infrastructure, Data Platform (hybrid, $260,000 - $350,000): https://grnh.se/55wbfa9g7us\n\n* Senior Product Manager, Machine Learning (hybrid, $190,000 - $240,000): https://grnh.se/537yusl37us\n\n* Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us\n\n* Software Engineer, MLOps - Machine Learning (hybrid, $162,000 - $216,000): https://grnh.se/770pgzv17us\n\n* Senior Software Engineer - Full Stack, Technical Lead (hybrid, $200,000 - $250,000): https://grnh.se/j8zrjo0k7us"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_51c1e7d2c505d6d2f496",
    "grade": 2,
    "confidence": "high",
    "reason": "The role includes server-side web engineering with Node.js, PostgreSQL, architecture, and infrastructure, matching the requested backend and relational-database work.",
    "evidence": [
      "Assess and improve the existing React / Node.js / PostgreSQL / AWS codebase and infrastructure",
      "Design the data + recommendation/scoring layer behind founder/investor/partner matching"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_4ab3b7fff8103dd2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US-Based Only)"
      ],
      "evidence_ids": [
        "ev_4f9557958fcb645d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_58c8295ed7d11c3c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Duets Network | Founding Engineer | REMOTE (US-Based Only) | Equity + discretionary cash | ~10–15 hrs/wk\n\nDuets Network is an AI-powered platform connecting startups and investors across the sports and entertainment industries. We are building a dynamic ecosystem that bridges founders, capital, and strategic partners to drive meaningful growth and collaboration at the intersection of technology and culture.\n\nThe initial product is built out, and we're now looking for a fractional Founding Engineer to guide the technical side moving forward: architecture, infrastructure, data/recommendation systems, security, and scalability.\n\nOur founding team: CEO, ex-Universal Music Group; CBO, ex-Andreessen Horowitz. You'd work directly with the founders, with no existing engineering org, and would:\n\n- Assess and improve the existing React / Node.js / PostgreSQL / AWS codebase and infrastructure\n\n- Set engineering architecture, standards, and technical priorities\n\n- Design the data + recommendation/scoring layer behind founder/investor/partner matching\n\n- Build out DevOps, CI/CD, monitoring, and deployment processes\n\n- Make pragmatic build-vs-buy decisions and coordinate external engineers/vendors as needed\n\n- Serve as the primary technical team member, with real influence over the technology foundation and future engineering org\n\nWe're particularly interested in someone who has owned architecture end-to-end. Ideally with experience in matching, recommendation, ranking, or scoring systems. You should be comfortable explaining technical tradeoffs to non-technical founders and investors.\n\nThis is a fractional role (~10–15 hrs/wk), compensated with equity plus discretionary cash. It's a fit if you want the opportunity to be an early technical team member without a traditional full-time commitment. We're early-stage and moving fast, so you don't need to check every box, we're looking for someone curious, adaptable, and excited to build with us.\n\nIf interested, email team[at]duets[dot]network[dot]com with \"Founding Engineer\" in the subject line."
  }
}

{
  "judgment": {
    "query_id": "frontend_constraints",
    "job_id": "job_451d40869bd111e075b1",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised role is operations/recruiting, not junior frontend engineering, and the posting explicitly requires in-office work in the US or Australia rather than fully remote work from Mexico. The degree policy is unstated.",
    "evidence": [
      "Operations and recruiting: Business Operations Manager and Senior Technical Recruiter",
      "Important: these are in-office roles in San Francisco or Melbourne, depending on the role. We are not hiring remotely and cannot sponsor visas. You must already have authorization to work in the US or Australia."
    ],
    "unmet_requirements": [
      "Junior frontend engineering role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Operations and recruiting: Business Operations Manager and Senior Technical Recruiter",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_7abd2428ef12ae02"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco & Melbourne"
      ],
      "evidence_ids": [
        "ev_e9a519ab234109df"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "AU"
      ],
      "evidence_ids": [
        "ev_88093c39e5702211",
        "ev_d98be534180be673"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Artificial Analysis | San Francisco & Melbourne | On-site | Full-time | No visa sponsorship\n\nArtificial Analysis is the leading independent AI benchmarking company. We evaluate frontier language, image, video, speech and hardware systems across quality, speed and pricing. Our work is used by AI labs, engineers, enterprises, investors, policymakers and major publications to understand how the frontier is moving.\n\nWe’re a team of 40+ and expect to roughly double this year. We’re hiring across:\n- AI/ML and research: Senior AI/ML Engineer; Members of Technical Staff focused on applied AI research, language-model evaluations, inference, speech, AI hardware and robotics\n- Software engineering: Senior Full-Stack Software Engineer working with TypeScript, Next.js, PostgreSQL/Supabase and data visualization\n- Forward-deployed engineering: Language Models and Media Generation\n- Product: AI Hardware, AI Speech, and Image & Video Generation\n- Commercial: Technical, client-facing MTS roles for people from strategy consulting or technical/startup backgrounds\n- Operations and recruiting: Business Operations Manager and Senior Technical Recruiter\n\nYou’ll work directly with frontier models and the organizations building them, help define how AI systems are evaluated, and publish data and analysis used across the industry.\n\nImportant: these are in-office roles in San Francisco or Melbourne, depending on the role. We are not hiring remotely and cannot sponsor visas. You must already have authorization to work in the US or Australia.\nRoles and applications: https://jobs.ashbyhq.com/artificialanalysis"
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_525ce3b8ed0ee8be9894",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on application security engineering, not developer education or documentation.",
    "evidence": [
      "Responsibilities include threat modeling and secure design review with product and platform teams, building and improving AppSec tooling (SAST/DAST/dependency scanning), and working directly with engineering teams to remediate findings."
    ],
    "unmet_requirements": [
      "Developer education or documentation work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software Engineer, Application Security",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_a2036047bdad3c0c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_1e785e3069c05d22"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 330000.0,
        "min": 280000.0,
        "period": null,
        "currency": "USD",
        "original": "$280K–$330K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c55e795dabb71731"
      ]
    },
    "skills": [
      {
        "id": "security",
        "label": "Security engineering"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Discord | Senior Software Engineer, Application Security | San Francisco, CA | ONSITE | $280K–$330K TC\n\nDiscord is where communities and friend groups spend time together, on desktop, mobile, and now more and more inside games and third-party apps built on our platform. That surface area, plus a huge, engaged, occasionally adversarial user base, makes application security a genuinely hard and interesting problem here.\n\nWe're hiring a Senior Application Security Engineer to join the Product Security team. Responsibilities include threat modeling and secure design review with product and platform teams, building and improving AppSec tooling (SAST/DAST/dependency scanning), and working directly with engineering teams to remediate findings.\n\nStack: Python primarily, some TypeScript/React, some Rust, occasional JavaScript. Runs on GCP.\n\nLooking for: hands-on AppSec experience (not just compliance-flavored security), comfort reading and reviewing code across languages, and sound judgment on prioritizing real risk over checklist security.\n\nInterview process: recruiter call, coding round, HM interview, virtual onsite, decision.\n\nApply: https://job-boards.greenhouse.io/discord/jobs/8656854002"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_528303ac3d15e32c13c7",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds scraping and data-ingestion systems for fraud detection, rather than transforming business data into revenue reports and dashboards.",
    "evidence": [
      "You’d own how data gets in: scrapers and collectors that survive source changes, official APIs where they exist, undocumented endpoints where they don’t.",
      "InfoHawk detects it while it is still running, correlates it across platforms and formats, and surfaces it early enough for our customers to act."
    ],
    "unmet_requirements": [
      "Work focused on business-data analysis for revenue reporting and dashboards."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_3797f3f8b72285e7",
        "ev_fe207ccd3e29b5df"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "London, UK or NYC",
        "REMOTE (UK or US), occasional onsite"
      ],
      "evidence_ids": [
        "ev_70067c58e57b50e7",
        "ev_3f94541f65f152ee"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB",
        "US"
      ],
      "evidence_ids": [
        "ev_93098508a901a4f1",
        "ev_89ad1fb32b826c82"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "svelte",
        "label": "Svelte"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "InfoHawk | Software Engineer | London, UK or NYC | REMOTE (UK or US), occasional onsite | Full-time | https://www.infohawk.com\n\nFraud reaches people through ads, cloned brand sites, counterfeit shops and AI-generated video, and it moves faster than any manual review. InfoHawk detects it while it is still running, correlates it across platforms and formats, and surfaces it early enough for our customers to act. We are a small team of engineers plus security, privacy and fraud specialists. Pre-seed, $2.25M led by Moonshots Capital: https://www.infohawk.com/news/2026-06-08-pre-seed-funding-an...\n\nYou’d own how data gets in: scrapers and collectors that survive source changes, official APIs where they exist, undocumented endpoints where they don’t. Sources break constantly. Can you figure out how to use AI to spot the change and adapt automatically? Stack: TypeScript, Node, SvelteKit, Postgres, Playwright, heavy AI-assisted development.\n\nWe’re looking for ~3-5 years building scraping or integration systems in production, but if you’re a great engineer who doesn’t tick every box we’d still like to hear from you. UK-based for London, US-based for NYC; we cannot sponsor visas. Two of our three founders are engineers, one in each city, and you’ll work with them directly.\n\[email protected]"
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_50ddd536146e0ab680e2",
    "grade": 1,
    "confidence": "high",
    "reason": "The frontend opening is plausibly relevant to building browser-based interfaces, but the posting does not describe interface duties or accessibility work.",
    "evidence": [
      "lovable | stockholm, london (in-person) | full-stack, frontend, backend, infra design, and ai research"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role involves building accessible, interactive web interfaces."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_90157423c617717c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "stockholm, london (in-person)"
      ],
      "evidence_ids": [
        "ev_7b21660924f45204"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "lovable | stockholm, london (in-person) | full-stack, frontend, backend, infra design, and ai research\n\nwe sponsor visas and have very generous relocation packages.\n\nlovable is building an agentic technical co-founder, we are the best way for non-technical people go from idea to a real software business with paying users. we need the best engineers in the world to join us and will compensate you accordingly.\n\nlearn more at: https://lovable.dev/careers,\nhttps://lovable.dev/blog, or ping me on https://x.com/cviktore"
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_5686a66ed55540e96a8f",
    "grade": 0,
    "confidence": "high",
    "reason": "This is a senior platform engineering role, not developer education, and its stated remote region excludes working from Mexico.",
    "evidence": [
      "Senior Engineer (Platform) | Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4)",
      "Oyster’s Platform Flow Engineering team builds the systems and tooling that allow our engineers to ship software quickly, safely, and reliably at scale."
    ],
    "unmet_requirements": [
      "Developer educator work",
      "Remote work eligibility from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Engineer (Platform)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_6c34bae0bd0a8cf1"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4)"
      ],
      "evidence_ids": [
        "ev_076d7f2d77891151"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "OysterHR | Senior Engineer (Platform) | Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4) | Full-time\n\nThe best jobs have always clustered in a handful of the world's wealthiest cities. But talent is everywhere. Oyster set out to close that gap - building a global employment platform that lets companies hire, pay, and care for brilliant people anywhere.\n\nOyster’s Platform Flow Engineering team builds the systems and tooling that allow our engineers to ship software quickly, safely, and reliably at scale. As a Senior Platform Engineer, you’ll help shape the platform capabilities that sit between code and production, from CI/CD and cloud infrastructure to observability, developer tooling, and operational workflows.\n\nYou’ll work closely with application and security engineers to remove infrastructure complexity, create better developer experiences, and build reliable, secure foundations that scale with Oyster. You’ll also explore practical ways to use AI to improve developer productivity, automate operational workflows, and reduce engineering toil.\n\nhttps://www.oysterhr.com/careers?ashby_jid=51d58fcb-8e1c-457..."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_580ce12c5dc27f014b7f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting advertises IT support and Haskell platform leadership roles, not junior analytics engineering, and explicitly specifies hybrid work from the Netherlands rather than fully remote work from Mexico.",
    "evidence": [
      "We're expanding our leadership team! We're looking to hire two Team Leads in our Engineering department:",
      "Channable| Hybrid from the NL| Netherlands"
    ],
    "unmet_requirements": [
      "Junior analytics engineer role",
      "Fully remote work",
      "Eligibility to work remotely from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "IT Support Team Lead: https://jobs.channable.com/o/it-support-team-lead; Team Lead- Haskell platform: https://jobs.channable.com/o/team-lead-haskell-platform-team",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_1a590b9f0758b29a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid from the NL",
        "Netherlands"
      ],
      "evidence_ids": [
        "ev_4b9cf9dc216579f2",
        "ev_b2d32fb59dae961f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "NL"
      ],
      "evidence_ids": [
        "ev_b2d32fb59dae961f"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "haskell",
        "label": "Haskell"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Channable| Hybrid from the NL| Netherlands\nhttps://www.channable.com/\nChannable offers a fully integrated way to market your products online.\n\nWe're expanding our leadership team! We're looking to hire two Team Leads in our Engineering department:\n1. IT Support Team Lead: https://jobs.channable.com/o/it-support-team-lead\n2. Team Lead- Haskell platform: https://jobs.channable.com/o/team-lead-haskell-platform-team"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_56d8154fc2adb1bd04c0",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for senior software engineering rather than junior analytics engineering, requires 3+ years of experience, and explicitly limits remote work to the US, excluding work from Mexico. Degree policy is unstated.",
    "evidence": [
      "Confido Legal | Sr. Engineer | REMOTE (US only) | Full-time | $175k–$225k base",
      "We're looking for an expert in three or more of these (TypeScript required) with 3+ years of engineering experience."
    ],
    "unmet_requirements": [
      "Junior analytics engineer role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Sr. Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_504c8fe5fff05e5a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US only)"
      ],
      "evidence_ids": [
        "ev_195660623d10fa96"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_23868fbc717198ac"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 225000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175k–$225k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_49ef0fe87d769700"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Confido Legal | Sr. Engineer | REMOTE (US only) | Full-time | $175k–$225k base\n\nConfido Legal builds payments infrastructure for the legal industry. We're hiring a senior engineer to design, build, and maintain our software — leading architecture and product design, and translating business requirements into technical specs.\n\nThis is a broad, high-ownership role on a small team: you'll ship and maintain features end-to-end, lead architecture discussions, write clean and testable code, build automated E2E tests, do code reviews, and participate directly in company strategic planning. You'll also work closely with marketing and sales to keep technical work aligned with the business.\n\nStack: TypeScript everywhere, React + Next.js (mid-migration to Next.js), AWS with Pulumi IaC, Docker/ECS, GraphQL API, Figma (engineers participate in UI/UX).\n\nWe're looking for an expert in three or more of these (TypeScript required) with 3+ years of engineering experience.\n\n~2 onsite meetings/year. Open PTO, fully paid medical/vision/dental.\nApply: https://careers.confidolegal.com/careers/sr-engineer"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_5398409fd45cb159d204",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for a founding backend software engineer with prior founding or senior experience, not a junior analytics engineer. Its Stockholm onsite/hybrid arrangement explicitly conflicts with fully remote work from Mexico; degree policy is unstated.",
    "evidence": [
      "Founding Software Engineer | On-site (hybrid) in Stockholm, Sweden | Full time",
      "You have previous experience working at a SaaS product company as a founding or senior engineer"
    ],
    "unmet_requirements": [
      "Junior analytics engineer role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Founding Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_a1e6d87c3984e3ae",
        "ev_db65b32ff9ca950d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-site (hybrid) in Stockholm, Sweden"
      ],
      "evidence_ids": [
        "ev_01e74e9dde61982b"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "SE"
      ],
      "evidence_ids": [
        "ev_f7ca8294ea3c59e9"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "go",
        "label": "Go"
      }
    ],
    "role_kind": "single_role",
    "description": "Pango (YC S26) | Founding Software Engineer | On-site (hybrid) in Stockholm, Sweden | Full time\n\nPango is building the world's first Agentic Operating System for e-commerce logistics. Our vision is to create the AI e-commerce employee of the future. We are forming our core team in Stockholm and are looking for exceptional engineers. We are backed by some of the most some of the most prominent investors in the world. In less than a year, we have seen massive growth where we can't keep up with the demand and need engineers to bring the product faster to the market.\n\nYou are a good fit if:\n\n* You are comfortable maintaining, expanding and operating an B2B SaaS platform with a high sense of ownership.\n\n* You have previous experience working at a SaaS product company as a founding or senior engineer\n\n* You have strong proficiency in any backend language or platform (we particularly like Rust or Golang background)\n\n* You have a pragmatic attitude and understand the importance of shipping velocity at an early stage startup\n\n* E-commerce (Shopify, WMS, IMS, shipping carrier integrations) experience is a plus.\n\nYou will take a key role in shaping the product and company, with ability to make an impact and advance career limited only by your aptitude and interest.\n\nReach out to [email protected] if you are interested or have any questions. We review applications immediately and move quickly.\n\nPlease don't use AI to write the initial message."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_5a567b90cb76cad6e191",
    "grade": 1,
    "confidence": "high",
    "reason": "The role builds software for customer-facing analytics, reports, and dashboards, making it plausibly relevant. However, it does not explicitly involve transforming business data into reliable revenue reports.",
    "evidence": [
      "Quill, a fullstack SDK for adding customer-facing analytics & data features to your app.",
      "• Series B healthtech is now able to deliver completely custom in-product reports & dashboards to every enterprise customer they onboard."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role directly transforms business data into reliable revenue reports and dashboards."
    ]
  },
  "posting": {
    "title": "Fullstack SWE",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d81915d4f06e6f31"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, PT/ET hours preferred"
      ],
      "evidence_ids": [
        "ev_b915765e88f51139"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 210000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150 - 210K USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_e750c9e4eb95c5e6"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Quill | Fullstack SWE | Full-time | Remote, PT/ET hours preferred | $150 - 210K USD + equity | https://quill.co/\n\nI’m a co-founder of Quill, a fullstack SDK for adding customer-facing analytics & data features to your app. Backed by YCombinator & top-tier SV-based investors (fundraising not publicly disclosed; happy to share any details when we chat).\n\nSome examples of how customers get value from Quill:\n• pre-IPO fintech adds custom reporting & data export features to their money movement product.\n• Series B healthtech is now able to deliver completely custom in-product reports & dashboards to every enterprise customer they onboard.\n• Series A govtech adds analytics and reporting capabilities within their existing agent/chat product.\n\nReasons you’d love working with us:\n• Work with a small, focused, talented team on a highly technical product (by developers for developers).\n• Funded company in a big market, but still prelaunch with a team size <5\n• High level of product ownership with tight feedback loops: the products you build are shipped quickly and get used by real customers immediately. Our latest hire built our entire CLI product from 0 -> 1, and it was used in production by customers the day it shipped.\n\nWe are growing the team to keep up with demand for new features that our customers are asking us for, while also preparing for launch. We're looking for someone that will make us better. We’re just getting started, and want you to bring your opinions, expertise, and experience to the table (not just execute on the ideas we already have).\n\nContact: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "security_constraints",
    "job_id": "job_50bd18e5912be3bfef5f",
    "grade": 1,
    "confidence": "high",
    "reason": "The security engineering duties are relevant, and internships are mentioned, but the posting does not establish a junior role that is fully remote from Mexico or explicitly permits applicants without a university degree.",
    "evidence": [
      "ChainSecurity | Blockchain Security Engineer | Full-time | INTERNS , HYBRID/REMOTE, Zurich, Switzerland | VISA possible (for an employment) | https://chainsecurity.com/",
      "* Work directly with the developers of the most successful teams in the blockchain industry to audit their code and secure their products"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico; only Switzerland is listed as an eligible country.",
      "Fully remote arrangement rather than hybrid.",
      "Junior seniority for the advertised engineer role.",
      "No university degree required."
    ]
  },
  "posting": {
    "title": "Blockchain Security Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_8a5011d94c6c3d74",
        "ev_5e12971ba33bd10d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "INTERNS , HYBRID/REMOTE, Zurich, Switzerland"
      ],
      "evidence_ids": [
        "ev_7d00934b5e9d6f43"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CH"
      ],
      "evidence_ids": [
        "ev_605b61b5bf01399a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "security",
        "label": "Security engineering"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "ChainSecurity | Blockchain Security Engineer | Full-time | INTERNS , HYBRID/REMOTE, Zurich, Switzerland | VISA possible (for an employment) | https://chainsecurity.com/\n\nChainSecurity is a young and innovative cybersecurity company that operates in the blockchain and cryptocurrency space. Our mission is to make the blockchain space secure and trustworthy for people, companies, and governments alike. We are proud of our security experts from the renowned universities ETH Zurich, EPFL Lausanne and others.\n\nWe are trusted by 100+ blockchain companies and established corporations with security audits and services. We have secured complex systems for top blockchain clients, such as decentralized finance (DeFi) projects, and multinational organizations, such as banks and industrial consortia. A ChainSecurity Auditor will review the most complex blockchain projects to find vulnerabilities which no-one else can. By using state of the art tools, expert knowledge and a deep understanding of the fundamentals, we secure projects handling billions, often forming the foundation in the new paradigm of an open financial system.\n\nYour Responsibilities:\n\n* Work directly with the developers of the most successful teams in the blockchain industry to audit their code and secure their products\n\n* Contribute to our security tools and create new ones in collaboration with our internal research team\n\n* Conduct security research and publish your findings\n\nRequirements:\n\n* Strong background in software engineering, focused on security relevant areas and most importantly being able to reason about complex code\n\n* Experience with penetration testing, vulnerability scanning, threat modeling or similar is a\nplus\n\n* Good knowledge of cryptography\n\n* Proficiency with Linux and Git\n\n* Good written communication skills\n\n* Fluent in OOP programming language\n\nBonus Points:\n\n* Formal Verification, White Box, Vulnerability Scanning\n\n* Solid Blockchain Knowledge\n\n* Consensus Algorithms\n\nJoin us here: https://www.chainsecurity.com/jobs/blockchain-security-engin...\n\nQuestions about the role? Contact: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_5a2ab1bdcafaf4f7632e",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes customer conversations and product decisions, but is primarily product engineering. Designing and testing experiences or prototypes is not explicitly stated.",
    "evidence": [
      "You talk to customers, understand messy workflows, make product decisions, ship, and own whether it actually works."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "User interviews as a defined responsibility",
      "Designing and testing product experiences and prototypes"
    ]
  },
  "posting": {
    "title": "Senior Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_dc0a10e401ca2f9c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Europe)"
      ],
      "evidence_ids": [
        "ev_d42ad86b148ce144"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 110000.0,
        "min": 75000.0,
        "period": null,
        "currency": "EUR",
        "original": "€75k–110k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_a4eb3c54929ca038"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Modash.io | Senior Product Engineer | Remote (Europe) | Full-time | €75k–110k | https://modash.io\n\nModash helps brands find, manage, and pay creators - and helps creators earn a living.\n\nThe product looks simple on the surface. Underneath, we index 380M+ public creator profiles across Instagram, TikTok, and YouTube so that 1,700+ brands search, evaluate, manage, and pay creators without drowning in spreadsheets and tabs.\n\nWe're looking for Senior Product Engineers who like owning ambiguous problems end-to-end. No perfectly shaped tickets. You talk to customers, understand messy workflows, make product decisions, ship, and own whether it actually works.\n\nThe problems we care about:\n\n- How do you make a 380M-profile dataset feel fast, trustworthy, and easy to explore?\n\n- How do you turn chaotic influencer marketing workflows into product that feels obvious?\n\n- How do you build tools that work for both small teams and brands like Stanley, Sennheiser, Birkenstock, and NordVPN??\n\nWe're 85 people, raised an €11M Series A, and ARR is doubling every year. HQ is in Tallinn, engineering is fully remote across Europe.\nNo ticket factory. No seven layers of approval. Small teams, real ownership, hard product problems.\n\nEngineering blog: https://modash.io/engineering\n\nApply: https://apply.workable.com/modash/j/C1507B65C3"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_5a85d285783e78e6473f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is onsite in Oklahoma City, explicitly conflicting with fully remote work from Mexico. It describes software engineering rather than analytics engineering and does not establish junior seniority or a no-degree policy.",
    "evidence": [
      "Leidos | https://www.leidos.com/ | Oklahoma City, OK, USA | Full Time | Onsite"
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "No university degree required",
      "Eligibility to work from Mexico"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_55448c0a8f602a38"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Oklahoma City, OK, USA"
      ],
      "evidence_ids": [
        "ev_f85b97a2365cfc3b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "unreal",
        "label": "Unreal Engine"
      },
      {
        "id": "swift",
        "label": "Swift"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Leidos | https://www.leidos.com/ | Oklahoma City, OK, USA | Full Time | Onsite\n\n* Great opportunity to do meaningful work at the FAA with a welcoming team, interesting projects, and amazing benefits.\n\n* Tech Stack: C++ (14/17/20), Sockets (TCP/IP), MFC v14, Git/Bitbucket, Jira, Confluence, Agile, Kanban, Unreal Engine 5 (UE5), Swift, Blender, GDI/GDI+, PowerShell, Gemini, Jenkins, SonarQube, GoogleTest.\n\n* Only hiring US Citizens/Green Card Holders for this position due to contractual requirements.\n\n* Check out the posting and apply below:\n\nhttps://www.linkedin.com/jobs/view/4460147611/\n\nhttps://careers.leidos.com/jobs/18180624-software-engineer"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_5c62c22d038cfe26bdae",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers senior design and edge-platform engineering rather than analytics engineering, and explicitly limits remote work to the US, conflicting with working from Mexico.",
    "evidence": [
      "Both roles are US-remote with periodic jobsite travel. US work authorization is required.",
      "Senior Platform Engineer, Edge Systems — Build software connecting cameras, access-control readers, rugged devices, and local compute to our cloud across unreliable networks."
    ],
    "unmet_requirements": [
      "Analytics engineering work",
      "Remote work eligibility from Mexico",
      "Exclude US-restricted jobs"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Design Engineer, Senior Platform Engineer — Edge Systems",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_aa7af2520adf37f5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US)"
      ],
      "evidence_ids": [
        "ev_e0eba5421d8506f3"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_beac62dd69d13ae1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "single_role",
    "description": "Odin | Senior Design Engineer, Senior Platform Engineer — Edge Systems | Remote (US) | Full-time\n\nOdin builds workforce visibility and compliance software for critical infrastructure. We’re deployed on 500+ active projects with 100K+ workers, securing more than $100B in construction value.\n\nSenior Design Engineer — Own interfaces from UX and visual design through production React. You’ll establish our design language and design system, prototype interactions, and ship responsive, accessible frontend experiences. We need someone who genuinely designs and codes.\n\nSenior Platform Engineer, Edge Systems — Build software connecting cameras, access-control readers, rugged devices, and local compute to our cloud across unreliable networks. Work includes protocols, real-time streams, buffering and synchronization, remote deployment, diagnosis, and recovery.\n\nOut stack: TypeScript, Node.js, GraphQL, Postgres, Kubernetes, GCP, React, React Native.\n\nBoth roles are US-remote with periodic jobsite travel. US work authorization is required.\n\nApply here: https://useodin.com"
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_5b55bf7a0b0baa8dfd56",
    "grade": 1,
    "confidence": "high",
    "reason": "Hands-on product development using Next.js is plausibly relevant to browser-based interfaces, but the posting does not explicitly establish interface development or accessibility work.",
    "evidence": [
      "You'll code every day, own the architecture, work directly with customers, and help define what we build.",
      "Python/Django, Next.js, Postgres, AWS, LLM/voice/agent infrastructure."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Building interactive interfaces used in a web browser",
      "Accessibility-focused interface development"
    ]
  },
  "posting": {
    "title": "CTO Cofounder",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "Bay Area"
      ],
      "evidence_ids": [
        "ev_c3af148c324290c3"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "django",
        "label": "Django"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "DrSwarm | CTO Cofounder | Bay Area | Full-time\n\nBuilding AI agents that automate the work of outpatient healthcare practices.\n\nI'm the former co-founder/CEO of DrChrono (YC W11).\n\nLooking for an exceptional hands-on technical cofounder who wants to build a ton of product — not manage an engineering org. You'll code every day, own the architecture, work directly with customers, and help define what we build.\n\nPython/Django, Next.js, Postgres, AWS, LLM/voice/agent infrastructure.\n\nBay Area strongly preferred. Cofounder-level equity + salary.\n\nEmail: [email protected] include CTO in email subject"
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_6398b2fbc535699ffdbf",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves production AI systems and evaluation, but does not state responsibilities for training predictive models or monitoring them in production.",
    "evidence": [
      "You've shipped something with LLMs in production (agents, RAG, evals — not just wrappers)",
      "Work on cutting-edge applied AI: voice agents, knowledge graphs, multi-agent systems, evals, simulations, and more"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Training predictive models",
      "Monitoring models in production"
    ]
  },
  "posting": {
    "title": "Founding Full Stack / Applied AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_93b008eabdd53a4d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US ONLY, LA/SF preferred)"
      ],
      "evidence_ids": [
        "ev_0c00a783df7c18e6"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_6851ee07a45309f0"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 250000.0,
        "min": 190000.0,
        "period": null,
        "currency": "USD",
        "original": "$190–250k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_a9e1beb8c8dee6a8"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Cora AI | Founding Full Stack / Applied AI Engineer | REMOTE (US ONLY, LA/SF preferred) | Full-time | $190–250k + early equity\n\nWe build customer success agents and account intelligence that do the actual manual work — so CS teams can focus on the relationship-driven work that drives growth.\n\nWhat we're looking for:\n\n- You build with AI IDEs (Cursor, Claude Code) as a force multiplier — not occasionally, as your default\n\n- You've shipped something with LLMs in production (agents, RAG, evals — not just wrappers)\n\n- Comfortable owning a customer-facing feature from idea to production without a lot of hand-holding\n\n- Based in the US — SF Bay Area or LA strongly preferred.\n\nWhy Cora:\n\n- Work on cutting-edge applied AI: voice agents, knowledge graphs, multi-agent systems, evals, simulations, and more\n\n- Real users, real impact, high autonomy\n\n- Fast, fair interview loop — no BS\n\n- Fully covered healthcare for you and your dependents\n\n- 401(k) plan\n\n- Flexible time off\n\nLearn more: https://www.cora.ai/\n\nInterested? Email careers [at] cora.ai — these go straight to me, and I read every one."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_5ef4d190054331b0ff73",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for customer-facing AI engineering and product management, not junior analytics engineering, and explicitly requires onsite work, conflicting with fully remote work from Mexico.",
    "evidence": [
      "Snowflake | Forward Deployed Engineer, Product Manager | Menlo Park, CA | Warsaw, Poland | London, UK | ONSITE",
      "The roles are customer-facing and involve travel, including at least 25% onsite time with strategic customers."
    ],
    "unmet_requirements": [
      "Fully remote work",
      "Analytics engineering work"
    ],
    "unknown_requirements": [
      "Eligibility to work from Mexico",
      "Junior-level availability",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_eef712abeace7736"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Menlo Park, CA",
        "Warsaw, Poland",
        "London, UK"
      ],
      "evidence_ids": [
        "ev_e3ce87182501028b",
        "ev_b3c1d9b2b1eaae5d",
        "ev_f1508bffc32f9452"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "PL",
        "GB"
      ],
      "evidence_ids": [
        "ev_866c49986ff1e0ce",
        "ev_34b5dd2384e6670a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Snowflake | Forward Deployed Engineer, Product Manager | Menlo Park, CA | Warsaw, Poland | London, UK | ONSITE\n\nI’m part of Snowflake’s Applied AI / Forward Deployed Engineering team, and we’re hiring for multiple roles on the team.\n\nWe work directly with strategic customers to design, build, deploy, and improve production AI systems on Snowflake. That includes LLM applications, RAG and agentic workflows, evaluation frameworks, guardrails, observability, and production iteration using Snowpark, Cortex, and Snowflake’s native AI capabilities.\n\nFor the FDE role, we’re looking for strong engineers who can build and ship customer-facing AI systems end to end, especially if you’ve worked on LLM apps and care deeply about evals and quality. For the Senior role, we’re looking for someone who can lead multi-engineer AI engagements, mentor other engineers, and still be hands-on in architecture and implementation. The roles are customer-facing and involve travel, including at least 25% onsite time with strategic customers.\n\nIf you like working in ambiguity, building real AI systems instead of demos, and partnering closely with customers to get things into production, these roles are a good fit.\n\n* Senior Forward Deployed Engineer, Menlo Park, CA: https://careers.snowflake.com/us/en/job/SNCOUSA253CD7A2E6945...\n\n* Forward Deployed Engineer, Warsaw, Poland: https://careers.snowflake.com/us/en/job/SNCOUS7EFCFE1247594E...\n\n* Staff Product Manager, London, UK: https://careers.snowflake.com/us/en/job/SNCOUSCACA807AEC0548..."
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_5db895928a1171e1c9f0",
    "grade": 0,
    "confidence": "high",
    "reason": "The applied AI/ML opening is relevant, but the stated remote location is US-only, conflicting with working remotely from Mexico. Junior seniority and a no-degree policy are not stated.",
    "evidence": [
      "Oklo | Remote (US) or Santa Clara or Brooklyn | Full time | https://oklo.com",
      "- Software Engineer (Applied AI/ML): https://job-boards.greenhouse.io/oklo/jobs/6150355004"
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Junior-level machine learning role",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/4018702004; Senior Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/5739483004; Software Engineer (Applied AI/ML): https://job-boards.greenhouse.io/oklo/jobs/6150355004",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_53d2a82119b17abc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US) or Santa Clara or Brooklyn"
      ],
      "evidence_ids": [
        "ev_047a4d1fec307b30"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7435eb2704b3490e"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Oklo | Remote (US) or Santa Clara or Brooklyn | Full time | https://oklo.com\n\nJoin us in pioneering the next generation of nuclear reactors! You'll leverage your software skills alongside nuclear engineers to model, simulate, design, and deploy advanced fission power technology. You will work at the forefront of the nuclear industry, developing novel techniques to reach new levels of safety, efficiency, and resiliency. Come be a part of powering the future with advanced fission power plants to provide clean, reliable, affordable energy.\n\nWe are hiring for:\n\n- Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/4018702004\n\n- Senior Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/5739483004\n\n- Software Engineer (Applied AI/ML): https://job-boards.greenhouse.io/oklo/jobs/6150355004\n\nSee more opportunities here: https://job-boards.greenhouse.io/oklo\n\nPlease mention Hacker News in your cover letter!"
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_608d5a81e6e2446d5170",
    "grade": 0,
    "confidence": "high",
    "reason": "The request describes embedded firmware and sensor integration, while this role focuses on HPC infrastructure and research computing pipelines.",
    "evidence": [
      "Own and evolve our HPC cluster (Slurm): scheduling, monitoring, capacity planning, user support",
      "Work with researchers to turn their analyses into robust, reproducible pipelines and tools"
    ],
    "unmet_requirements": [
      "Embedded software running directly on tiny chips and communicating with sensors"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Scientific Computing Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_faa8b857ea4e1a21"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Madrid, Spain"
      ],
      "evidence_ids": [
        "ev_06707a32b6c55ca4"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "ES"
      ],
      "evidence_ids": [
        "ev_09d0df9fd141ada9"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Spanish National Cancer Research Centre (CNIO) | Madrid, Spain | HYBRID | Senior Scientific Computing Engineer | Full-time\n\nCNIO is one of Europe's leading cancer research centres. We're looking for a senior scientific computing engineer to join the IT, Scientific Computing and AI area and take ownership of the infrastructure behind our research, from genomics pipelines to AI models. You'll be the senior scientific computing person in the area, reporting directly to me (the area head), and you'll help define where scientific computing at CNIO goes over the next few years.\n\nWhat you'll do:\n\n- Shape the roadmap for scientific computing at the centre and drive it forward\n\n- Own and evolve our HPC cluster (Slurm): scheduling, monitoring, capacity planning, user support\n\n- Build out our GPU / AI infrastructure as the centre's ML workloads grow\n\n- Work with researchers to turn their analyses into robust, reproducible pipelines and tools\n\n- Optional: co-author research papers\n\nWhat we're looking for:\n\n- Several years running Linux HPC environments in production (Slurm or similar)\n\n- Comfortable with automation (Ansible, Python), containers (Apptainer/Docker) and workflow managers (Nextflow, Snakemake or similar)\n\n- Someone who wants to set direction, not just keep the lights on\n\n- Bonus: Ceph, Kubernetes, GPU stacks, a bioinformatics background\n\n- Spanish not required\n\nIf interested: tdidomenico-at-cnio-dot-es."
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_69cca05b94836277da12",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on building and maintaining Terraform infrastructure modules, not teaching programmers through tutorials or workshops. Documentation and reusable code are supporting engineering duties rather than an instructional role.",
    "evidence": [
      "Module and platform engineering, not one-off deployments.",
      "You'd own the standards: module interfaces, validation, testing, releases, deprecation."
    ],
    "unmet_requirements": [
      "Teaching programmers through tutorials, workshops and working code examples as the intended work."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Terraform Module Developer (Infrastructure as Code)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_35649117c94b564a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_d291915c71489af5"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_1b0b6c4d8461711a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "azure",
        "label": "Azure"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "3C Digital Solutions | Terraform Module Developer (Infrastructure as Code) | REMOTE (US) | Full-time | https://jobs.curriculo.me/3c-digital/job/a14f0ded-8f8f-49ad-...\n\nWe're a small IT consulting firm working in federal and other regulated environments. We're building a reusable Terraform module catalog: versioned, tested, documented modules published to a registry that other teams consume, across cloud, container, and virtualization environments. Module and platform engineering, not one-off deployments.\n\nYou'd own the standards: module interfaces, validation, testing, releases, deprecation. Small team, no layers, and real influence over how we build. Growing, with room to move into broader platform ownership or technical leadership.\n\nLooking for someone who has built and maintained a shared module library other teams actually used. Semantic versioning, automated testing, input validation, policy compliance checks, CI gates. Production experience with AWS, Azure, GCP, or OCI.\n\nMultiple positions. US citizenship required (federal contract). No visa sponsorship.\n\nFull description and application: https://jobs.curriculo.me/3c-digital/job/a14f0ded-8f8f-49ad-..."
  }
}

{
  "judgment": {
    "query_id": "frontend_keywords",
    "job_id": "job_71706c9c400d55ba4920",
    "grade": 1,
    "confidence": "high",
    "reason": "The full-stack role uses React/Next.js, but the stated duties emphasize voice infrastructure and AI-agent workflows rather than specifically frontend engineering.",
    "evidence": [
      "Full Stack Engineers",
      "Tech stack: TypeScript | Node | React/Next.js | Postgres | Docker | K8s | LLMs"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Frontend-focused React engineering duties"
    ]
  },
  "posting": {
    "title": "Full Stack Engineers",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_d431ca97c3cf643e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "SF In-Person"
      ],
      "evidence_ids": [
        "ev_3891c7e25778677b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 225000.0,
        "min": 125000.0,
        "period": null,
        "currency": "USD",
        "original": "$125k–$225k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_b41d8762b0fcb3b3"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Monumint (YC W24) | https://monumint.com | Full Stack Engineers | SF In-Person | Full Time | $125k–$225k • 0.50%–1.50%\nTech stack: TypeScript | Node | React/Next.js | Postgres | Docker | K8s | LLMs\n\nWe’re building the Voice AI infrastructure layer for financial services. Banks and fintechs use Monumint agent to automate loan origination, account opening, servicing and customer engagement.\n\nYou’ll work on:\n\n1. Driving down voice latency to human-conversation levels while scaling to thousands of concurrent calls\n\n2. Deploying agents that run durable workflows across days or weeks, maintaining state across calls, tools, documents, and human handoffs\n\n3. Making AI agents reliable and observable in a financial workflows: tool calling, evals, guardrails, and deterministic fallbacks\n\nWe’re early, you’ll have a huge impact. Email me (my name at the URL) or apply here: https://www.workatastartup.com/companies/monumint"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_5cbf63e44d695c31eb83",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly restricts candidates to the United States and offers hybrid or onsite work, conflicting with fully remote work from Mexico. Its developer openings are mid-to-senior rather than junior; junior candidates are considered only for automation testing.",
    "evidence": [
      "Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only. Candidates MUST be based in the United States with US work authorization.",
      "Full Stack Python Developer: (ONSITE Dulles, VA) - Mid to Senior levels. Minimum of 5 years of professional experience."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico",
      "Junior backend engineer role"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_2d7739d672f9f6fb",
        "ev_6f44ee30041ab885"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only. Candidates MUST be based in the United States with US work authorization."
      ],
      "evidence_ids": [
        "ev_e57bb0852ada4c1a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f1c77510501f2fbc"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      },
      {
        "id": "spring",
        "label": "Spring"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Solution Street | Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only. Candidates MUST be based in the United States with US work authorization.\n\nWe are a software consulting company based in Northern Virginia.\n\nOur Website: https://www.solutionstreet.com/\n\nInterested? Apply on our Careers Page (Make sure to mention you found our post on Hacker News): https://solutionstreet.com/join.php\n\nCurrent Opportunities:\n- Java Engineers: (ONSITE Chantilly, VA) Seeking Mid-to-Senior/Lead levels of Full Stack Java Engineers with experience in Java, Spring, Hibernate, Kubernetes, and Helm.\n\n- Automation Testers: (ONSITE Chantilly, VA) Seeking Mid-to-Senior/Lead levels of Automation Testers with experience with Javascript and WebdriverIO. Must be comfortable coding in Javascript. Open to considering junior software engineers with expertise in Javascript for these roles as well.\n\n- Full Stack Python Developer: (ONSITE Dulles, VA) - Mid to Senior levels. Minimum of 5 years of professional experience.\n\n- Automated Test Engineer - Electrical Engineering: (ONSITE Dulles, VA) Contract role for 1.5 years. Skills and Qualifications: Experience in Python programming; Electrical Engineering experience; Python - async-io cooperative multitasking; State machines; SCPI equipment such as Keysight or Keithley."
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_7142c67187fdb6d9427f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for robotics software engineering, not product design, and explicitly requires onsite/hybrid work rather than fully remote work. Mexico eligibility and a no-degree policy are not stated.",
    "evidence": [
      "Greenzie | Robotics Software Engineer (Early Career + Experienced) | Atlanta, GA | ONSITE/HYBRID | Full-time | https://greenzie.applytojob.com/apply",
      "You will own (or learn) a subsystem, debug messy field data, and ship to machines that mow for a living."
    ],
    "unmet_requirements": [
      "Junior product designer work",
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Robotics Software Engineer (Early Career + Experienced)",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_16aa816e45914626",
        "ev_a1afd8d2488d36dc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Atlanta, GA"
      ],
      "evidence_ids": [
        "ev_0f8a6042555a849f"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Greenzie | Robotics Software Engineer (Early Career + Experienced) | Atlanta, GA | ONSITE/HYBRID | Full-time | https://greenzie.applytojob.com/apply\n\nGreenzie builds the autonomy software that runs on commercial mowers. We don't sell the iron — Wright, Mean Green, Bobcat, and Greenworks Commercial do, with our stack on them. Mission is to free humans from repetitive outdoor labor. The software is on hundreds of machines in the field today.\n\nWe're hiring roboticists who want production robots doing real outdoor work, not lab demos. C++, Python, ROS/ROS2. You will own (or learn) a subsystem, debug messy field data, and ship to machines that mow for a living.\n\n- Robotics Software Engineer | Early Career (0–3 yrs): https://greenzie.applytojob.com/apply/zaDr7OyOmj/Robotics-So...\n- Robotics Software Engineer | Experienced (3–6 yrs): https://greenzie.applytojob.com/apply/UdRcDlWSzs/Robotics-So...\n\nAlso open in Atlanta: Technical Service Coordinator.\n\nApply on those pages and mention HN. Questions: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_67685664521143a468ba",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires onsite work in Berlin, conflicting with remote work from Mexico. It describes production systems for agricultural planning rather than clearly establishing a senior analytics engineering role.",
    "evidence": [
      "Muris | Founding Engineer | Berlin | ONSITE | Full-time",
      "Good fit if you want to work on planning, dispatch, optimization, allocation, OR and you’re comfortable shipping production systems."
    ],
    "unmet_requirements": [
      "Remote work from Mexico"
    ],
    "unknown_requirements": [
      "Senior analytics engineering role",
      "Mexico residence eligibility",
      "Whether eligibility is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Founding Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_a566b635ffa71043"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin"
      ],
      "evidence_ids": [
        "ev_0d60c0aef6e98b48"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Muris | Founding Engineer | Berlin | ONSITE | Full-time\n\nWe're building software for agricultural logistics, from field to factory. A lot of harvest planning still happens over phone calls and spreadsheets, even though weather, queues, breakdowns, and capacity change throughout the day.\n\nGood fit if you want to work on planning, dispatch, optimization, allocation, OR and you’re comfortable shipping production systems.\n\nhttps://muris.ai/careers"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_584a083b6e92b0a1c60a",
    "grade": 0,
    "confidence": "medium",
    "reason": "The advertised roles focus on corporate development, product marketing, and MLOps infrastructure rather than analytics engineering. Remote work is supported, but junior-level suitability, eligibility from Mexico, and a no-degree policy are not established.",
    "evidence": [
      "We're hiring across three roles:",
      "MLOps Engineer: own the infra behind our modeling; production pipelines and serving for causal graph inference, state space models, and world models (JEPA-I, JEPA-II style)."
    ],
    "unmet_requirements": [
      "Analytics engineer role"
    ],
    "unknown_requirements": [
      "Junior-level suitability",
      "Eligibility to work fully remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c09e8cd85d31dd1d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (NYC / SEA / global overlap)"
      ],
      "evidence_ids": [
        "ev_ce7ca1e21cab0f76"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 140000.0,
        "period": null,
        "currency": "USD",
        "original": "$140K–$200K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_5801d24b3fe04f7f"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Lucia | Director of Corp Dev · Product Marketing Associate · MLOps Engineer | Remote (NYC / SEA / global overlap) | $140K–$200K + meaningful equity\n\nDistribution is one of the last durable moats left; models are commoditizing, but knowing how attention and demand actually move through a system still compounds. That's what we're building: a growth control plane that turns distribution into something you can model and act on with certainty. Get this right and the outcome isn't in question.\n\nWe're hiring across three roles:\n\nDirector, Corporate Development: own strategic partnerships, fundraising support, and M&A/inorganic growth. For someone who can operate at the intersection of deal-making and narrative, and help steer where this company goes next.\n\nProduct Marketing Associate: translate a technically deep product into sharp positioning and demand. For someone who can make causal modeling and world models land with real buyers. Experience with working with social media and influencers, Reddit strongly preferred. Data Science Background heavily preferred.\n\nMLOps Engineer: own the infra behind our modeling; production pipelines and serving for causal graph inference, state space models, and world models (JEPA-I, JEPA-II style). Creating certainty in distribution, in production, not just in notebooks. Stack: Python, PyTorch, some Rust; GCP; Ray for distributed training.\n\nInterview process: intro call, screen, virtual onsite, decision.\n\nApply: with an email with your CV to [email protected] mention HN SEPT2026 in subject"
  }
}

{
  "judgment": {
    "query_id": "robotics_keywords",
    "job_id": "job_7879bbd3bd5724f2250a",
    "grade": 2,
    "confidence": "high",
    "reason": "The posting explicitly lists a Robotics Engineer opening, matching the requested work without additional constraints.",
    "evidence": [
      "Robotics Engineer (NYC): https://jobs.ashbyhq.com/runway-ml/0f1c42db-8bbf-4e69-a17c-b..."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d52b56ea19a62a20"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (see below)"
      ],
      "evidence_ids": [
        "ev_d8bac42b7c7fe5e8"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_43891e5f9d83c678"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Runway | Remote (see below) | Full-time | https://runway.com/\nRunway is building foundational Real-World Intelligence that can understand, simulate and act in the world. We offer products and services built on-top of this intelligence to empower individuals and organizations to do more in the world.\nWe're hiring across multiple roles, some specifically:\n\nDeveloper Relations Lead (remote US): https://jobs.ashbyhq.com/runway-ml/f89f3b6d-8558-4402-b3ac-c...\n\nBackend Engineer, API (remote): https://jobs.ashbyhq.com/runway-ml/8489a08a-f0cf-4418-968c-c...\n\nRobotics Engineer (NYC): https://jobs.ashbyhq.com/runway-ml/0f1c42db-8bbf-4e69-a17c-b...\n\nSr Mgr/Director, Developer Platform(remote US): https://jobs.ashbyhq.com/runway-ml/90a95d63-ce92-42c4-a3dc-5...\n\nAnd many more:\nhttps://runway.com/careers"
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_72436fca11d40af647b3",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves machine-learning pipelines and model development, with PyTorch explicitly listed among the desired libraries.",
    "evidence": [
      "You’ll work closely with Quantitative Researchers, drive end‑to‑end ML pipelines, and shape global standards for data‑driven model development.",
      "Strong Python and libraries such as Ray, numpy, PyTorch, and pandas;"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Research Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_954a5d24f479176d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hong Kong/ London (onsite)"
      ],
      "evidence_ids": [
        "ev_6628b38b604d9b76"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "HK"
      ],
      "evidence_ids": [
        "ev_f409068451331183"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      }
    ],
    "role_kind": "single_role",
    "description": "Flow Traders | Research Engineer | Hong Kong/ London (onsite) | Full Time | Visa | Relocation\n\nFlow Traders is a leading proprietary trading firm with an entrepreneurial and innovative Tech culture at the heart of its business. We are looking for Research Engineers in our Hong Kong office. Join us build and scale the research framework behind our systematic trading models. You’ll work closely with Quantitative Researchers, drive end‑to‑end ML pipelines, and shape global standards for data‑driven model development. Research Engineers have joint responsibility for conducting research and delivering models.\n\nYou’ll thrive if you have: - 8+ years in ML / Data Science / Research Engineering (Postdoc/Faculty can count towards this); - Strong Python and libraries such as Ray, numpy, PyTorch, and pandas; - Solid math/stats background; - Experience with modern dev practices & cloud technologies.\n\nIf you're interested, apply here: https://lnkd.in/dWhh_m28\n\nOr if you'd like to see other roles at Flow Traders, please check our careers website: https://flowtraders.com/careers/"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_723d563ec8307b356066",
    "grade": 0,
    "confidence": "high",
    "reason": "The role explicitly requires US residence and substantial senior-level experience, conflicting with junior work performed remotely from Mexico. Its degree policy is unstated.",
    "evidence": [
      "You need to live in the USA and be under one of the following conditions:",
      "7 yoe (5 of which building production-grade data or platform services)"
    ],
    "unmet_requirements": [
      "Junior role",
      "Fully remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_822031a178a5ddc9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (USA)"
      ],
      "evidence_ids": [
        "ev_80f0cb28b2b88bb7"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9f373dd2578dcc24"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90.0,
        "min": 80.0,
        "period": "hour",
        "currency": "USD",
        "original": "80-90 USD per hour",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_b7e6d308443deaab"
      ]
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "dbt",
        "label": "dbt"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "spark",
        "label": "Spark"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "airflow",
        "label": "Airflow"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Virtasant (1099 contractor for a client of ours) | Virtasant.com | Remote (USA)| full-time\n\nHey, we are a finops/cloud optimization company that also helps some of our clients with their hiring needs. For one of them (a solid healthcare data company) we're looking for a Senior Data Engineer.\n\nThe legal stuff:\nYou need to live in the USA and be under one of the following conditions:\na) US citizen\nb) Green Card holder\nc) Sole owner of your own LLC company (not co-owner, sole owner)\n\nSadly, all other options are not possible, like H1B, OPT, EAD, or CPT visas, are not possible for us.\n\n80-90 USD per hour, changes of going a bit above if the candidate is amazing.\n\nThe tech stuff:\n7 yoe (5 of which building production-grade data or platform services), AWS-heavy (if you're stronger on Azure or GCP, then it's not for you, sorry), Python, SQL, dbt, (Snowflake OR BigQuery OR Redshift), Spark, Kafka, (Iceberg OR Delta OR Hudi), (Airflow OR Dagster OR Prefect), CI/CD, Docker, AWS.\n\nHere's the JD, where you can apply - https://virtasant.teamtailor.com/jobs/7563920-senior-data-en...\n\nThank you!"
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_770df67afca8253cfab3",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds interactive learning software rather than teaching programmers through tutorials, workshops, or code examples.",
    "evidence": [
      "We're hiring an interactive-focused engineer to craft the building blocks that power it.",
      "Each interactive exposes an API used by learning designers, our authoring agents, and the tutor itself."
    ],
    "unmet_requirements": [
      "Teaching other programmers through tutorials, workshops, and working code examples"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior/Staff Software Engineer (Interactives)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b548d8b59b090b3f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (North America), SF, NYC"
      ],
      "evidence_ids": [
        "ev_059f8a6f37df4695"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 250000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k-$250k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_7b998dec53a1dd20"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Brilliant.org | Senior/Staff Software Engineer (Interactives) | Remote (North America), SF, NYC | Full-time | $180k-$250k | https://brilliant.org\n\nBrilliant is building the world's first graphical AI tutor: a collection of interactive learning experiences that both the learner and their AI tutor can see and manipulate. In a world of cognitive offloading, Brilliant's AI gets people to actually think and solve hard problems.\n\nWe're hiring an interactive-focused engineer to craft the building blocks that power it. Each interactive exposes an API used by learning designers, our authoring agents, and the tutor itself. And every configuration those APIs can produce has to be a correct, solvable, meaningful puzzle. It's a tricky technical problem with a big payoff for our learners.\n\nEngineers at Brilliant think about both \"building the right thing\" AND \"building the thing right\" while pursuing high standards of excellence for ourselves, our product, and our codebase.\n\nIf you're energized by the prospect of doing the best work of your career and changing how the world learns, you can learn more and apply here: https://brilliant.org/careers."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_7d8d03f44dc02ab7fce2",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds pricing software and production systems, rather than transforming business data into revenue reports and dashboards.",
    "evidence": [
      "You’ll work on pricing algorithms, high-volume data ingestion, marketplace integrations, scalability, and enabling our product to be used by AI agents."
    ],
    "unmet_requirements": [
      "Work focused on revenue reporting and dashboards"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Python + SQL Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_8373e93350d80221"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Mauritius"
      ],
      "evidence_ids": [
        "ev_c89eb7f407183a80"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      }
    ],
    "role_kind": "single_role",
    "description": "Multiply | Python + SQL Software Engineer | On-site | Mauritius\n\nWe build repricing software that keeps online sellers on top of their competition on 130+ marketplaces.\n\nYou’ll work on pricing algorithms, high-volume data ingestion, marketplace integrations, scalability, and enabling our product to be used by AI agents.\n\nWe’re looking for someone with extensive experience building data-intensive web applications backed by relational databases, and who is comfortable designing, deploying, operating, debugging, scaling and evolving production systems.\n\nStack: Python, Postgres, FastAPI, SQLAlchemy.\n\nOur office is beautifully located in Mauritius. We sponsor visas and handle all relocation/immigration.\n\nApply: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_7f4606b4db8cf8cff405",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks engineers to build new consumer products, not to transform business data into revenue reports and dashboards.",
    "evidence": [
      "Hiring principal and distinguished engineers to build net new products",
      "Comfortable owning 0 to 1 consumer products end-to-end"
    ],
    "unmet_requirements": [
      "Work focused on transforming business data into reliable revenue reports and dashboards."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9b4344121804be8b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE ALMOST ANYWHERE IN THE WORLD"
      ],
      "evidence_ids": [
        "ev_9b849db3919ca435"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 750000.0,
        "min": 750000.0,
        "period": null,
        "currency": "USD",
        "original": "$750k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_9a20d6e5d0008b0c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "ALBERT | REMOTE ALMOST ANYWHERE IN THE WORLD| Hiring principal and distinguished engineers to build net new products | up to ~ $750k\nHiring: exceptional consumer product engineers at Albert.\n\nWe're a consumer fintech with 25M+ users who trust us to budget, save, invest, and bank in one place. Profitable for 4+ years. And as of today, our average employee tenure is 3.6 years, a number you almost never see in startup tech, and one we're quietly proud of. People stay because the work is good, the people are sharp, and we've built something worth staying for.\n\nNow we're building net-new consumer products from zero, and we're looking for people who love to tinker and build stuff to ship them with us.\n\nThe kind of person we're looking for: • Top fraction of a percentile in craft, the kind of good that's hard to fake • Builds for fun, not just for work. The kind who ships a working prototype over the weekend and can't help themselves • Comfortable owning 0 to 1 consumer products end-to-end • Allergic to politics, theater, and bureaucracy\n\nWhat you get: • Remote, anywhere with reasonable timezone overlap (and for someone truly exceptional, we'll make async work) • Real scale from day one (20M+ users, real money, real consequences) • Compensation that beats the market. We pay well and we mean it. Base, discretionary year-end bonus, meaningful 401(k) match, and meaningful equity in a profitable, growing unicorn (the kind that's actually worth something) • Platinum PPO health benefits with Blue Shield, top of the top of the line, covering your entire family • A mission worth your time: make money simple, so people spend less time managing it and keep more of it • Small senior-heavy teams, direct ownership, no layers • Forthcoming with the business metrics that matter, so you always know how the company is actually doing • The startup perks done right: catered lunches, wellness stipend, team offsites, casual dress. The stuff that compounds when you're showing up engaged for years, not months • Profitable for 4+ years, so you build with conviction, not runway anxiety\n\nStack: python, claude, postgres, react.js /react native\n\nIf this is you, email us at [email protected]\n\nEdit: we are in the process of rebuilding our career site to speak to how we hire (e.g. hunt, dont post, find the best). Just an FYI\n\nAlso, we carefully review every application. If we think there may be a fit, we'll reach out within a few business days. Either way, thank you for your interest in what we're building and for taking the time to connect with us."
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_822cc2c86fe86de173ba",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on platform infrastructure and developer operations, not SQL/dbt analytics engineering. PostgreSQL appears only among platform tools.",
    "evidence": [
      "Our ideal candidate has a passion for automating ops, troubleshooting infrastructure, and creating first-class developer experiences."
    ],
    "unmet_requirements": [
      "Analytics engineering duties"
    ],
    "unknown_requirements": [
      "SQL and dbt use"
    ]
  },
  "posting": {
    "title": "Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9f868f84c37690ca"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US)"
      ],
      "evidence_ids": [
        "ev_61e269bdf5aa0652"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9a1585300652a168"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 215000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175,000 - $215,000 USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_1d874b481de2e053"
      ]
    },
    "skills": [
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "Chronograph (chronograph.pe) | Platform Engineer | Full-Time | Remote (US) | $175,000 - $215,000 USD + equity\n\nChronograph was founded to bring next-generation technology to private capital markets. Through our suite of cloud-based analytics and data management solutions, we help many of the world's largest and most sophisticated venture capital, private equity, and credit funds understand their investment performance in unprecedented detail. As our business grows, we're expanding the team, backed by a recent $140M+ growth equity raise.\n\nWe are looking for a candidate with a generalist background in software development, including 5+ years of experience on Platform Engineering, DevSecOps, Site Reliability Engineering (SRE), or MLOps teams. You'd be joining a small cross-functional team and have the chance to make critical contributions. Our ideal candidate has a passion for automating ops, troubleshooting infrastructure, and creating first-class developer experiences. On top of that, expertise with the following (or similar) tools/technologies is a strong signal of fit: Kubernetes, Prometheus, Grafana, Terraform, AWS, GitHub Actions, PostgreSQL, Node.js, Ruby on Rails, Nix, and Docker.\n\nIf interested, apply here: https://grnh.se/1pm4u2ys7us"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_7e9a8c7a6dfae260bc69",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for full-stack software engineering rather than analytics engineering and explicitly restricts remote work to the US, conflicting with working from Mexico. Junior eligibility and a no-degree policy are not stated.",
    "evidence": [
      "PrairieLearn (Remote US) — Full-Stack Software Engineer — TypeScript / Postgres / React / AI",
      "- Location: Remote (US only)"
    ],
    "unmet_requirements": [
      "Remote eligibility from Mexico",
      "Analytics engineer role"
    ],
    "unknown_requirements": [
      "Junior-level eligibility",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b65209d9f4b4a3e1"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_57eb3ac40f51926f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 180000.0,
        "min": 100000.0,
        "period": null,
        "currency": "USD",
        "original": "$100k-$180k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_353749679113e5cc"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "PrairieLearn (Remote US) — Full-Stack Software Engineer — TypeScript / Postgres / React / AI\n\nPrairieLearn (https://www.prairielearn.com) is an open-source assessment platform used by universities across the US (Berkeley, Princeton, Michigan, Illinois, and others). We power mastery-based learning and large-scale exams.\n\nWe’re a small, profitable, early-stage company (bootstrapped, no VC) that is growing quickly. Our users love us and we have very high retention and rapid spread through word of mouth. As an early-stage hire, you’ll work across the stack and enjoy meaningful ownership from day one.\n\nTech we use: Node.js / TypeScript backend, Postgres, AWS, React. We’re also developing AI tooling, including LLM agents to help instructors create content, and vision-language models to help grade student work. PrairieLearn is open core: https://github.com/PrairieLearn/PrairieLearn\n\nDetails:\n\n- Location: Remote (US only)\n\n- Salary: $100k-$180k depending on experience\n\n- Benefits: Stock options (0.5% - 1.5%), unlimited PTO, flexible hours\n\n- Role: Full-time. (We’re not able to sponsor visas at this time.)\n\nApply at https://www.prairielearn.com/jobs-ashby?utm_source=YeEJ5MAKk..."
  }
}

{
  "judgment": {
    "query_id": "security_keywords",
    "job_id": "job_828b7f6a5e33746b78d1",
    "grade": 1,
    "confidence": "high",
    "reason": "The SRE role includes incident response and DevSecOps, making it plausibly relevant, but the posting does not establish that incident response focuses on security incidents rather than platform reliability.",
    "evidence": [
      "• SRE Platform Engineer — Azure, Terraform, observability, CI/CD, containers/Kubernetes, incident response, platform reliability, and DevSecOps."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Security-focused incident response duties"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a68a471553daf0f6"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (U.S. — Eastern/Central Time)"
      ],
      "evidence_ids": [
        "ev_7f7bfb5fbbab3c52"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_5ca9fb94f3721a2c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "azure",
        "label": "Azure"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "GovStar | https://www.govstar.us | Remote (U.S. — Eastern/Central Time) | AI, Full Stack, Frontend, SRE & Cloud Automation | U.S. Citizens\n\nGovStar is hiring 5 engineers to help build secure, production-grade AI and advanced analytics capabilities supporting U.S. national security missions.\n\n• AI Engineer — AI/ML engineering; Python, LLMs, RAG, embeddings/vector retrieval, orchestration, evaluation, guardrails, Azure AI/OpenAI.\n\n• Full Stack AI Developer — Python + React/TypeScript; secure APIs, AI-enabled applications, enterprise data integrations, Azure, CI/CD.\n\n• Frontend Engineer — React + TypeScript; accessible, responsive interfaces for enterprise AI applications and secure backend/AI integrations.\n\n• SRE Platform Engineer — Azure, Terraform, observability, CI/CD, containers/Kubernetes, incident response, platform reliability, and DevSecOps.\n\n• Cloud Automation Engineer — Azure + Terraform; infrastructure automation, CI/CD, Docker/Kubernetes, GitHub Enterprise, deployment, and operational automation.\n\nRequired for all roles:\n\nU.S. citizenship • Currently residing in the U.S. • Eastern or Central Time Zone • Ability to obtain and maintain a government clearance.\n\nCompensation will vary based on role, experience, and qualifications. We’re happy to discuss compensation expectations early in the process so neither side wastes time.\n\nGovStar benefits include medical, dental, and vision coverage; 401(k) matching; paid time off; and an employee shares program.\n\nTo apply, email your resume and GitHub profile to [email protected]\n\nPlease mention “Hacker News” in the subject line."
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_7e93d48960c77da7b18e",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes data pipeline and informatics work with Postgres, making it plausibly relevant, but it is broader product engineering rather than explicitly SQL/dbt analytics engineering.",
    "evidence": [
      "the data pipeline and informatics that take specimen, slide, and clinical data in from suppliers and labs",
      "Architecture decisions and code review on the platform (Python/FastAPI, TypeScript/React, Postgres, Azure)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Use of dbt",
      "SQL-focused analytics engineering duties"
    ]
  },
  "posting": {
    "title": "Senior Technical Product Engineer, Technical Product Engineer (Early Career)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_5d2de6cdce3a7679"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US, Canada)"
      ],
      "evidence_ids": [
        "ev_566b1b402e6fe987"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_eb100546f8b4d20a",
        "ev_4315080bd7dcf50c"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 230000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150–230k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_f710cd908e82db06"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "azure",
        "label": "Azure"
      }
    ],
    "role_kind": "single_role",
    "description": "Biobase | Senior Technical Product Engineer, Technical Product Engineer (Early Career) | REMOTE (US, Canada) | Full-time | $150–230k / $90–170k + equity\n\nBiobase has grand ambitions. We broker biospecimens, whole slide images, and the clinical metadata attached to them, on a supply-chain backbone that we're steadily automating. We’re building healthcare-data-focused agents on top of the datasets that we’re assembling, too.\n\nWe'd rather build the thing that removes the work than throw people at it. Two roles, one team, both reporting to the CPO:\n\nSenior Technical Product Engineer ($150–230k + meaningful equity).\nThe product team's technical interface. Architecture decisions and code review on the platform (Python/FastAPI, TypeScript/React, Postgres, Azure); the data pipeline and informatics that take specimen, slide, and clinical data in from suppliers and labs; and product ownership of the internal platform that builds our agents (permissions, evals, cost control, guardrails for sensitive data). You've been the reviewer of record somewhere, you've operated what you shipped, and you think in business problems before tickets.\n\nTechnical Product Engineer, early career ($90–170k + equity).\nSame territory at an earlier stage: the platform, the data pipeline and informatics, and the agents we run against our own operations — with a senior product engineer and our lead engineer reviewing your work and pairing when it helps. Open on background – self-taught, bootcamp, degree, research lab, a career you're leaving – selective on the bar. You've built something and someone else used it.\n\nWe build with Claude Code every day and expect you to become both fluent with it and skeptical of it. No ticket queue, no spec handed to you. Comp is salary + equity combos you choose between.\n\nFull postings: https://biobase.ai/careers\n\nTo apply: email [email protected] with something you built that eliminated manual work and what happened after it shipped. Links over resumes, no cover letter."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_7dea51e5e040f397d4d6",
    "grade": 0,
    "confidence": "high",
    "reason": "The role concerns onboard network infrastructure rather than analytics engineering, requires a university degree and relevant hands-on experience, and explicitly uses a hybrid rather than fully remote work model. Eligibility to work remotely from Mexico is not established.",
    "evidence": [
      "- Bachelor's or Master's in Telecommunications, CS, Electrical Engineering, or similar",
      "FlixTrain | Technical Expert Onboard Connectivity | Berlin, Germany | ONSITE (hybrid) | Full-time"
    ],
    "unmet_requirements": [
      "Analytics engineering work: duties concern onboard connectivity and network infrastructure.",
      "Junior role: posting requires 2+ years of relevant hands-on experience.",
      "Fully remote work: posting specifies onsite/hybrid work.",
      "No university degree required: posting requires a Bachelor's or Master's degree."
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico."
    ]
  },
  "posting": {
    "title": "Technical Expert Onboard Connectivity",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_b7b35ff3f8468bbc",
        "ev_931ffe0b8d8adf8c",
        "ev_134e3f9700849d2e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany"
      ],
      "evidence_ids": [
        "ev_045431d18fabd014"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_698e2f120f7d5266"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "FlixTrain | Technical Expert Onboard Connectivity | Berlin, Germany | ONSITE (hybrid) | Full-time\n\nFlixTrain is on a mission to make long-distance rail travel affordable and sustainable across Europe. Every passenger we shift to rail matters, and the onboard connectivity is a key part of what makes people switch.\n\nWe're hiring an Onboard Technology Manager to own everything that keeps passengers connected and crew productive on the train: Wi-Fi and network infrastructure, onboard units, and mobile devices for train staff. As satellite constellations and 5G redefine what's possible for high-speed mobile connectivity, you'll help set the direction for the technology being adopted on the largest non-governmental train fleet: writing specs, defining network architectures, monitoring live performance, and driving improvement projects from their conception to the finish line.\n\nThe role is highly cross-functional. You'll work with internal partners (operations, customer product, and rail engineering) and external ones, such as tech vendors (Icomera and Advantech) and train manufacturers (Siemens, Talgo).\n\nWhat we're looking for:\n\n- Bachelor's or Master's in Telecommunications, CS, Electrical Engineering, or similar\n\n- 2+ years hands-on with network architecture, Wi-Fi systems, or Mobile Device Management (ideally in rail or a similarly complex environment)\n\n- Strong troubleshooting skills on complex networked systems\n\n- Comfortable leading cross-functional initiatives and communicating clearly with both engineers and non-technical stakeholders\n\n- Fluent German and English (internally, English is preferred, but German is often mandatory when working with suppliers and regulatory bodies)\n\nPerks: hybrid office/remote work model, up to 60 extra remote days/year from abroad (work from anywhere), 12 free FlixTrain travel vouchers/year + 12 for friends and family, mental health support, L&D budget, mentoring program.\n\nApply: https://flix.careers/job/?jobid=8729129002"
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_8894b5dc881e05f4d05b",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting supports model-training work, but does not state responsibilities for production deployment, evaluation, or monitoring.",
    "evidence": [
      "We recently started a new LLM post-training and pre-training effort, led by some ex-engineers from the swissAI Apertus team.",
      "with previous experience pre-training and post-training LLMs and related infra."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Putting predictive models into production",
      "Model evaluation and monitoring responsibilities"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_9ada2b3040880bfe"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Zurich, ONSITE"
      ],
      "evidence_ids": [
        "ev_a6c892621c625d2a"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 100000.0,
        "period": null,
        "currency": "CHF",
        "original": "100-200k CHF",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_5741533e9cef0ee6"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Tufalabs | Zurich, ONSITE | Full-time | 100-200k CHF | https://tufalabs.ai/\n\n(I want to preface that we don't have a ton of budget to expand our team right now and we want to keep the team small, but I also don't want to miss someone who would be a great fit)\n\nWe are a self-funded independent AI research lab in Zurich. Currently we explore ARC-AGI3, LLM/RL reasoning, and quant. We recently started a new LLM post-training and pre-training effort, led by some ex-engineers from the swissAI Apertus team. We also like to do some Kaggle on the side, our team includes the top #3 and #12 globally.\n\nOur overall roadmap is to catch up with LLM capabilities, own the full stack, and use it to do our own independent research, pushing efficiency and looking for new paradigms. We expect our new cluster (2x NVL GB300) to be up by the end of the month.\n\nLong term we want to switch to AI alignment/safety research as I believe this is all that matters when AI capability is high enough.\n\nWe look for people who are driven, who believe it's possible to make significant contributions to both AI capabilities and safety, and with previous experience pre-training and post-training LLMs and related infra.\n\nIf interested, email me at benjamin at tufalabs ai."
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_8441ac2fb313c3524e8d",
    "grade": 1,
    "confidence": "high",
    "reason": "Product management and product engineering roles are plausibly related to shaping product experiences, but the posting does not explicitly describe user interviews, experience design, prototyping, or usability testing.",
    "evidence": [
      "We are looking for a Product Manager, Product & Backend Engineers, Product Marketing Manager and Developer Relations Engineers to join us in building the most widely adopted open-source LLM engineering platform.",
      "building observability at serious scale while creating the product surface engineers actually live in day to day."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "User interviewing responsibilities",
      "Designing and testing product experiences and prototypes"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_5891e170b4a62325",
        "ev_a2130a0363e831ce",
        "ev_7b5358bfae367161"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_d5cef5b614510fae"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 90000.0,
        "period": null,
        "currency": "EUR",
        "original": "€90–160k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_7ed47ff47ddd0b6e"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "We’re hiring at Langfuse — now part of ClickHouse.\n\nWe are looking for a Product Manager, Product & Backend Engineers, Product Marketing Manager and Developer Relations Engineers to join us in building the most widely adopted open-source LLM engineering platform.\n\n- Berlin or EU hybrid (Engineering roles) / US-fully remote (Product & Marketing roles)\n\n- ~1 week onsite in Berlin every 2 months — travel covered\n\n- Full-time\n\n- €90–160k + ClickHouse equity\n\nHi, I’m Max, CTO and co-founder. Langfuse is focused on AI/LLM observability, with a lot of interesting challenges ahead, from AI data and developer experience to scaling systems for production workloads.\n\nRight now, we’re focused on helping customers segment their traces, surface insights from them, and ship changes to their agents faster — building observability at serious scale while creating the product surface engineers actually live in day to day.\n\nThe best way to get a feel for what we’re building and how we work:\n\n• Company Handbook (https://langfuse.com/handbook)\n\n• How we work (https://langfuse.com/handbook/how-we-\nwork/principles)\n\n• How we hire (https://langfuse.com/handbook/how-we-hire)\n\n• Product Documentation (https://langfuse.com/docs)\n\n• All our open roles (https://jobs.ashbyhq.com/langfuse)\n\nIf you’re excited about building the infrastructure and product layer for the next generation of AI applications, we’d love to hear from you.\n\nHappy to answer any questions!"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_8619d40c4d30d6d9918c",
    "grade": 0,
    "confidence": "high",
    "reason": "The backend-related roles require at least eight years of experience and EU residence, conflicting with junior work and remote work from Mexico. The degree policy is unstated.",
    "evidence": [
      "We already hired two backend developers through \"HN - Who is hiring\" and are now seeking a Lead Product Engineer (Ruby on Rails) / Engineering Manager (Ruby on Rails) with a minimum of 8 years of experience (preferably in startups), as we recently closed another large contract with a major retail chain and are growing quickly.",
      "For both the Lead Product Engineer and Engineering Manager roles, professional knowledge of German is required, and you need to be based in the EU."
    ],
    "unmet_requirements": [
      "Junior backend engineer role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_41fdb595f9d91a80",
        "ev_cd9f4e5482555439"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (EU) / on-site in Bremen, Germany"
      ],
      "evidence_ids": [
        "ev_dee303cec4af8fb1"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_f892263447f0040c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "AREO | Remote (EU) / on-site in Bremen, Germany | Full-Time | Equity | Roles: [Engineering Manager (Ruby on Rails), Lead Product Engineer (Ruby on Rails), Robotics Lead]\nMy name is Marius and I am the CTO at AREO (https://goareo.com/).\n\nAREO, founded in January 2023 by a team with 20+ years of combined experience in retail and startups, is a young startup specializing in developing innovative solutions for supermarkets and grocery retail stores.\n\nOur cutting-edge B2B SaaS platform optimizes workflows for employees by providing real-time access to inventory, product information, and customer inquiries. We serve large supermarket chains in Germany and across the EU.\n\nWe already hired two backend developers through \"HN - Who is hiring\" and are now seeking a Lead Product Engineer (Ruby on Rails) / Engineering Manager (Ruby on Rails) with a minimum of 8 years of experience (preferably in startups), as we recently closed another large contract with a major retail chain and are growing quickly.\n\nFor both the Lead Product Engineer and Engineering Manager roles, professional knowledge of German is required, and you need to be based in the EU.\n\nIf you're passionate about building innovative retail products from scratch, these roles are for you.\n\nBackend Stack: Ruby / Rails (8.x), StimulusJS / Hotwire / Turbo, AlpineJS, Postgres, Docker, DigitalOcean, OpenAPI, LLMs\n\nWe are also seeking a Robotics Lead to help us set up and run our new robotics lab in Bremen, Germany. We are building a retail robot, initially focusing on teleoperation and later on autonomous model development. You should have at least 3 years of experience with humanoid robots, VLAs, teleoperation, and other relevant robotics systems. Professional knowledge of German is required, and you must live in or be ready to move to Bremen.\n\nPerks: Fully remote roles in Europe for the Engineering Manager and Lead Product Engineer, work where you are most productive, sizeable equity in a rapidly growing company, flat hierarchies, no-ego work environment, work in a lean but highly experienced team.\n\nApply here: marius[at]goareo.com and mention \"HN - Who is hiring?\" and the role you are applying for in the subject."
  }
}

{
  "judgment": {
    "query_id": "robotics_exclusion",
    "job_id": "job_8de31d5c4cc73b7f74fa",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for full-stack and AI evaluation work, not robotics engineering, and explicitly requires onsite work in San Francisco, conflicting with remote work from Mexico.",
    "evidence": [
      "Member of Technical Staff (full-stack + AI evals)",
      "Full-time | Onsite (San Francisco)"
    ],
    "unmet_requirements": [
      "Robotics engineering work",
      "Remote work from Mexico"
    ],
    "unknown_requirements": [
      "Senior-level role",
      "Mexico residency eligibility and whether the role is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Member of Technical Staff (full-stack + AI evals)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_736446b7ff86f64d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite (San Francisco)"
      ],
      "evidence_ids": [
        "ev_f63f50a97c20562f"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 400000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200K - $400K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_eeb154ae2ac47dc3"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Artificial Intelligence Underwriting Company (aiuc.com) | Member of Technical Staff (full-stack + AI evals) | Full-time | Onsite (San Francisco) | $200K - $400K + equity\n\nWe're a team of frontier AI (including ex-Anthropic, METR, OpenAI), insurance, and governance people building incentive infrastructure to help ASI go well. We red-team, certify, and insure AI agents - working with AI category leaders like Cursor, ElevenLabs, Fin, Harvey, Lovable, and UiPath; auditors like Schellman and KPMG; insurance partners at Lloyd's of London; and the AIUC-1 Consortium https://www.aiuc-1.com/consortium.\n\nWe've raised $55m from investors including Ribbit, First Harmonic, and Nat Friedman, and we're hiring across the board in San Francisco.\n\nApply to our MTS role: https://jobs.ashbyhq.com/aiuc/2816bb05-2a1f-4600-8780-deb152...\n\nBrowse all of our open roles: https://jobs.ashbyhq.com/aiuc"
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_8637cddf28769608b68b",
    "grade": 1,
    "confidence": "high",
    "reason": "The role directly matches backend engineering, but the advertised compensation does not establish guaranteed pay of at least USD 400,000 per year; its period is unstated and higher pay is unspecified.",
    "evidence": [
      "On the backend we're using 100% Go with AWS primitives.",
      "$80k-$110k+ (can go higher)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the advertised range allows unspecified higher pay and does not state a pay period."
    ]
  },
  "posting": {
    "title": "Senior Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_0fbd7b69c0f5d5d6"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Europe)"
      ],
      "evidence_ids": [
        "ev_e72d78c5e4da7dab"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 110000.0,
        "min": 80000.0,
        "period": null,
        "currency": "USD",
        "original": "$80k-$110k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c5249c13dcc05222"
      ]
    },
    "skills": [
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Spacelift | Remote (Europe) | Full-time | Senior Software Engineer | $80k-$110k+ (can go higher)\n\nWe're a VC-funded startup (recently raised $51M Series C) building an infrastructure orchestrator and collaborative management platform for Infrastructure-as-Code – from OpenTofu, Terraform, Terragrunt, CloudFormation, Pulumi, Kubernetes, to Ansible.\n\nOn the backend we're using 100% Go with AWS primitives. We're looking for backend developers who like doing DevOps'y stuff sometimes (because in a way it's the spirit of our company), or have experience with the cloud native ecosystem. Ideally you'd have experience working with an IaC tool, i.e. Terraform, Pulumi, Ansible, CloudFormation, Kubernetes, or SaltStack.\n\nOverall we have a deeply technical product, trying to build something customers love to use, and have a lot of happy and satisfied customers. We promise interesting work, the ability to open source parts of the project which don't give us a business advantage, as well as healthy working hours.\n\nIf that sounds like fun to you, please apply at https://careers.spacelift.io/jobs/3006934-software-engineer-...\n\nYou can find out more about the product we're building at https://spacelift.io and also see our engineering blog for a few technical blog posts of ours: https://spacelift.io/blog/engineering"
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_8cedc677037577125a89",
    "grade": 0,
    "confidence": "high",
    "reason": "ML work is relevant, but hiring is for mid-level and senior roles rather than junior roles, and stated country eligibility is US rather than Mexico. Fully remote availability for a specific ML role and a no-degree policy are not established.",
    "evidence": [
      "Hiring at Manager/Director level as well as mid-level/Senior levels.",
      "REMOTE, HYBRID, and ONSITE (USA)"
    ],
    "unmet_requirements": [
      "Junior role",
      "Eligibility to work remotely from Mexico"
    ],
    "unknown_requirements": [
      "Fully remote work for the ML engineer role",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_48d136755c618c93",
        "ev_95dfea5e10991827",
        "ev_7ae4a1d2b783e959"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE, HYBRID, and ONSITE (USA)"
      ],
      "evidence_ids": [
        "ev_e2ccd2676eb72b43"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_10d83b25fed0144f"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "scala",
        "label": "Scala"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "SentiLink | https://www.sentilink.com/ | Engineering & Data Science | REMOTE, HYBRID, and ONSITE (USA) | Full Time\n\nPrimarily hiring in the U.S. for more senior level roles.\n\nWe’re hiring across Engineering (Full-stack and Infra) and Data Science / ML roles. Hiring at Manager/Director level as well as mid-level/Senior levels. We’re language-agnostic and hire for fundamentals.\n\nAcross the team you’ll see: • Python, Go, Rust, Scala • PostgreSQL, Snowflake • Kafka, Redis • Terraform, Kubernetes • ML: XGBoost, PyTorch, Feature stores, real-time scoring pipelines\n\nIf you love solving complex distributed systems challenges, building customer-facing ML products, or working on detection systems that must be both high-precision and low-latency, you’ll fit right in.\n\nRoles are here: https://jobs.ashbyhq.com/sentilink?utm_source=hacker_news\nIf you have questions, feel free to reach out directly at liz.woodfield at sentilink dot com.\n\nAt SentiLink, we stop identity fraud at scale. Our products protect banks, fintechs, marketplaces, and leading financial institutions from synthetic identity fraud, identity theft, and emerging threat. We analyze millions of applications while keeping real users moving fast.\n\nWe’ve seen tremendous traction and are growing extremely quickly. Our real-time APIs have helped verify hundreds of millions of identities, starting with financial services and rapidly expanding into new markets. SentiLink is backed by world-class investors including Craft Ventures, Andreessen Horowitz, NYCA, and Max Levchin.\n\nSentiLink supports a variety of ways to work, ranging from fully remote to in-office. We operate as a digital-first company with strong collaboration across the U.S. and India. We maintain physical offices in Austin, San Francisco, New York City, Seattle, Los Angeles, and Chicago in the U.S., and in Gurugram (Delhi) and Bengaluru in India. If you’re located near one of these offices, we would love for you to spend time in the office regularly. Some roles are hybrid or in-office by design. For example, our engineering team in India works primarily from our Gurugram office.\n\nWe’re a small, high-impact team solving one of the most interesting and adversarial problems in fintech: how do you build systems that reliably determine whether a real human is on the other side of a financial transaction?"
  }
}

{
  "judgment": {
    "query_id": "mobile_no_match",
    "job_id": "job_88d3423c4f47e903ba60",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on infrastructure strategy and team leadership, not iOS engineering. The listed USD 120k compensation does not establish the requested USD 400,000 annual minimum because its pay period is unstated.",
    "evidence": [
      "This role will lead the strategy and evolution of Crossref's infrastructure ecosystem, own the infrastructure roadmap, and lead and develop our Infrastructure Services Team.",
      "120k USD or local equivalent"
    ],
    "unmet_requirements": [
      "iOS engineering work"
    ],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year; the stated USD 120k has no specified pay period."
    ]
  },
  "posting": {
    "title": "Head of Infrastructure Services",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f848cb6d6e665b10"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_f848cb6d6e665b10"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_f4c0b3d653a06dae"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 120000.0,
        "min": 120000.0,
        "period": null,
        "currency": "USD",
        "original": "120k USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_384fa466b60adf8e"
      ]
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "java",
        "label": "Java"
      },
      {
        "id": "clojure",
        "label": "Clojure"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Crossref | Head of Infrastructure Services | REMOTE | Full-time | 120k USD or local equivalent\n\nI'm the Director of Technology at Crossref and I'm looking for a Head of Infrastructure Services to join my team. This role will lead the strategy and evolution of Crossref's infrastructure ecosystem, own the infrastructure roadmap, and lead and develop our Infrastructure Services Team.\n\nCrossref is a not-for-profit organisation that runs infrastructure that connects thousands of scholarly publishers and millions of research outputs, serving an increasingly diverse set of communities across scholarly publishing, research, funding, and beyond. Our system is a complex mix of legacy and modern components, some parts over 20 years old and tightly coupled, running on AWS with Terraform, Java, Clojure, Elasticsearch, and PostgreSQL. You'll play a key role in our efforts to modernise this system into a set of more loosely connected services.\n\nWe're looking for someone who's as comfortable getting into the weeds of cloud infrastructure as they are leading a team. If you've grown from a strong technical background into leadership, and enjoy using your technical expertise to help a team do its best work, this could be a great fit for you.\n\nThis role is fully remote, we are hiring globally, but we will need at least 2 hours overlap with European timezones.\n\nFull job description and application form here: https://www.crossref.org/jobs/2026-09-01-head-of-infrastruct... We don't use AI as part of the recruitment process, all applications are screened by me. For any questions, feel free to message me here: https://www.linkedin.com/in/dtkaczyk/"
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_92eda3c80b6193e74000",
    "grade": 0,
    "confidence": "high",
    "reason": "The firmware work matches, but the required in-person San Francisco arrangement conflicts with fully remote work from Mexico, and the 3+ years of experience requirement conflicts with junior work. The degree policy is unstated.",
    "evidence": [
      "We're looking for 3+ years of software or firmware engineering experience and a track record of shipping complex technical products end-to-end.",
      "This is a full-time, in-person role in San Francisco."
    ],
    "unmet_requirements": [
      "Junior role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Firmware Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_d7a8a3a2a46f9b18"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_403c5f992098825c"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "MIRA | Firmware Engineer | San Francisco, CA | ONSITE | Full-time\n\nMIRA builds lightweight AI glasses that act as a second brain: they remember conversations, answer questions in under a second, translate 60+ languages, and surface useful context through a private display. We recently sold out and shipped our first batch, and have raised $6.4M from General Catalyst, Naval Ravikant, Pillar VC, and others.\n\nWe're hiring a firmware engineer to work close to the hardware across C/C++ or Rust, RTOS, BLE, embedded Linux, microcontrollers, sensors and audio pipelines, power optimization, device communication, and low-level debugging. We're looking for 3+ years of software or firmware engineering experience and a track record of shipping complex technical products end-to-end. Consumer hardware and early-stage startup experience are strong pluses.\n\nThis is a full-time, in-person role in San Francisco. We can't provide current or future U.S. visa sponsorship.\n\nApply: https://go.trymira.com/pages/firmware-engineer/"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_933379e4e9c28e7234db",
    "grade": 0,
    "confidence": "high",
    "reason": "The role involves scientific machine-learning research for electronics, not UX/product design or user research.",
    "evidence": [
      "We’re looking for a Founding Researcher to work directly with the founders on physics-informed models for Electronics design — physical behavior, simulation, and scientific ML."
    ],
    "unmet_requirements": [
      "UX/product design and user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Researcher",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_4f86d4c8943c3233",
        "ev_cb58841ccd664852"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco",
        "ONSITE/REMOTE"
      ],
      "evidence_ids": [
        "ev_3547b3be55b3c35c",
        "ev_4d90d50dcf7d45c4"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "ORIGAMICS | Founding Researcher | San Francisco | ONSITE/REMOTE\n\nOrigamics is building AI models that reason about electronics and help turn schematics into production-ready boards.\n\nWe’re looking for a Founding Researcher to work directly with the founders on physics-informed models for Electronics design — physical behavior, simulation, and scientific ML. You’ll tackle open-ended research problems, push models from experiments to production and real hardware, and have the opportunity to publish novel research along the way.\n\nYou’ll likely be a good fit if you have strong ML/research fundamentals, enjoy 0→1 problems, and have experience with scientific ML, geometric deep learning, numerical methods, simulation, EE, or applied physics. PhD is a plus, not a requirement.\n\nApply: https://www.origamics.ai/join-us?ashby_jid=7acf3a2d-46a5-420...\n(Mention HN when applying.)"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_88a57f47783c8139c44a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for senior software engineering across infrastructure and security, not analytics engineering. Remote candidates are welcome, but eligibility to work from Mexico is not established.",
    "evidence": [
      "We're hiring across compute, security, platform engineering, network and edge protocols, release engineering, network architecture, client services engineering, and more.",
      "Onsite preferred, but remote candidates with a strong fit are welcome!"
    ],
    "unmet_requirements": [
      "Analytics engineering work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico"
    ]
  },
  "posting": {
    "title": "Software Engineers (Senior, Staff, Principal)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_1ac185252edabcff",
        "ev_40f47d486b0556d2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US, UK, EU, APAC ONSITE PREFERRED"
      ],
      "evidence_ids": [
        "ev_c8e56b5aa93afc4a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "GB"
      ],
      "evidence_ids": [
        "ev_15b689d108c623f6",
        "ev_e6c389d22ff8dc8b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "webassembly",
        "label": "WebAssembly"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "*Fastly | Software Engineers (Senior, Staff, Principal) | US, UK, EU, APAC ONSITE PREFERRED | Full-time*\n\nWhen you look at the headers of major websites, you’ll see us. If it has to be performant, secure, scaled worldwide, and always-on, it uses Fastly.\n\nWe're a global edge cloud platform for performance and security, emphasizing open standards, sustainable engineering, and resilience-by-design.\n\nWe're hiring across compute, security, platform engineering, network and edge protocols, release engineering, network architecture, client services engineering, and more.\n\nOnsite preferred, but remote candidates with a strong fit are welcome!\n\nRather than building walled gardens, we co-founded the Bytecode Alliance, heavily upstream our work to open standards, actively author IETF drafts, and power the global infrastructure for open-source Python, Rust, Ruby, OpenStreetMap, and much more.\n\n* The Stack: Rust, C/C++, Go, Javascript, Typescript, WebAssembly (Wasm/WASI), Wasmtime, Cranelift, eBPF/XDP, QUIC, HTTP, TLS, TCP, Varnish/VCL, Linux kernel internals, distributed systems, professional services.\n* Apply: https://www.fastly.com/about/careers"
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_961825fcef3266147788",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds genomics workflow infrastructure for local, HPC, and cloud environments, not embedded software running on tiny chips and communicating with sensors.",
    "evidence": [
      "The primary project we’re working on is a bioinformatics workflow execution engine for local, HPC, and Cloud called Sprocket (https://github.com/stjude-rust-labs/sprocket)."
    ],
    "unmet_requirements": [
      "Embedded software development for tiny chips and sensor communication."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Sr. Staff or Principal Software Engineer, Rust Genomics Infrastructure",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_7698ffa3ba88b22e",
        "ev_4eac4d55d1705012"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Memphis, TN",
        "ONSITE (2x/week onsite) or REMOTE"
      ],
      "evidence_ids": [
        "ev_7f3258e0608652ec",
        "ev_38505d28f48aa319"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 238160.0,
        "min": 125840.0,
        "period": null,
        "currency": "USD",
        "original": "$125,840 - $238,160",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_8ab163e51e5b6535"
      ]
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "single_role",
    "description": "St. Jude Children's Research Hospital | Sr. Staff or Principal Software Engineer, Rust Genomics Infrastructure | Memphis, TN | ONSITE (2x/week onsite) or REMOTE | $125,840 - $238,160 | https://www.stjude.org/\n\nSt. Jude Children's Research Hospital is hiring Rust software engineers to rebuild the genomics ecosystem in Rust. We work at the intersection of computer science and genomics, and we're trying to build a better foundation upon which genomics can be done using Rust. The primary project we’re working on is a bioinformatics workflow execution engine for local, HPC, and Cloud called Sprocket (https://github.com/stjude-rust-labs/sprocket). You can also check out the other projects we have going on at https://github.com/stjude-rust-labs.\n\nNOTE that prior experience in bioinformatics or biology is NOT required for any of the positions below. You must be interested in learning though! If you'd like to get a sense of what you'd be learning, check out the guide we wrote to teach software engineers about genomics here: https://learngenomics.dev.\n\n* Sr. Staff or Principal Software Engineer: https://talent.stjude.org/careers/JobDetail/Senior-Staff-Pri...\n\nWith any questions, email me at [email protected]. Please do not email me your application directly—be sure to submit it through the job portal."
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_93a2c46c1f9ef65b7cd6",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers engineering roles focused on models, backend agents, data pipelines, and ML infrastructure, not user research or designing and testing product experiences and prototypes.",
    "evidence": [
      "Xaira Therapeutics | Midlevel/Senior/Staff Engineers | Seattle or SF",
      "- Research Engineering: work on a modeling team with the goal of making a model better. You think in tensors, understand what makes a kernel fast, and obsess over training throughput."
    ],
    "unmet_requirements": [
      "Work interviewing users and designing and testing product experiences and prototypes."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "Seattle or SF"
      ],
      "evidence_ids": [
        "ev_7dac349dd7710c77"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Xaira Therapeutics | Midlevel/Senior/Staff Engineers | Seattle or SF\n\nXaira Therapeutics is developing biological foundation models (not LLMs) to hit undruggable targets and cure disease. We've put together an incredible cross-disciplinary team of pharma veterans who have brought drugs to market, drug designers/AI scientists from Nobel laureate David Baker's lab, and engineers from tech in order to meet the moment and build a company to reimagine how drugs are made in the pursuit of better medicines. We're not a SaaS company, and the ultimate goal is to see the medicines we make delivered to patients.\n\nI lead the engineering team and am hiring across multiple teams. There's:\n\n- Research Engineering: work on a modeling team with the goal of making a model better. You think in tensors, understand what makes a kernel fast, and obsess over training throughput.\n\n- X-Scientist: building an agentic copilot for drug development with access to our internal suite of tools. You have backend experience, have built tools for agents to interact with, and enjoy tinkering with agent harnesses.\n\n- Data Engineering: we generate large volumes of data from our lab that provide critical feedback loops to our modeling efforts. You either hate or love lakehouses, have a preferred ETL orchestrator, and are intrigued by the problem of capturing data off of lab instruments.\n\n- ML Platform: boy do we have some GPUs for you. Modeling teams need productive compute infrastructure, job scheduling, and numerous other affordances so that they can \"just focus\" on the model. You shudder at the words \"falling off the bus\", you have an opinion on how checkpoints should be recorded, and you've built tools that improve the modeling lifecycle.\n\nSend me an email to apply: [email protected]\nInclude a resume and tell me about something you've built that illustrates your skills."
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_93405f3497eeb9633f82",
    "grade": 0,
    "confidence": "high",
    "reason": "The requested work is infrastructure reliability and outage response. This role instead owns security strategy, threat detection, vulnerabilities, and security incident response; it does not describe operating container clusters or maintaining cloud deployment reliability.",
    "evidence": [
      "As Odyssey's first Security Engineer, you'll have full ownership of our security posture",
      "whether that's accelerating threat detection, streamlining vulnerability analysis, or improving how we respond to incidents."
    ],
    "unmet_requirements": [
      "Infrastructure reliability and operational outage-response work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Sr. Security Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_fd9eef5c6773a913"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US) or NYC"
      ],
      "evidence_ids": [
        "ev_48dca28747a4be73"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_e974c964db20ca17"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Odyssey | Sr. Security Engineer | Full-time | Remote (US) or NYC\n\nOdyssey is building the leading financial technology platform for school choice. We help families access funding for tuition, tutors, curriculum, software, and enrichment programs—empowering them with greater educational opportunities.\n\nWe’re well-funded, backed by top investors including Andreessen Horowitz (a16z), and we are rapidly scaling.\n\nAs Odyssey's first Security Engineer, you'll have full ownership of our security posture — shaping strategy, building programs from the ground up, and driving best practices across our entire technology stack and product suite. This is a high-impact, high-visibility role where your decisions will directly influence how we protect our customers, vendors, and employees.\n\nYou'll partner closely with cross-functional teams to embed security into everything we build and ship, champion solutions to emerging security challenges, and ensure we stay ahead of an evolving threat landscape. You're someone who embraces AI tools to work smarter — whether that's accelerating threat detection, streamlining vulnerability analysis, or improving how we respond to incidents.\n\nhttps://jobs.ashbyhq.com/odyssey"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_98fb97acb58ca5c48242",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for product engineering, not product design, and does not state compensation supporting the requested USD 400,000 annual minimum.",
    "evidence": [
      "Colonist | Product Engineer| Full-time | Remote & async",
      "You'll own features end-to-end and ship to a live player base within days."
    ],
    "unmet_requirements": [
      "Product designer role"
    ],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000"
    ]
  },
  "posting": {
    "title": "Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_6db55e49c005e216"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote & async"
      ],
      "evidence_ids": [
        "ev_090a9ed48e330341"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Colonist | Product Engineer| Full-time | Remote & async\n\nColonist.io is a multiplayer board game platform. ~20 people, millions of monthly players, no middle management between you and the product.\n\nYou'll own features end-to-end and ship to a live player base within days. Right now we're evolving the core experience and building toward a multi-game platform. The mission is to become the internet's biggest board game platform.\n\nThis role is a good fit if you: want to see your work matter at real scale without a large team around you, are comfortable with ambiguity and don't need someone to define your tasks, and use AI tools as a genuine multiplier in your workflow.\n\nMore on the role, culture and values: https://jobs.ashbyhq.com/colonist"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_9a25ede0cdb475175993",
    "grade": 1,
    "confidence": "high",
    "reason": "The role supports a production API and relational database infrastructure, but focuses on cloud operations rather than building server-side product features and endpoints.",
    "evidence": [
      "Day one, this is a cloud/platform role: you'd own the operational health of Placekey's stack, close out post-migration hardening, and have real input on where the infrastructure goes next.",
      "Looking for: 5+ years platform/cloud infra, production Kubernetes (EKS ideal), managed Postgres (backup/recovery/tuning), IaC, solid networking, strong Python/Bash."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Building server-side web product features and endpoints rather than operating their infrastructure."
    ]
  },
  "posting": {
    "title": "Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_77a3dd590e262461"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (USA)"
      ],
      "evidence_ids": [
        "ev_36b8c6047dbafc3f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_567550bcfe9fc5af"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "scala",
        "label": "Scala"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Senzing (entity resolution SDK) | Platform Engineer | Remote (USA) | Full-time\n\nSenzing builds enterprise entity-resolution SDK technology — an embeddable library that runs entirely inside customer infrastructure with zero data exfiltration. We're hiring a platform engineer to own the AWS infrastructure behind Placekey (our location-data subsidiary), a production API service running at scale.\n\nDay one, this is a cloud/platform role: you'd own the operational health of Placekey's stack, close out post-migration hardening, and have real input on where the infrastructure goes next. Over time the role grows to include internal IT and systems work (Active Directory, endpoint/laptop provisioning, Tailscale, security) — so we're looking for someone who's happy owning things end to end, not only the glamorous layer.\n\nStack: EKS Fargate, Aurora PostgreSQL, S3, Lambda, Cloudflare, API gateway (Kong/AWS), Terraform, Grafana/CloudWatch/Datadog. Apps are Scala and Rust.\n\nLooking for: 5+ years platform/cloud infra, production Kubernetes (EKS ideal), managed Postgres (backup/recovery/tuning), IaC, solid networking, strong Python/Bash. You don't need to be an expert on the IT/systems side today — but you should want to grow into it.\n\nRemote anywhere in the USA. Competitive salary, full health/dental/vision, 401(k) match, flexible PTO.\n\nTo apply: email [email protected] with your resume and a short note — tell us about a challenging production system you've owned end to end, including an incident where your monitoring missed something and what you changed afterward."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_9eea5af36e26c11972f4",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed engineering and data roles are senior, staff, or director positions, conflicting with the requested junior level. Fully remote work is supported, but Mexico eligibility and a no-degree policy are not established, and analytics engineering duties are not described.",
    "evidence": [
      "Staff Data Scientist - $222,033 USD + equity",
      "DuckDuckGo - all roles fully remote, but some US-only as noted."
    ],
    "unmet_requirements": [
      "Junior seniority"
    ],
    "unknown_requirements": [
      "Analytics engineering duties",
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Web Security Engineer, Browser Platform - $178,500 USD + equity; Senior Backend Engineer - $178,500 USD + equity; Staff Data Scientist - $222,033 USD + equity; Director, Data Science - $243,800 USD + equity (+4)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e7fa3f27de7237d5"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_bf6939f587af4a5b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "DuckDuckGo - all roles fully remote, but some US-only as noted.\n\nSenior Web Security Engineer, Browser Platform - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/a447e823-fd8f-438f-909...\n\nSenior Backend Engineer - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/53022b02-da3d-4fda-827...\n\nStaff Data Scientist - $222,033 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/9c381171-f346-4d7a-876...\n\nDirector, Data Science - $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/0269aeaa-8d8f-4c8d-b78...\n\nSenior Privacy Engineer - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/80797cf4-64b2-4e94-9d8...\n\nDirector, Privacy Engineering- $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/494caa52-2916-49f0-9c4...\n\nSenior Business Development Manager (USA) - $200,267 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/dc1027ae-8f6a-44eb-b11...\n\nDirector, Paid Marketing (Subscriptions) - (Remote within USA) - $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/f8570953-8ea3-4955-bfb...\n\nSenior Growth Marketing Manager (Subscriptions) (Remote within USA) - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/ec51a831-c582-425c-a8c...\n\nMore, including product and design roles: duckduckgo.com/careers"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_91c9f27764e878630168",
    "grade": 1,
    "confidence": "high",
    "reason": "This is a remote data-science role focused on classification models, rather than a senior analytics engineering role. Mexico falls within the stated North America region, but country-specific eligibility is not confirmed. No US-residency restriction is stated.",
    "evidence": [
      "You will develop and improve models that classify digital activity, identify meaningful privacy and security behaviors, and assess the confidence and significance of findings.",
      "Lokker.com | Data Scientist, Classification and Scoring | REMOTE: North America / Europe, UTC-8 to UTC+2 | Full-time"
    ],
    "unmet_requirements": [
      "The stated work is data science and model development, not analytics engineering."
    ],
    "unknown_requirements": [
      "Senior-level designation",
      "Country-specific eligibility to work remotely from Mexico"
    ]
  },
  "posting": {
    "title": "Data Scientist, Classification and Scoring",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d394a7ede4f8c973"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE: North America / Europe, UTC-8 to UTC+2"
      ],
      "evidence_ids": [
        "ev_c07e84261d8f74a9"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Lokker.com | Data Scientist, Classification and Scoring | REMOTE: North America / Europe, UTC-8 to UTC+2 | Full-time\n\nLokker is a privacy platform. We continuously analyze websites, applications, third-party technologies and data flows to identify privacy, security and consent risks in production. We have built a large proprietary dataset from years of observing real-world digital behavior, and we are hiring a data scientist to help us expand and improve the classification, scoring and risk intelligence built on it.\n\nYou will develop and improve models that classify digital activity, identify meaningful privacy and security behaviors, and assess the confidence and significance of findings.\n\nLooking for 2 to 4 years of production experience in data science and machine learning. Strong Python and SQL, pandas or Polars, scikit-learn and modern classification techniques, familiarity with model evaluation and explainability. Practical experience in training and evaluating supervised classification models on real PRODUCTION data, practical LLM experience beyond simple demonstrations, and curiosity about how websites and internet technologies actually behave. You do not need a privacy or adtech background. We will teach the domain.\n\nYou will work closely with engineering, product and privacy experts, and what you build goes directly into the product.\n\nIMPORTANT: the timezone range above is a hard requirement, not a preference. We cannot make an exception.\n\nON APPLICATIONS: we assume you used AI to help write it. So do we. What we cannot do is verify a claim that exists only in the document you sent us, so make sure the skills you claim are visible somewhere public: LinkedIn with real dates and role detail, GitHub, papers, Kaggle, a writeup, a talk. If your best work is under NDA, say so and describe it in your own words.\n\nA human reads every application. No keyword filter, no automated rejection.\n\nApply: https://lokker.com/careers/openings/data-scientist-classific..."
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_a0991c2153bb297871e6",
    "grade": 0,
    "confidence": "high",
    "reason": "The backend work matches, but the role is senior and primarily office-based in Berlin, conflicting with junior and fully remote requirements. Mexico eligibility and a no-degree policy are not established.",
    "evidence": [
      "We are currently looking for a Senior Rust Engineer to join one of our backend teams in Berlin.",
      "The role is primarily based in-office in Berlin, with a possibility for hybrid work (which can be discussed during the course of the interview)."
    ],
    "unmet_requirements": [
      "Junior role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Eligibility to work from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_98feaa8401ac42cb",
        "ev_73a7a334f88694d3"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany"
      ],
      "evidence_ids": [
        "ev_d42590c731189917"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_bde063243c7dab06"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Frequenz Energy-as-a-Service GmbH | Full-Time | Berlin, Germany\n\nWe are a vibrant technology company developing groundbreaking solutions that enable the rapid transition towards a world of decentralized energy. We’re helping companies to rapidly transition from being passive electricity consumers to becoming fully self-sustaining prosumers, capable of leveraging various renewable energy assets.\n\nWe are currently looking for a Senior Rust Engineer to join one of our backend teams in Berlin.\n\nThe role is primarily based in-office in Berlin, with a possibility for hybrid work (which can be discussed during the course of the interview).\n\nOur homepage: https://www.frequenz.com/\n\nApply here: https://www.frequenz.com/jobs/senior-rust-engineer\nWe would appreciate if you could attach links to your code examples from github, gitlab, or the like to your application.\n\n(PS: If you choose to apply, we would appreciate if you could mention that you have come from HN :) )"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_95a2ef88910718673724",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting lists engineering leadership, product, customer success, marketing, and compliance roles, not work transforming business data into revenue reports and dashboards. The company's data infrastructure focus does not establish reporting duties for these positions.",
    "evidence": [
      "Product Manager — Own product areas end-to-end, working closely with engineering and design to shape the roadmap and deliver a great developer experience.",
      "Senior Growth Marketer, Content & Video — Take the technical content our team already produces and multiply its reach: slicing long-form posts into social, video, and email, running our webinar program, and owning our social and lifecycle channels."
    ],
    "unmet_requirements": [
      "Work transforming business data into reliable revenue reports and dashboards."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_bac647873fe938b7"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US-Based / Remote"
      ],
      "evidence_ids": [
        "ev_45d6ce2d0182fc4a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_483ee7378ef17f53"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Estuary | US-Based / Remote | Full-time – https://estuary.dev/\n\nEstuary is a VC-backed, post–Series A startup powering right-time data replication and transform — from sub-second CDC replication to terabyte-scale OLAP data flows. We're open-source, developer-first, and focused on making data movement radically simpler across both our Platform and Applications layers.\n\nWe're hiring for:\n\nHead of Engineering — Own the engineering function end-to-end as a partner to our founder CTO: strategy, people, delivery, and operations across a compact but high-leverage team. You'll grow the leaders already running our teams, set technical strategy jointly with the CTO, and be accountable for what engineering ships and what it costs.\n\nProduct Manager — Own product areas end-to-end, working closely with engineering and design to shape the roadmap and deliver a great developer experience. Engage with users, translate real-world use cases into product decisions, and help define how modern data infrastructure should feel to build with.\n\nCustomer Success Manager — Own the post-sale relationship for our data engineering and platform customers as our first CS hire. You'll build onboarding, account health monitoring, and the expansion playbook from scratch while staying technical enough to resolve most issues yourself.\n\nTechnical Product Marketing Manager — Founding product marketing hire working closely with Estuary's Head of Marketing and Developer Relations team. Help shape how we position and communicate the platform to technical audiences through product launches, messaging, technical content, demos, customer stories, and developer-facing campaigns.\n\nSenior Growth Marketer, Content & Video — Take the technical content our team already produces and multiply its reach: slicing long-form posts into social, video, and email, running our webinar program, and owning our social and lifecycle channels. You're a hands-on writer, designer, and video editor who knows how to turn one strong piece into a dozen that actually get seen.\n\nSenior Compliance Engineer — Own our GDPR and PCI DSS programs while keeping our audited SOC 2 and HIPAA programs running smoothly, alongside hands-on ownership of identity, endpoint, and SaaS estate management. This is a governance-first role for someone who has run a compliance program end-to-end, not just contributed to one.\n\nWhat we're looking for: People who care about building reliable, maintainable systems and processes and enjoy working with complex APIs, data flows, or customer relationships. We value curiosity, clear communication, and a willingness to learn.\n\nBonus points for experience with CDC tools, open source contributions, or fast-paced startups.\n\nTo apply: Email your resume to [email protected]"
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_9e5e6c1f3501b0bbd28d",
    "grade": 0,
    "confidence": "high",
    "reason": "The speech ML work and worldwide remote arrangement fit, but the posting seeks an expert with production-system experience rather than a junior engineer. Whether a university degree is required is unstated.",
    "evidence": [
      "We're looking for an expert in modern voice AI to support this work.",
      "- have built and operated production ASR or speech-processing systems",
      "Renaissance Philanthropy | Research Engineer (Speech AI/ML) | Remote (worldwide)"
    ],
    "unmet_requirements": [
      "Junior-level role"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Research Engineer (Speech AI/ML)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_0e8dc07d1738e210"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (worldwide)"
      ],
      "evidence_ids": [
        "ev_f09293acb3ad56da"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_69b83d93a166afbb"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Renaissance Philanthropy | Research Engineer (Speech AI/ML) | Remote (worldwide)\n\nRenaissance Philanthropy's aim is to activate a virtuous circle of increasing ambition and impact between philanthropists and innovators: by identifying frontier experts both in science and in new ways of solving problems; by tapping into the growing number of emerging philanthropists; and by building multi-sector initiatives that can harness the power of philanthropy, markets, and governments.\n\nRenPhil's Engineering Hub supports mission-driven, grant-funded educational technology projects that seek to improve educational outcomes in fundamental skills like math and reading. This summer we're launching a program called LEVI Literacy, which has a goal of halving the number of struggling readers in the US within 5 years.\n\nWe're looking for an expert in modern voice AI to support this work. Our partner teams are building tools that assess and support early reading directly from children's speech in real classrooms — oral reading, spoken vocabulary tasks, whole-class instruction. These are hard, meaningful speech problems: young children's voices, noisy multi-speaker environments, and high stakes for getting it right — and fair — for every student.\n\nWe're looking for folks who:\n\n- have built and operated production ASR or speech-processing systems\n\n- know the full data-to-model pipeline: collection, annotation, fine-tuning, evaluation, and deployment\n\n- can speak the languages of both research and engineering\n\n- want to help create a world where all children learn to read well.\n\nIf this sounds like you, please apply!\n\nhttps://www.renaissancephilanthropy.org/careers"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_a6d6dae0f7f68ab2a4ae",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes strong UI/UX responsibilities but is primarily a senior founding software engineer position, not a dedicated product design or user research role.",
    "evidence": [
      "You will own massive surfaces end-to-end, making foundational architectural decisions for our entire platform.",
      "Strong UI/UX experience with an obsession for user simplicity is a must."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "User research responsibilities are not stated."
    ]
  },
  "posting": {
    "title": "Lead Founding Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_cb71141a3818488d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Sugar Land / Houston, TX (HYBRID)"
      ],
      "evidence_ids": [
        "ev_5e4b3271a9b2e65e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 120000.0,
        "period": null,
        "currency": "USD",
        "original": "$120k–$160k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_9098bfbb0501e77e"
      ]
    },
    "skills": [
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "dotnet",
        "label": ".NET"
      },
      {
        "id": "grpc",
        "label": "gRPC"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Axo | Lead Founding Engineer | Sugar Land / Houston, TX (HYBRID) | Full-time | $120k–$160k + Founding Equity\n\nWant to help out healthcare providers? Clinicians using our software are already saving hours a day and loving their job again. We are building Axo to make the software layer as invisible and ambient as possible, letting clinicians direct 100% of their attention to patients rather than screens.\n\nOur first market is orthotics and prosthetics (O&P), the field designing braces and artificial limbs that restore human mobility and underserved by the tech sector. You’ll join as a founding engineer working directly with myself (former Google SWE) and my co-founder (one of the US's best known O&P clinicians), and small engineering team we want to grow.\n\nYou will own massive surfaces end-to-end, making foundational architectural decisions for our entire platform. We've got a massive pipeline ahead and need your help to build it. And we participate in humanitarian missions to expand prosthetic access in critical parts of the world like Ukraine and Sri Lanka.\n\n- The Stack: C#/.NET, gRPC, SolidJS/TypeScript, and PostgreSQL, built with strict domain-driven design and rigorous testing.\n\n- How we work: Flexibility! Love AI-assisted speed coding? Go for it. Prefer to write by hand because your mental model is faster than prompting? Perfect. We only care about delivering safely and quickly.\n\n- Requirements: Senior-level depth with production systems, a strong habit of domain modeling, and a philosophy that defaults to simplicity. Strong UI/UX experience with an obsession for user simplicity is a must.\n\nTo apply, email me directly at [email protected] with a short story about a favorite technical challenge you solved end-to-end. Please put \"HN\" in the subject line! MUST be in Texas."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_a5daf4cdc91900922101",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised systems, hardware, and founder's-office roles do not match analytics engineering, and mandatory in-office work explicitly conflicts with fully remote work from Mexico. A no-degree policy is not established.",
    "evidence": [
      "We are not flexible on in-office work because of operational requirements - please do not apply if you can't relocate/work from office.",
      "Hiring across OS, software, and hardware."
    ],
    "unmet_requirements": [
      "Analytics engineer work",
      "Fully remote from Mexico"
    ],
    "unknown_requirements": [
      "Junior analytics engineer availability",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_1d5df76e99db987f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Noida, India (Delhi NCR)"
      ],
      "evidence_ids": [
        "ev_d9b57713e92eb174"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "IN"
      ],
      "evidence_ids": [
        "ev_ea9e78d93f159d1e"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Stpkr Technologies | Noida, India (Delhi NCR) | ONSITE | Multiple roles\n\nStpkr Technologies is hiring for the following roles to build the next generation of wearable devices.\n\nWe are currently looking for the following roles but we are also open to interviewing any candidates who feel like they will do their best work here - even if your skillset/experience doesn't fit the current defined roles. Our current team doesn't fit the conventional mold, and we don't expect our future hires will either. If you don't fit the advertised roles, just send us a mail per the same process with whatever job title would fit you the best.\n\nWork is in person near Noida Sector 18, walking distance from Sector 18 Metro Station. We prefer in office work, and for you to be located within Delhi/NCR, Pay is competitive (9-12 LPA), and there are opportunities to earn meaningful equity down the line. We prefer current and recent undergraduates for our roles. If you are still in college we welcome you to apply nonetheless provided you can work as an intern for us in person. Super-flexible overall and all of our current team started out as interns. We are not flexible on in-office work because of operational requirements - please do not apply if you can't relocate/work from office.\n\nHiring across OS, software, and hardware. AI policy across all roles: you should be able to do the work without AI, and much faster with it.\n\nSystems Engineer - Everything at the OS layer. You've rooted phones, flashed custom ROMs, broken and fixed Linux for fun. Comfortable in C/C++. GitHub with kernel-adjacent or LineageOS-type projects a plus. Stack: Android, Linux, C, C++, Java. Filter: send us something you built where you had to fight the OS or hardware.\n\nHardware Engineer - Bring-up/Debug/Integration - Take EVT/DVT boards and make them work. Comfortable with J-Link and IDE debugging, reading schematics and reference designs. KiCad/Altium/EasyEDA hobby work would make you ideal. PetaLinux experience or hunger to learn it. ECE undergrad fine. Filter: photo of a board you designed or debugged, plus what went wrong.\n\nHardware Engineer - Power/RF/Wireless - Make the power and RF paths behave on EVT/DVT boards. Hands-on with schematic capture, layout, soldering, scope/logic analyzer. Given two unknowns, you pick one and start measuring. Filter: sensor fusion work, how noise behaves across protocols, and SPI debug chops.\n\nFounder's Office - Work closely with the founder and the rest of the team to manage the day to day and long term affairs of the company, the Man Friday of the company. Must have a decent degree of technical knowledge (we are a tech company after all) and be efficient at administrative tasks as well as management. Speed and learning ability are prized here, there will not always be a clear path to the work you have to do here, so you will have to figure some of it out on your own.\n\nTo apply, contact [email protected] with the subject line \"HN - Human\" and a brief intro for further communication. Attach any documents you deem useful there. Please include the role you are applying for at the top of the email if it is one of the above mentioned, otherwise whatever role fits you best. Shortlisting will be online, interviews will be in person. We are hiring quickly, expect to hear back from us within 2-3 days of applying. If you don't, assume you will not. If you are using an AI agent to mass apply for jobs and we can tell, then you will not hear back. Use an expensive one :P (reiterating this, because we receive so much AI spam now. Thanks for your time!"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_a3a0c3c37a9f04f51c1a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for staff-level platform engineering rather than junior analytics engineering, and explicitly requires US residence, conflicting with working remotely from Mexico. The degree policy is unstated.",
    "evidence": [
      "Staff Platform Engineer | REMOTE (US) | Full-time",
      "Sorry, given our industry and size, you must be in the US and able to work without visa sponsorship."
    ],
    "unmet_requirements": [
      "Junior analytics engineer role",
      "Remote work eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Staff Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7c20626ec1629770"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_30e36e02b7b0e18a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_126799f0306ad698"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "airflow",
        "label": "Airflow"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Enrollment123 | https://e123insurtech.com | Staff Platform Engineer | REMOTE (US) | Full-time\n\nWe are SaaS platform that connects Insurance Carriers, Agencies and Agents, and enables sales to consumers.\n\nMy team is hiring a Staff Platform Engineer to keep things running smoothly and help our engineers modernize and build new products.\n\nWe are responsible for:\n\n- security for PCI and HIPAA data\n- AWS infrastructure that serves millions of people every month\n- developer tools and infrastructure to allow our teams to deliver\n- data engineering and operational support\n- automation, monitoring, and on-call rotations (especially during Open Enrollment!)\n\nOur stacks include:\n\n(70% --) SQL Server + ColdFusion\n(25% ++) Postgres + node/typescript\n(5%) Airflow + python\n\nIt's not a flashy product or stack I'll admit, but we have a lot of opportunities to improve the product and a lot of growth potential to expand our impact. Happy to tell you more!\n\nIf you're interested, email me at [email protected] with your honest, hand-written resume. I don't want some super polished AI bullshit, show me your real experience! The interview process is hopefully short and sweet: 1) meet with me for a quick intro to ensure we'll be a good mutual fit, 2) advance to a technical interview with the team, then 3) a last culture + company info session so you have all the info to make a decision.\n\nSorry, given our industry and size, you must be in the US and able to work without visa sponsorship."
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_a0c3f4dd2642b0fdccd5",
    "grade": 1,
    "confidence": "high",
    "reason": "Quantitative trading research is plausibly relevant to predictive modeling, but the posting does not explicitly describe model training, production deployment, or ongoing evaluation and monitoring.",
    "evidence": [
      "Nice to have: experience with LLM-assisted development, experience building quantitative trading algorithms",
      "we’re interested in how you generated the idea, tested it, communicated to others, and implemented it."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Training predictive models as a core responsibility",
      "Deploying models into production",
      "Model evaluation and production monitoring"
    ]
  },
  "posting": {
    "title": "Quantitative Researcher",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_51c6801d9dfc1a8b",
        "ev_1a54a74e1cff0cdc",
        "ev_7882b3593d9e358c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "SF / Seattle / US"
      ],
      "evidence_ids": [
        "ev_e3b58703f67a1721"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9a28da242b8b2d80"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 375000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k - $375k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_4ca7abbdbfd95b4f"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Amplify Renewables | Quantitative Researcher | SF / Seattle / US | Hybrid (Remote Possible) | Full-Time | $200k - $375k (all cash) | https://www.amplifyrenewables.com\n\nWe're a systematic energy trading company trading virtuals and PTPs across the US. We are hiring a mid-level quantitative researcher; the ideal candidate is process oriented and has a team-first approach. You would work closely together with the founders to build out our expansion in the US with focus on PJM. Our team is ex-D.E. Shaw, Optiver, and Stanford. We're bootstrapped, profitable, and growing. Compensation is all-cash and paid from company profits, not venture funding.\n\nWhat we're looking for:\n\n- 3+ years of experience trading virtuals/PTPs/FTRs on US ISOs (experience with PJM strongly preferred)\n\n- Fluent Python skills (e.g. numpy, matplotlib, pandas, or similar)\n\n- Fluency with statistics (e.g., sampling, biases, t-stats)\n\n- Crisp written communication — we're deep-work focused and async-heavy\n\nNice to have: experience with LLM-assisted development, experience building quantitative trading algorithms\n\nHybrid, based in San Francisco or Seattle. Fully remote US-based exceptions can be made if the candidate is a particularly strong/good fit. Candidates are expected to work in person 3 days a week.\n\nApply: email [email protected] with resume + an (optional) short note on a research project you’ve owned end-to-end; we’re interested in how you generated the idea, tested it, communicated to others, and implemented it. Please mention HN.\n\nSearch terms: quantitative trading, energy, power markets, ISO, forecasting, electricity, PJM"
  }
}

{
  "judgment": {
    "query_id": "security_constraints",
    "job_id": "job_a16e3658c82676e5034c",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly seeks a senior security engineer and lists remote work in Australia, conflicting with the requested junior role remote from Mexico. It does not state whether a university degree is required.",
    "evidence": [
      "Senior Security Engineer (product security)",
      "REMOTE (AUS)"
    ],
    "unmet_requirements": [
      "Junior security engineer role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Security Engineer (product security)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_fe3698feab69f0cd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (AUS)"
      ],
      "evidence_ids": [
        "ev_bf1ac15d7a62dc10"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Zepto | Senior Security Engineer (product security) | REMOTE (AUS) | https://zepto.bamboohr.com/careers/104\n\nAs a Senior Security Engineer (Product Security), you will play a significant role in keeping our product safe and secure by building on and maturing Zepto's product security practices. You will work hands-on and shoulder-to-shoulder with Engineering and Product teams, providing guidance and coaching across the software development life cycle while continuing to raise the bar on our security expectations and capability.\n\nThis is a security role at its core, but not a gatekeeping one. We are builders – we expect you to read and write production-level code, build tooling and automation, and contribute paved-road solutions that engineers actually want to use.\nReporting to the Security Engineering Lead, you will work closely with them to develop and build Zepto's product security strategy and approach. You will apply a consultative and advisory approach when working with the wider Zepto team, empowering them to work confidently and to use the self-service capabilities you help establish.\n\nWe have excellent working relationships with our developers and we need to keep it that way. We are not the team of no. We are the team that helps make things better.\n\nZepto is moving quickly towards an AI-native way of building and operating. You will be someone who is already experimenting with AI and agentic tooling, or is genuinely keen to, and who is open to developing the skills to secure these systems as we adopt them.\nWithin the Security team, you are the go-to person for:\n\nSecure development practices\nVulnerability management\nSecurity architecture advice\n\nWorking in a scale-up, means you get the opportunity to flex your skills in a variety of ways. We are agile and always willing to roll up our sleeves to get things done. You can, however, expect your day to day to be involved in the following:\n\nCoach engineering teams and collaborate to ensure every step of the software development life cycle follows security best practices\nDesign, build and maintain security tooling, automation and paved-road controls as production-quality software\nConduct security assessments and architecture reviews of Zepto's applications and services\nEmbed within project teams to ensure they are effectively considering information security risk and prioritising security controls\nEstablish and document security architecture and practices in collaboration with the Security Engineering Lead, Product and Engineering teams\nWork with the Security Engineering Lead to support Zepto's adoption of AI and agentic systems, and experiment with AI tooling to improve how the Security team works\nHelp manage application security incidents in collaboration with the rest of the Security team"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_a8d8395bac03c71859cf",
    "grade": 0,
    "confidence": "high",
    "reason": "The role centers on production software operations and advanced AI prompting, not transforming business data into revenue reports and dashboards.",
    "evidence": [
      "An experienced developer who has genuinely run software in production — deployments, incidents, on-call. And a black-belt prompter.",
      "BOSS-IQ is an AI strategic-planning product for owner-operators of small and medium businesses."
    ],
    "unmet_requirements": [
      "Work transforming business data into reliable revenue reports and dashboards."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "CTO Partner",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a4d4fcce4e414e85"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (worldwide)"
      ],
      "evidence_ids": [
        "ev_04ab556c00fae734"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_305b5d06af480fec"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "single_role",
    "description": "BOSS-IQ | CTO Partner | REMOTE (worldwide) | Full-time | Istanbul-based company | https://boss-iq.com\n\nBOSS-IQ is an AI strategic-planning product for owner-operators of small and medium businesses. The boss describes an idea that has been stuck for years; a research-and-question session returns an implementation-ready plan. In production since June, hand-onboarding our first paying customers since August, invitation-only.\n\nI am looking for a partner rather than a first hire, and I need two things in one person. An experienced developer who has genuinely run software in production — deployments, incidents, on-call. And a black-belt prompter. I mean that as a level, not a flourish. The tell: if you watch other developers work in AI environments and feel real frustration — everyone prompts, most prompt badly — and you have quietly built your own standing rule files, your own context discipline, your own reusable prompt library, then you already know what I am describing. That is the rarer of the two skills, and the one I weight hardest.\n\nUnder the product, 60+ specialist agents run continuous extraction over each customer's documents and sessions into a persistent, per-company memory: every fact dated and traced to its source sentence, contradictions kept rather than overwritten — a discipline we call Total Capture. Patent-pending since July, in context engineering.\n\nStack: TypeScript throughout. A NestJS API plus a separate NestJS worker on Railway, Next.js 16 / React 19 on Vercel, Postgres with Prisma, Redis and BullMQ, Pinecone, S3-compatible storage. Agents are LangChain.js / LangGraph ReAct agents on Anthropic Claude across three model tiers, with OpenAI embeddings. Every prompt body and model config lives in one versioned master file synced to LangSmith, never hardcoded in TypeScript.\n\nI am the founder, and not an engineer — thirty years a strategy consultant, first terminal at the end of 2022. A contract developer built the first ~20,000 lines between December and February. Since February I have been the only developer, and it is now about 264,000 lines of TypeScript. I wrote the prompts first, 18,500 lines across 79 agent files, and the code came after to serve them.\n\nThat was the environment, not me: 45 interconnected instruction files deploying sub-agents, around 300,000 words of standing rules, orchestrated by one always-on kernel that classifies each session, auto-attaches the rules matching the files being touched, and generates sub-agentic plans for the work.\n\nCompensation is the honest startup shape: generous equity, austerity salary. No number here — it is set against what you currently earn, and that is a conversation rather than a billboard.\n\nFull posting: https://boss-iq.com/cto-partner.html\n\nApply: https://boss-iq.com/apply-cto.html — one question at a time, ending by asking you to write the prompts you would use on day one, not code. I read every one myself.\n\nOr write to me directly: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_a9246ee30277a0368ae9",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is a senior engineering position building AI systems, not a UX/product design or user research role. Attention to user experience does not establish design or research duties.",
    "evidence": [
      "We’re looking for a senior, hands-on engineer to tackle:",
      "- Core agent, product, and infrastructure systems"
    ],
    "unmet_requirements": [
      "UX/product design or user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Member of Technical Staff",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_404f20c2547cc04a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco or New York"
      ],
      "evidence_ids": [
        "ev_480c42e82303dfa7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Shared Context Lab | Member of Technical Staff | San Francisco or New York | ONSITE | Full-time\n\nShared Context Lab (https://sharedcontextlab.com) is building adaptive personal AI that understands the texture of real life: relationships, routines, responsibilities, and goals. Our closed beta is garnering very positive feedback and retention. We’re venture backed + incubated at iconic design firm IDEO.\n\nWe’re looking for a senior, hands-on engineer to tackle:\n\n- Core agent, product, and infrastructure systems\n\n- Context, memory, orchestration, and tool use\n\n- Simulation environments for users, schedules, relationships, and multi-agent interactions\n\n- Evaluations for long-horizon agent behavior, reliability, and safety\n\nWe care a lot about high agency, collaboration, and high ownership mentality. Strong product judgment and care for user experience matter as much as technical rigor.\n\nApply here: https://sharedcontextlab.com/mts or reach out at [email protected]"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_aa8f60ec42678fe08445",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is senior backend engineering focused on payment infrastructure and a game engine, not analytics engineering. Remote work is stated, but eligibility to work from Mexico is not established.",
    "evidence": [
      "Senior Backend Engineer, Payments, Ledger & Provable Fairness",
      "- A server-authoritative game engine - seeds, nonces, outcome computation"
    ],
    "unmet_requirements": [
      "Analytics engineering work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "Whether employment is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Senior Backend Engineer, Payments, Ledger & Provable Fairness",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_589f6823e5f8dbd2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (2h overlap with US Pacific)"
      ],
      "evidence_ids": [
        "ev_243150baa35dd729"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160.0,
        "min": 120.0,
        "period": "hour",
        "currency": "USD",
        "original": "$120-160/hr",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_35ed8359d68e38fb"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Noricum | Senior Backend Engineer, Payments, Ledger & Provable Fairness | REMOTE (2h overlap with US Pacific) | Contract to permanent | $120-160/hr | Start by 14 Sep\n\nI'm the founder of Noricum where we build platforms – currently the money infrastructure, ledger, engine and payment rails behind a pre-launch wagering platform with a Steam skins economy. The games, a cashier and a bet ledger are built and live as a front end, with written specs for the server contract: ledger schema, refusal table, round lifecycle, every game's arithmetic. Processing and licensing are secured. The server does not exist. That is the job. You would own:\n\n- A server-authoritative game engine - seeds, nonces, outcome computation\n- A double-entry ledger where balance is derived and no client write can change it\n- Server-side enforcement of every limit and refusal\n- Payment rails idempotent under duplicated webhooks\n- Seed custody and the provably-fair lifecycle\n- An affiliate system with referral attribution and commission payouts\n\nMust have shipped: a double-entry ledger or equivalent money system in production, a payment integration including webhook idempotency, auth and sessions you built and operated, and infrastructure you owned end to end. Provably-fair systems, settlement-side gaming or trading infra, or Steam trade automation all stand out.\n\nEmail [email protected] with your start date and a few lines on the last money system you shipped - what it guaranteed, and how you knew it held."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_aa9cae6bb5f735aeecba",
    "grade": 1,
    "confidence": "high",
    "reason": "The data engineering role involves business stakeholders and data, but the posting does not specify revenue reporting, dashboards, or ensuring reporting reliability.",
    "evidence": [
      "Data Engineer",
      "Working with stakeholders--and understanding what their pain points are--is more important than optimizing a query."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Transforming business data into reliable revenue reports and dashboards"
    ]
  },
  "posting": {
    "title": "Data Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_f3db8384af755849"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid NYC"
      ],
      "evidence_ids": [
        "ev_d17b7b582d47afcc"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Cerity Partners (https://ceritypartners.com) | Data Engineer | Full Time | Hybrid NYC\n\nWe are a RIA looking for an incredibly inquisitive person who enjoys rolling their sleeves up and diving into data. Technology is only part of the role. Working with stakeholders--and understanding what their pain points are--is more important than optimizing a query.\n\nhttps://ceritypartners.wd12.myworkdayjobs.com/en-US/ceritypa..."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_ab316083952e42fd07fc",
    "grade": 0,
    "confidence": "high",
    "reason": "The analytics role is explicitly senior/staff and restricted to US/Canada, conflicting with junior work remotely from Mexico. The degree policy is unstated.",
    "evidence": [
      "Sr./Staff Analytics & Data Architecture Engineer (US/Canada)",
      "REMOTE (US/Canada/Brazil/Poland/UK/India)"
    ],
    "unmet_requirements": [
      "Junior analytics engineer role",
      "Eligibility to work remotely from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Sr./Staff Security Engineer (Brazil); Sr./Staff Analytics & Data Architecture Engineer (US/Canada); Sr./Staff Java Backend Engineer (Brazil/Poland); Staff Web SDK Engineer (US/Brazil/India/Canada/Poland/UK) (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_46654a1e869b38aa"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US/Canada/Brazil/Poland/UK/India)"
      ],
      "evidence_ids": [
        "ev_dad68d33846602fd"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA",
        "BR",
        "PL",
        "GB",
        "IN"
      ],
      "evidence_ids": [
        "ev_39e215af5c506f8a",
        "ev_90690f0e84088e67",
        "ev_d48a7d66339c6c3e",
        "ev_9bee94e26869c1e0",
        "ev_ba929ac1d2242011",
        "ev_95cd44a1d8cf84e5"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Oscilar.com | Sr/Staff Software Engineers, Security Engineer, Data Scientist | REMOTE (US/Canada/Brazil/Poland/UK/India)\n\nFull-time AI Risk Decisioning™ platform that helps organizations manage onboarding, fraud, credit, and compliance risks\n\nOpen roles:\n\n- Sr./Staff Security Engineer (Brazil)\n- Sr./Staff Analytics & Data Architecture Engineer (US/Canada)\n- Sr./Staff Java Backend Engineer (Brazil/Poland)\n- Staff Web SDK Engineer (US/Brazil/India/Canada/Poland/UK)\n- Data Scientist (US/Canada)\n\napply at: https://jobs.ashbyhq.com/oscilar?utm_source=HackerNews"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_a801ed0c76acd675c391",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for backend platform engineering rather than analytics engineering and explicitly limits remote work to the US, conflicting with remote work from Mexico and the exclusion of US-restricted jobs.",
    "evidence": [
      "Remote (US) Close (https://close.com) | Senior/Staff Backend Engineer, Backend Platform | Full-time",
      "You'd build for other engineers: the paved-road patterns under our Python/Flask API layer (REST + GraphQL, auth, permissions, migrations), the Flask→FastAPI path, production observability standards, and our AI dev platform — DevDawg (cloud dev environments for the whole stack) and Spice (our agent layer that already auto-approves simple PRs)."
    ],
    "unmet_requirements": [
      "Analytics engineering work",
      "Remote eligibility from Mexico",
      "Exclude jobs restricted to US residents"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior/Staff Backend Engineer, Backend Platform",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7b88964c621ca994"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_39d7a9234b8f8524"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Remote (US) Close (https://close.com) | Senior/Staff Backend Engineer, Backend Platform | Full-time\n\nWe're bootstrapped, profitable, and 130 people, all remote, building an AI-powered CRM. We're spinning up a new Backend Platforms team and you'd be one of the first hires — unusual influence over what it owns.\n\nYou'd build for other engineers: the paved-road patterns under our Python/Flask API layer (REST + GraphQL, auth, permissions, migrations), the Flask→FastAPI path, production observability standards, and our AI dev platform — DevDawg (cloud dev environments for the whole stack) and Spice (our agent layer that already auto-approves simple PRs). Making Spice safe across more of our review surface is the team's biggest project.\n\nStack: Python, Flask, FastAPI, GraphQL, TaskTiger, Rust, TypeScript, Kafka, Redis, MongoDB, PostgreSQL, Elasticsearch, Docker, Kubernetes, AWS.\n\nLooking for: deep Python, shipped LLM/agentic work to real users, daily coding-agent use with a real POV, strong observability and API design instincts.\n\nAlso: ~5 weeks PTO + winter break, optional 4-day week at 80% pay, 1-month sabbatical every 5 years, 99% of medical premiums covered, 401k match to 6%.\n\nOur code: https://github.com/closeio (TaskTiger, SocketShark, ciso8601)\nEng blog: https://making.close.com\nApply: https://jobs.ashbyhq.com/close/5bf4629b-d2ee-4129-980f-e31b9..."
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_ac77b685b8c0e8c77bc8",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting concerns AI application engineering and cloud security, not C++ microcontroller firmware development.",
    "evidence": [
      "Senior Software/AI Engineer: build AI agents/copilots for BD, clinical, comp bio, and lab teams, MCP-style servers, pipelines into a governed knowledge graph.",
      "DevSecOps Engineer: own security architecture for AI agent infra — threat models, agent permissioning, secure CI/CD, detection/IR for AI-native threats, HIPAA-aligned data governance."
    ],
    "unmet_requirements": [
      "C++ microcontroller firmware engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software/AI Engineer + DevSecOps Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_407becd6b1ed7506"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC, ONSITE 3-4 days/wk"
      ],
      "evidence_ids": [
        "ev_0b072943b77dac5c"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180-200K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_7d658fd214f68018"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Pathos AI | Senior Software/AI Engineer + DevSecOps Engineer | NYC, ONSITE 3-4 days/wk | Full-time | $180-200K + equity | VISA (transfer only)\n\nPathos is building Foundry, an AI-native platform pairing the largest foundation model in oncology with 200+ petabytes of multimodal patient data. Backed by a $365M Series D; pipeline now spans 4 clinical assets, including new licensing deals with AstraZeneca and Alphamabs. Small teams of 2-4 experts orchestrate hundreds of AI agents. NY-based candidates preferred. https://pathos.com\n\nSenior Software/AI Engineer: build AI agents/copilots for BD, clinical, comp bio, and lab teams, MCP-style servers, pipelines into a governed knowledge graph. ~6-8+ years, Python + TypeScript, shipped LLM workflows to production (LangGraph), own services end-to-end.\n\nDevSecOps Engineer: own security architecture for AI agent infra — threat models, agent permissioning, secure CI/CD, detection/IR for AI-native threats, HIPAA-aligned data governance. ~6+ years security eng, GCP, IaC, hands-on incident response.\n\nApply: [email protected] — one sentence on relevant production work you've shipped."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_b4a60422df7d064fd16f",
    "grade": 1,
    "confidence": "high",
    "reason": "The senior full-stack product engineering opening is plausibly relevant to server-side web development, but the posting does not establish endpoint or relational database work.",
    "evidence": [
      "+Senior Product Engineer (full-stack):",
      "We're working at the forefront distributed systems engineering, interface design, and agentic computing to bring about the infrastructure platform we've always wanted."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work building web product endpoints",
      "Work with relational databases"
    ]
  },
  "posting": {
    "title": "+Senior Product Engineer (full-stack); +Brand Designer - Web; +Senior Growth Marketer; +Senior Product Marketer (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d592542cb93b6e24"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Worldwide)"
      ],
      "evidence_ids": [
        "ev_5cc4038f6e04ab0f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_522bffffe485459a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Railway | Senior Product Eng (full-stack), Brand Designer - Web, Senior Growth Marketer, Senior Product Marketer, Account Executive, Scale| REMOTE (Worldwide) | https://railway.com/careers\n\nDo you feel scared and alone when opening the AWS console? Do you wish you could just tell Claude to manage your infra, and it would just work? Do you dream of a future where software is abundant and developers and normies alike are free to build their wildest dreams?\n\nWe're Railway, and we think infrastructure can be better. We're working at the forefront distributed systems engineering, interface design, and agentic computing to bring about the infrastructure platform we've always wanted. So far we've built out a platform loved by 3M+ users and we're just getting started.\n\nFair warning! The problems are complex: racking and stacking servers, home-rolled hypervisors, cut-above container orchestration, over/under/whateverlay networks, virtio device drivers, edge proxies, IAM that doesn't suck, kitchen sinks - we need to build it and we're looking for likeminded individuals who think this stuff is fun.\n\nFive open roles (apply below!):\n\n+Senior Product Engineer (full-stack):\n-Apply here: (https://railway.com/careers/full-stack)\n\n+Brand Designer - Web:\n-Apply here: (https://railway.com/careers/brand-designer-web)\n\n+Senior Growth Marketer:\n-Apply here: (https://railway.com/careers/growth-marketer)\n\n+Senior Product Marketer:\n-Apply here: (https://railway.com/careers/product-marketer)\n\n+Account Executive, Scale\n-Apply here: (https://railway.com/careers/account-executive-scale)"
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_b5562227d6b18635843a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for C#/.NET development rather than developer education and explicitly requires onsite work in Germany, conflicting with fully remote work from Mexico. Junior level and a no-degree policy are not stated.",
    "evidence": [
      "We're hiring 4 C#/.NET developers.",
      "ONSITE (partial home office)"
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico",
      "Developer educator role"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Software Developer C#/.NET (4 openings)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_a1ce09033675a0bd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Isny im Allgäu, Germany"
      ],
      "evidence_ids": [
        "ev_85f7c69f6c04a79b"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_e1e034353801baa6"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "dotnet",
        "label": ".NET"
      }
    ],
    "role_kind": "single_role",
    "description": "motan | Software Developer C#/.NET (4 openings) | Isny im Allgäu, Germany | ONSITE (partial home office) | Full-time | NO VISA (EU work authorisation required)\n\nmotan builds the equipment that feeds plastics processing - drying, mixing and conveying material into injection molding and extrusion machines. Our equipment runs in manufacturing worldwide.\n\nWe're hiring 4 C#/.NET developers.\n\nFull job posting: https://www.motan-group.com/en/news/career/jobs/detail/softw...\n\nI'm the architect of the software platform. My mail is in my profile - write me directly if you are interested or have questions."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_b1c34142321b3f750090",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is ML/AI engineering rather than analytics engineering and explicitly requires hybrid work in Belgium, conflicting with fully remote work from Mexico. Recent graduates are welcome, but the degree policy is not explicit.",
    "evidence": [
      "Klassif.ai | ML/AI Engineer | Hybrid (Leuven, Belgium; remote 3 days/week)",
      "All credentials welcome, including recent graduates. We’ll shape the role around you. What matters is creativity and visible engagement with the field."
    ],
    "unmet_requirements": [
      "Analytics engineering work",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "ML/AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_e0ede6f91b0af44b",
        "ev_1fe9207f210f1e30"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid (Leuven, Belgium; remote 3 days/week)"
      ],
      "evidence_ids": [
        "ev_823c94d501f01aec"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "BE"
      ],
      "evidence_ids": [
        "ev_2099abcc84a42192"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Klassif.ai | ML/AI Engineer | Hybrid (Leuven, Belgium; remote 3 days/week)\n\nWe started off naively as just another intelligent document processing SaaS. Years of experience have shown us where the real pain points and value lies. Join my AI team and be horrified by how many critical business processes rely on email. Then help me execute on our ambitious roadmap!\n\nIf you find yourself nodding along with the following statements, you may be a good fit:\n\n- You enjoy getting your work into the hands of users\n\n- You’re okay debugging a stray tensor in the morning and designing services in the afternoon\n\n- You care about the field of AI and interact with its community\n\n- You can ‘sense’ when a loss curve is doomed\n\n- You’ve fine-tuned LLMs, even just for fun\n\n- You’ve been thinking a lot about agents lately, for some reason\n\n- You don’t mind the odd bit of customer support (it’s where we get our best insights!)\n\nAll credentials welcome, including recent graduates. We’ll shape the role around you. What matters is creativity and visible engagement with the field.\n\nWho may apply: EU citizens or holders of a Belgian work permit. (Everything else is more admin than we have time for.)\n\nhttps://klassif.ai/careers/ai-ml-engineer"
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_b37d3adf5a47da7e8a70",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting describes software-related technical work, but does not establish embedded programming on tiny chips or communication with sensors.",
    "evidence": [
      "A large part of that work is currently related to software factory construction."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Software running directly on tiny chips",
      "Communication with sensors"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "SF Bay (Peninsula)"
      ],
      "evidence_ids": [
        "ev_d5db87fa8d4aa107"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Diffusion | All | SF Bay (Peninsula) | On site, full-time\n\nJustin here, founder @ Diffusion. Formerly co-founder & CTO @ StrongDM.\n\nWe're finding the steepest gradients in the economy between model capability and deployed practice. A large part of that work is currently related to software factory construction.\n\nAll career stages welcome (including new grads). We are particularly interested in:\n\n* Current/former founders\n\n* High consequence / high criticality technical backgrounds\n\n* Top decile communicators (writing, speech, video) who also make computer go brrr\n\nPlease expect satisfying, dignifying intensity.\n\nEmail [email protected]"
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_b644fe86bea0096101e7",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised software work concerns building-design generation and a full-stack platform, not microcontroller firmware. No embedded firmware role is listed.",
    "evidence": [
      "Staff Software Engineer (building generation): https://jobs.ashbyhq.com/reframesystems/799455e3-0671-4a2f-9...",
      "Full Stack Software Engineer (platform): https://jobs.ashbyhq.com/reframesystems/c651981d-017b-4041-9..."
    ],
    "unmet_requirements": [
      "Microcontroller firmware engineering work"
    ],
    "unknown_requirements": [
      "Use of C++"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_7bc2c6d1c4da7923",
        "ev_c0fc7535103775b6"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Boston, MA"
      ],
      "evidence_ids": [
        "ev_6bd0fdce66c0e0bc"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Reframe Systems | Boston, MA | ONSITE or HYBRID | Full-time\n\nWe're creating housing on a mass scale through a network of robotic microfactories producing highly-customized buildings, from ADUs and cabins through townhomes and mid-rise apartments. We build with industrial efficiency while making buildings for an exact footprint, scale, style, and level of finish to fit any market, regardless of how tight the site or the zoning.\n\nThe core software problem is producing buildings designs without the typical months of design development and engineering. You can design natively in our building system or import existing designs, taking in a high-level architectural schematic and using that to generate a detailed manufacturable 3D model of the building (every stud, sheet of OSB, nail, electrical outlet, etc.) used to drive professional engineer review, permitting, and production. A compiler for a building.\n\nStaff Software Engineer (building generation): https://jobs.ashbyhq.com/reframesystems/799455e3-0671-4a2f-9...\n\nFull Stack Software Engineer (platform): https://jobs.ashbyhq.com/reframesystems/c651981d-017b-4041-9...\n\nWe're also hiring mechanical engineers, structural engineers, and architects.\n\nApply here: https://jobs.ashbyhq.com/reframesystems"
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_af49989016ab1500ad9f",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised C++ work concerns blockchain systems software, not microcontroller firmware engineering. Language overlap alone does not establish a match.",
    "evidence": [
      "We write the core software that runs it: a parallel-execution EVM, a custom state database, and a BFT consensus client, all developed in the open.",
      "Senior Software Engineer (C++ / Rust): https://jobs.ashbyhq.com/category-labs/a0af69a1-8a77-4bda-b5..."
    ],
    "unmet_requirements": [
      "Microcontroller firmware engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f8c49ac557b63adf"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote and NYC"
      ],
      "evidence_ids": [
        "ev_4eb853fb57e22617"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Category Labs | https://www.category.xyz/ | Remote and NYC | Full Time | $200K USD+\n\nCategory Labs (formerly known as Monad Labs) is a team of systems engineers and researchers on a mission to design and build at the frontier of decentralized technology. We strive to design and build step-function improvements over existing blockchain solutions. After raising $225M in series A funding, led by Paradigm, we are growing our team.\n\nWe’re the team behind Monad, a high-performance, EVM-compatible Layer 1 whose public mainnet is now live. We write the core software that runs it: a parallel-execution EVM, a custom state database, and a BFT consensus client, all developed in the open.\n\nRecruiting outreach from Category Labs will always come from a @category.xyz email address. We currently don't work with external or third-party recruiters, so anyone claiming to recruit for Category Labs from another company isn't legitimate. If someone reaches out about a role, check their email address and confirm the role on our Careers Page: www.category.xyz/category-careers.\n\nSenior DevOps / Infrastructure Engineer: https://jobs.ashbyhq.com/category-labs/55b5fe17-e7b4-4679-b4...\n\nSenior Software Engineer (C++ / Rust): https://jobs.ashbyhq.com/category-labs/a0af69a1-8a77-4bda-b5...\n\nSenior Software Engineer, Formal Verification: https://jobs.ashbyhq.com/category-labs/4717412e-8243-4eb9-be...\n\nSenior Software Engineer, Compiler: https://jobs.ashbyhq.com/category-labs/e5c34899-cea1-4d25-be..."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_b7baad2d2c906cb3c04d",
    "grade": 2,
    "confidence": "high",
    "reason": "Both full-stack roles include server-side web development, API endpoints, and relational database work. The request does not exclude frontend responsibilities.",
    "evidence": [
      "Both openings are full stack on the core platform: Go backend, React/TypeScript frontend, PostgreSQL and Redis.",
      "What we look for in both roles: REST and WebSocket APIs with real networking fundamentals (HTTP, connection lifecycle), and relational databases including schema design and query optimization."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Full Stack Engineer* $142,723 - $172,723 USD; Staff Full Stack Engineer* $172,724 - $227,135 USD",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_829125c7c5d99085"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US and Canada)"
      ],
      "evidence_ids": [
        "ev_9a61ea521ce5251c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_076a18eab30d03ed",
        "ev_decd3c4d27ad8f75"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Mattermost | Remote (US and Canada) | FT | Multiple roles\n\nMattermost (https://mattermost.com) is an open-core collaboration and workflow automation platform for air-gapped, on-prem and private clouds. Our customers are in defense, intelligence, security and critical infrastructure, including the USAF and NASA. Y Combinator led our Series B, their largest open source investment at the time.\n\nBoth openings are full stack on the core platform: Go backend, React/TypeScript frontend, PostgreSQL and Redis. The codebase is public (https://github.com/mattermost/mattermost), so most of what you build is too. We would rather hire people who ship and own complex software end to end than chase an exact stack match, so any systems or backend language and any frontend stack counts. What we look for in both roles: REST and WebSocket APIs with real networking fundamentals (HTTP, connection lifecycle), and relational databases including schema design and query optimization.\n\nWe use coding agents daily (Claude Code, Cursor, and others) for scaffolding, refactors, code review and test generation, and we treat that as core craft rather than a shortcut around the fundamentals. If you have a track record of shipping and owning complex software end-to-end, we want to hear from you.\n\n*Senior Full Stack Engineer* $142,723 - $172,723 USD\nArchitect and ship full stack features end to end, own the testing strategy for what you ship, and build internal tooling and testing infrastructure that makes the rest of the team faster. You will work without close supervision and hold the security and compliance bar our customers require. Nice to have: distributed systems and high availability architecture, regulated-environment security, open-source contributions, experience on remote-first teams.\n\nJoin our team: https://job-boards.greenhouse.io/mattermost/jobs/5379251008\n\n*Staff Full Stack Engineer* $172,724 - $227,135 USD\nSet technical direction for the platform rather than for a feature area: architecture and roadmap across the stack, the standards for how the org uses coding agents, and the strategy for internal tooling and testing. You will influence direction across teams, partner with security and compliance on it, and mentor senior engineers. Nice to have: staff, principal or tech lead experience elsewhere, open-source maintainership, FedRAMP or ITAR familiarity, defense or critical infrastructure background.\n\nJoin our team: https://job-boards.greenhouse.io/mattermost/jobs/5405811008\n\nBoth roles have Canadian postings: https://job-boards.greenhouse.io/mattermost"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_aecad691ebca8d52968c",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves data pipelines feeding analytics, which is adjacent to business reporting, but its focus is backend engineering rather than creating revenue reports and dashboards.",
    "evidence": [
      "We build real-time learning AI: the APIs and data pipelines connecting live user and merchant behavior to systems that learn from it.",
      "Looking for 5+ years building production backend systems, hands-on agentic AI coding experience, and experience with APIs/data pipelines feeding analytics or ML systems."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Responsibilities for transforming business data into reliable revenue reports and dashboards are not stated."
    ]
  },
  "posting": {
    "title": "Backend Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_8437234021c995c8"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_6a0db8a60927feaf"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_40ead314a0a6dd8b"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 190000.0,
        "min": 165000.0,
        "period": null,
        "currency": "USD",
        "original": "$165k–$190k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_ebc434e4a7e43808"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "single_role",
    "description": "Product Genius | Backend Engineer | REMOTE (US) | Full-time | $165k–$190k + equity\n\nWe build real-time learning AI: the APIs and data pipelines connecting live user and merchant behavior to systems that learn from it. Patented tech, backed by $35M in DARPA-funded R&D. AI-native team, you'll use agentic coding tools daily, including running multiple parallel sessions, on a fast-moving codebase. We share context, not tickets.\n\nLooking for 5+ years building production backend systems, hands-on agentic AI coding experience, and experience with APIs/data pipelines feeding analytics or ML systems. Python, SQL, TypeScript, React.\n\nApply: https://jobs.ashbyhq.com/productgenius/b9f0cb32-612d-45ff-bc..."
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_b84888f956ba712d623c",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves writing code and sharing knowledge with teammates, but its primary focus is platform development rather than teaching programmers through tutorials, workshops, and code examples.",
    "evidence": [
      "-You will write clean, maintainable, and scalable code in C++ and share your knowledge with the team."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Teaching programmers through tutorials and workshops",
      "Creating working code examples for instructional use"
    ]
  },
  "posting": {
    "title": "(Senior) Software Engineer – Platform Development",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_9ade1a796baa8906",
        "ev_7bc899035b81e438"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Bergisch Gladbach, Germany",
        "ONSITE or PARTIALLY REMOTE"
      ],
      "evidence_ids": [
        "ev_f660b5835474b6cc",
        "ev_f6edeb30a9a60ad7"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_399869f2e36e9b75"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Miltenyi Biotec | (Senior) Software Engineer – Platform Development | Bergisch Gladbach, Germany | ONSITE or PARTIALLY REMOTE | Full-time\n\nFor 35 years, Miltenyi Biotec has been developing innovative medical devices to empower biomedical research and advance medical treatments. This is how we are pushing the boundaries of cell and gene therapy and personalized medicine. To realize our vision, we combine sophisticated research with advanced engineering solutions in agile software development, data science, internet of things, artificial intelligence and connectivity. Today, more than 4,800 experts from over 50 countries contribute to breakthrough innovations and sustainable success.\n\nWe are looking for a (Senior) Software Engineer in Platform Development. You will contribute to the development and enhancement of our company-wide software platform, playing a key role in implementing a state-of-the-art technology platform for software development in our medical GMP (Good Manufacturing Practice) and RUO (Research Use Only) instruments. In this role, you will take on significant technical responsibilities and act as a key point of contact for collaboration with various teams and stakeholders.\n\n- You will contribute to the platform roadmap and its implementation, collaborating with project and program managers, software architects, feature owners, requirements engineers, UX/UI designers, developers, and testers. You will drive the platform’s technical advancement and ensure high-quality, on-time delivery.\n\n- You will continuously advance the software platform by developing innovative solutions used across software and instrument products while driving our transition to an AI-first engineering and development approach.\n\n-You will write clean, maintainable, and scalable code in C++ and share your knowledge with the team.\n\n- You will collaborate closely with other departments in our interdisciplinary and international environment, including other software development teams, biologists, IT, Quality, Regulatory Affairs, Service, and Marketing.\n\n- You will support communication with external stakeholders, contribute to critical business decisions, and provide input and ideas to shape the future of our global software development organization.\n\nIf this interests you, apply here: https://www.miltenyibiotec.com/DE-en/about-us/careers/open-p..."
  }
}

{
  "judgment": {
    "query_id": "mobile_intent",
    "job_id": "job_ae2b5577c93e3d2fc7f2",
    "grade": 0,
    "confidence": "high",
    "reason": "The stated work is building environments for AI model training, not developing native iPhone apps. No iOS app development, offline functionality, or App Store release duties are described.",
    "evidence": [
      "We build environments that frontier AI labs use to train their models to do real-world software engineering."
    ],
    "unmet_requirements": [
      "Intended work building native iPhone apps"
    ],
    "unknown_requirements": [
      "Offline app behavior responsibilities",
      "App Store release responsibilities"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_98890e2d955bcb4e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA (Onsite)"
      ],
      "evidence_ids": [
        "ev_a2e6751df9ffbf96"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Mechanize | San Francisco, CA (Onsite) | Junior SWE ($300k + equity + bonus), SWE ($350k + equity + bonus), Research Engineer, Alignment ($300k-$400k + equity + bonus)\n\nApplying takes <2 min: https://www.mechanize.work/apply/\n\nWe build environments that frontier AI labs use to train their models to do real-world software engineering. We have more demand than we can keep up with, so we're hiring fast."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_b91dbe15612018a279b7",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers experienced software engineering roles rather than junior analytics engineering, and its stated eligible country is the US, conflicting with working from Mexico. Fully remote availability and a no-degree policy are not established.",
    "evidence": [
      "Tier 3 roles are typically 5-10 years experience with $140-$180K total comp. Tier 4 roles are 11-20 years experience, $210-$264K total comp.",
      "US"
    ],
    "unmet_requirements": [
      "Junior analytics engineer role",
      "Eligibility to work remotely from Mexico"
    ],
    "unknown_requirements": [
      "Fully remote arrangement for the role",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Back-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_feb5f0be82a34610",
        "ev_b778c37d031fc41e",
        "ev_28a216b5ceb39dcf"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US – Remote and Hybrid"
      ],
      "evidence_ids": [
        "ev_d8f2d3f855f4a312"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_5a059bfa2d8b5394"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 264000.0,
        "min": 140000.0,
        "period": "year",
        "currency": "USD",
        "original": "$140K-$264K annual",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2eff3b284d40dddd"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Prophet Town LLC | Various Software Engineering Roles | US – Remote and Hybrid | English fluency required | Full-time | $140K-$264K annual total comp (multiple)\n\nWe are a people-first, boutique tech agency creating on-demand teams and software solutions for long-standing clients. These clients trust us to practice engineering excellence as though we were members of their own staff. Our leadership team is ex-Fortune 100 with software engineering backgrounds: we’re still coding. Notable recent projects include a gigantic ERP migration for Anduril, and working with Surge Labs to help develop some of the frontier LLM models from the big guys themselves (yes, seriously). This is a remote-first agency, but some projects involve onsite work.\n\nI’m the founder and CEO, and I’m trying to do what I call “enlightened business”. I take responsibility for both staff and clients, and I look for people who approach their work with a similar sense of ownership.\n\nFor September 2026: our current work would especially benefit from from ai-forward senior engineering expertise that can design RL benchmarks, red-team model outputs, and create rubrics to evaluate and enhance the agentic coding capabilities of various frontier models. We received 216 applications in our August posting, and issued offers to approximately 10 (still following up with a few).\n\nApplicants must meet a high bar - I intend to have a personal relationship with every hire. In return you’ll get:\n\n* Flexibility and a low-bureaucracy environment\n\n* Clients that won’t treat the vendor like “the B Team”\n\n* The chance to act as a code architect, not just implement tickets\n\n* Exposure to a wide variety of industries and modern challenges\n\n* Me as your personal champion and advocate\n\nFeel free to submit, even if you already did in the past.\n\nCurrent roles available:\n\nBack-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4\n(Typescript/Javascript, React, NextJS; Ruby on Rails; Python; DevOps, and third-party API integrations)\n\nTier 3 roles are typically 5-10 years experience with $140-$180K total comp. Tier 4 roles are 11-20 years experience, $210-$264K total comp. Higher tiers exist, and we always welcome exceptional applications.\n\nPlease apply using this Google Form: https://forms.gle/tZwq7j2Ldwcas1wb7."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_bc07fd76c9565fc34724",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for staff/principal software engineering, not junior analytics engineering. Remote work is stated, but eligibility from Mexico and a no-degree policy are not established.",
    "evidence": [
      "Staff/Principal Software Engineer (Full-Stack, AI, Backend, Platform)",
      "REMOTE (Some crossover w/ PST required)"
    ],
    "unmet_requirements": [
      "Junior role",
      "Analytics engineering role"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Staff/Principal Software Engineer (Full-Stack, AI, Backend, Platform)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c9488237c7723821"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Some crossover w/ PST required)"
      ],
      "evidence_ids": [
        "ev_75aa90d0c9330adf"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9245b00038b8466f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 205000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170k-$205k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_41ee19461d4a6f55"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Seeq | https://seeq.com | Staff/Principal Software Engineer (Full-Stack, AI, Backend, Platform) | REMOTE (Some crossover w/ PST required) | Full-time | $170k-$205k + annual cash bonus + equity. Salary range for US-based; local adjustments for other countries. Seeq creates cutting-edge data analytics software for industrial process data, serving sectors like pharmaceuticals, energy, and manufacturing. Our core product is a robust calculation engine capable of executing advanced math and machine learning algorithms on streaming time-series data. By leveraging generative AI, we enhance usability and accelerate outcomes for our users.\nWe've built up a great remote culture (e.g. annual meetups, home office allowance, generous PTO, a remote office app we created to collaborate) and a dev team that enjoys tackling hard problems that make a difference for our customers (dev blog for more: https://geeq.seeq.com/).\n\nBe sure to mention that you came from Hacker News in your application!\n\nStaff/Principal Backend Software Engineer (JVM, Postgres): https://apply.workable.com/seeq/j/CDBF1AE73C\n\nStaff Full-Stack (React, Python, AI Technologies): https://apply.workable.com/seeq/j/1378093793\n\nStaff/Principal Full-Stack (React, JVM, Postgres): https://apply.workable.com/seeq/j/610FB07CEB"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_bd1de4e71a71e0bbfaa6",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting restricts remote eligibility to the US, conflicting with working remotely from Mexico. Its duties also focus on agentic AI platform engineering rather than analytics engineering.",
    "evidence": [
      "REMOTE (US)",
      "- Agent orchestration: tool calling, planner/executor and multi-agent patterns, MCP/A2A integrations with enterprise systems"
    ],
    "unmet_requirements": [
      "Remote work eligibility from Mexico; exclude US-restricted jobs.",
      "Analytics engineering work."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Staff Engineer – Agentic AI",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f56b05bae58fb0cc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_3dcd6571a51b6a8e"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f7f8cc6ac4042583"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 175000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2444dbe21e7e48c1"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "Republic Services | Staff Engineer – Agentic AI | REMOTE (US) | Full-time | $175k is our salary midpoint + 20% target bonus\n\nRepublic Services is the second largest environmental services companies in North America — ~40K employees, thousands of trucks, hundreds of facilities, and a mountain of operational data that has never had an AI layer on top of it. We have a backlog of hundreds of Agentic AI ideas that we need to deliver and a foundation of ontologies, evaluations, guardrails, etc... that we need to build.\n\nWe're hiring a Staff Engineer now to be the first hire and plan to expand the team aggressively. You will own that platform end to end, not manage the people.\n\nWhat you'll work on\n\n- Agent orchestration: tool calling, planner/executor and multi-agent patterns, MCP/A2A integrations with enterprise systems\n\n- Making enterprise context reliably available at inference time — retrieval, memory, hybrid search, reranking, access controls\n\n- LLMOps that isn't hand-wavy: evals and golden datasets, prompt/agent versioning, tracing, token and cost budgets, CI/CD for agents\n\n- Safety in a regulated enterprise: prompt injection, data exfiltration, PII handling, human-in-the-loop, audit logging\n\nYou should have\n\n- 7–10+ years building and scaling production systems, with recent, hands-on GenAI/agentic work in production (not just demos)\n\n- Shipped agents or LLM pipelines at scale\n\n- Solid data chops — vector stores, chunking, hybrid search, knowing when retrieval is the wrong answer\n\n- Cloud experience (we're primarily AWS / Bedrock); comfortable with both containers and serverless\n\n- Track record of technical leadership and mentoring without needing a manager title\n\nNice to have: LangGraph / Semantic Kernel / PydanticAI, GraphRAG, knowledge graphs, LangFuse/LangSmith, multimodal.\n\nComp & benefits: $175k is our midpoint for salary + 20% annual target bonus, 401(k) with company match, ESPP, medical/dental/vision, PTO. Remote eligible, prefer AZ timezones +/-1. Not sponsorship eligible.\n\nWhy you should want to work here: We build cool stuff\n\nemail me ([email protected]) directly with the most interesting agent you've shipped."
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_bee8e084ff439dcad167",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers onsite software engineering roles, not developer educator work, and explicitly conflicts with the fully remote requirement. Junior seniority, Mexico eligibility, and a no-degree policy are not supported.",
    "evidence": [
      "NYC Onsite Roles | apply at: https://jobs.ashbyhq.com/permitflow?departmentId=d33195eb-89...",
      "1. Staff Software Engineer - $200K-275K + equity"
    ],
    "unmet_requirements": [
      "Fully remote work",
      "Developer educator role"
    ],
    "unknown_requirements": [
      "Junior-level availability",
      "Eligibility to work from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Staff Software Engineer - $200K-275K + equity; Fullstack Software Engineer - $125-245K + equity; Senior Frontend Engineer - $125K-245K + equity; 1. Staff Software Engineer - $200K-275K + equity (+2)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_600c68ba4d17ff08"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY"
      ],
      "evidence_ids": [
        "ev_d2310f449f525545"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "PermitFlow (YC W22) | Staff, Fullstack & Frontend Software Engineers | New York, NY | ONSITE | Full-time | https://permitflow.com\nPermitFlow’s mission is to streamline and simplify construction permitting in the $1.6 trillion United States construction market. Our software reduces time to permit, supporting permitting end-to-end including permit research, application preparation, submission, and monitoring.\n\nWe recently raised a $54M Series B led by Accel with participation from Kleiner Perkins, Felicis, Altos Ventures, and YC.\n\nPermitting is a challenging yet interesting problem; thousands of municipalities across the United States have their own processes and requirements - many which are continually updating. Software, AI, and LLMs provide an exciting opportunity for us to reason at scale and distill a nuanced and localized permitting process into a standard and streamlined experience for our customers.\n\nWe're looking for customer-obsessed, ambitious, and hard-working teammates who are excited about solving a real-world problem with technology at its helm.\n\nNYC Onsite Roles | apply at: https://jobs.ashbyhq.com/permitflow?departmentId=d33195eb-89...\n\n1. Staff Software Engineer - $200K-275K + equity\n\n2. Fullstack Software Engineer - $125-245K + equity\n\n3. Senior Frontend Engineer - $125K-245K + equity\n\nhttps://permitflow.com/hiring"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_c5e9533f75cd34cb0e93",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting restricts remote work to the US or Canada, excluding remote work from Mexico. It also does not explicitly offer a senior analytics engineer role.",
    "evidence": [
      "ONSITE NYC or REMOTE (US/Can)",
      "Data Scientist - AI/ML (Mid & Sr Levels)"
    ],
    "unmet_requirements": [
      "Remote work from Mexico"
    ],
    "unknown_requirements": [
      "Availability of a senior analytics engineer role"
    ]
  },
  "posting": {
    "title": "Senior Platform Security Engineer; Backend Engineer (Mid Level); Data Scientist - AI/ML (Mid & Sr Levels); Product Performance Analyst (+2)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_c1d2d35b01551e2c",
        "ev_d80e602a35e9908b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE NYC or REMOTE (US/Can)"
      ],
      "evidence_ids": [
        "ev_bb31b4e1d1d76240"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f3038a45fbdf7190"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170-240K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_1c3913c7d14a38ea"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Spade | Multiple Engineering, AI/ML Data Science, and Revenue Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity\n\nSpade is the data and AI platform for modern finance. We take messy transaction data and turn it into structured, verified records — with a platform, models, and tooling that help our customers use it everywhere it matters.\n\nWe're looking for extraordinary builders to play a foundational role in a company designed for scale:\n\n- Senior Platform Security Engineer\n\n- Backend Engineer (Mid Level)\n\n- Data Scientist - AI/ML (Mid & Sr Levels)\n\n- Product Performance Analyst\n\n- Account Executive - Enterprise\n\n- Account Manager - Enterprise\n\nWe're well-funded by top investors (YC/a16z/OAK), and known for building intentional, inclusive culture. We offer competitive compensation (salary + equity) and comprehensive benefits.\n\nIf interested, please apply here (https://spade.com/careers/) and mention this post."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_be6bb3e7e8e0fcfea9e9",
    "grade": 1,
    "confidence": "high",
    "reason": "The ClickHouse engineer opening is plausibly relevant to backend engineering, but duties are unspecified and no salary establishes the required USD 400,000 annual minimum.",
    "evidence": [
      "* we're hiring: ai research engineer, technical customer success managers (americas & emea), technical account executives, technical content writers, bdr team lead, SREs (americas), clickhouse engineer, and more.",
      "* public compensation calculator! see immediately what you'd get paid"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the engineering opening involves backend engineering duties.",
      "Base salary of at least USD 400,000 per year."
    ]
  },
  "posting": {
    "title": "Technical CSMs, Technical Content Writers, AI Research Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_889a2b8127627419"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (all remote)",
        "Hiring GMT-8 to GMT+2"
      ],
      "evidence_ids": [
        "ev_d71c12d1b7cbd0a2",
        "ev_4bfde2799d8b7586"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "clickhouse",
        "label": "ClickHouse"
      }
    ],
    "role_kind": "single_role",
    "description": "PostHog | Full-Time | Technical CSMs, Technical Content Writers, AI Research Engineer | REMOTE (all remote) | Hiring GMT-8 to GMT+2 | PostHog makes your product self-driving.\n* we have a public handbook (posthog.com/handbook) if you want to learn how we work, pay and more in complete detail.\n\n* we are growing through more autonomy and transparency not through process.\n\n* we have a ton of scale and a bunch of super interesting technical problems to solve\n\n* we're building 20 more products over the next couple of years, so you could end up building one of those\n\n* public compensation calculator! see immediately what you'd get paid\n\n* we're hiring: ai research engineer, technical customer success managers (americas & emea), technical account executives, technical content writers, bdr team lead, SREs (americas), clickhouse engineer, and more.\n\nhttps://posthog.com/careers"
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_c33eb0ca3b0bf614c2e1",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting supports predictive modeling and technology deployment, but does not state responsibilities for model evaluation or production monitoring.",
    "evidence": [
      "Machine learning and predictive modeling",
      "We are hiring across several positions - from entry level to senior - to support the development and deployment of technology for our biopharma and life sciences customers focusing on:"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Model evaluation responsibilities",
      "Production model monitoring responsibilities"
    ]
  },
  "posting": {
    "title": "Senior Software Engineer, Software Engineer, Senior AI Researcher, AI Researcher",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_185ddddb197e51b7",
        "ev_1e4d3cfbeda94c80"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Cambridge, MA, Bethesda, MD",
        "ONSITE (US, hybrid)"
      ],
      "evidence_ids": [
        "ev_b3e61f8ba539a02c",
        "ev_d5b17fc41f603186"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_fc2ed5e74184bd77"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Netrias | Senior Software Engineer, Software Engineer, Senior AI Researcher, AI Researcher | Cambridge, MA, Bethesda, MD | ONSITE (US, hybrid) | Full-time | www.netrias.com/careers\n\nNetrias is a fast-growing Artificial Intelligence (AI) company that specializes in the application of machine learning models for data harmonization and curation. We apply these technologies within the biopharma and life sciences domains, and are increasingly expanding the domains and applications we can apply them to.\n\nWe are hiring across several positions - from entry level to senior - to support the development and deployment of technology for our biopharma and life sciences customers focusing on:\n\n- Data harmonization and curation\n- Machine learning and predictive modeling\n\nWe have several new, exciting efforts that we are looking for support on. Are you, or someone you know, passionate about multi-omics data integration and AI-ready data? If so, please reach out!\n\nTo learn more and apply:\n\nwww.netrias.com/careers"
  }
}

{
  "judgment": {
    "query_id": "mobile_intent",
    "job_id": "job_bb5696ce191062cd9493",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting offers full-stack product engineering, but does not establish native iPhone app development, offline functionality, or App Store release responsibilities.",
    "evidence": [
      "We're looking for senior engineers looking for full-stack, product work."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Native iPhone app development",
      "Building offline app behavior",
      "Managing app store releases"
    ]
  },
  "posting": {
    "title": "Senior Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_8a91d1b38cc66872"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY (On-Site)"
      ],
      "evidence_ids": [
        "ev_f9f694288e8e1f82"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Neon Commerce | https://neonpay.com | Senior Software Engineer | New York, NY (On-Site) | Full-time\n\nI run the engineering team at Neon, the commerce platform for mobile games. We're working on making it easier for game developers to monetize their games. We're going after the Apple/Google duopoly by creating ways for developers to reach their players directly and avoid the App Store tax.\n\nWe're a small team, and growing quickly. We just raised our Series A and are focused on expanding to more countries, growing our commerce offering, and scaling the core product.\n\nWe're looking for senior engineers looking for full-stack, product work. The stuff you build will ship directly to our customers (game developers) and their customers (game players). There's a lot to own and manage, and you'll sit alongside a world-class team in doing so.\n\nYou can apply here: https://jobs.ashbyhq.com/Neon/86131334-4a12-4e86-8b53-d81651... - I review every resume myself. (Don't forget to add your favorite game!)"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_bf6f1ff8a31ad20f0ceb",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires onsite work in Los Angeles, conflicting with fully remote work from Mexico. It does not establish a junior product designer opening or a no-degree policy.",
    "evidence": [
      "Apex Space | Multiple Roles | Full-Time | Onsite | Los Angeles, CA | apexspace.com",
      "NOTE: Due to federal law, you must be a US person (citizen, green card holder, some other classifications) to work at Apex Space."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Product designer opening",
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_95e1ec47b580001b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Los Angeles, CA"
      ],
      "evidence_ids": [
        "ev_c32330d32d9516d2"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Apex Space | Multiple Roles | Full-Time | Onsite | Los Angeles, CA | apexspace.com\n\nApex Space is building standardized spacecraft platforms to enable true mass-production of spacecraft and enabling getting varied and similarly mass-produced payloads to orbit.\n\nWe're hiring everything from technicians to product/project managers and supply chain to all sorts of engineers: thermal, mechanical, mechanisms, solar, optical, power systems, electronics/avionics, PCB, embedded software, ground software, devops, and more.\n\nYou can apply at https://www.apexspace.com/careers. Or, email me with a resume at maabonnet [at] gmail [dot] com, and I'll see if I can get you a direct referral link so that you get a call with a recruiter ASAP if you're a particularly good fit.\n\nNOTE: Due to federal law, you must be a US person (citizen, green card holder, some other classifications) to work at Apex Space. Please state your residency or citizenship status in your email. If you are not a US person, I can't help you."
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_c24583b24198119d6f7a",
    "grade": 2,
    "confidence": "high",
    "reason": "The featured data engineering role directly involves dbt and PostgreSQL warehouse work and turning operational data into a trusted analytical foundation, matching the requested analytics engineering work.",
    "evidence": [
      "Founding Data Engineer - be our first data hire: make sense of hundreds of millions of rows from vet practice-management systems and our own app, and turn our Postgres and dbt warehouse into a foundation the whole company trusts."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_838839ee68cf7559"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote US or Ontario, Canada"
      ],
      "evidence_ids": [
        "ev_3190734490bfa23f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_f09e00e918b30ac3",
        "ev_f547938696197afe"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "dbt",
        "label": "dbt"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "html-css",
        "label": "HTML/CSS"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Snout https://snout.com/ | Multiple Engineering + Product Roles | Remote US or Ontario, Canada | Full Time\n\nJoin us at Snout on our mission to ensure no one ever has to make a health decision for their pet based on the cash in their bank account. Snout plans pay for 100% of routine veterinary care, unlimited visits, and additional member benefits - think pet insurance, that you will actually use every year.\n\nWe're growing the team and hiring across the board. Featured role this month:\n\nFounding Data Engineer - be our first data hire: make sense of hundreds of millions of rows from vet practice-management systems and our own app, and turn our Postgres and dbt warehouse into a foundation the whole company trusts.\n\nOur tech stack includes Node.js, React, PostgreSQL, AWS, Tailwind, and Python. We use both JavaScript and TypeScript heavily. Our team uses LLM-based tooling day to day, but we're fundamentally a human-centric team, and our product itself does not heavily feature AI components.\n\nApply at https://jobs.gem.com/snout"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_c61ece4e6b30f60a90ed",
    "grade": 0,
    "confidence": "high",
    "reason": "The product engineering role includes design work and welcomes earlier-career applicants, but its explicit London onsite requirement conflicts with fully remote work from Mexico. The degree policy is unstated.",
    "evidence": [
      "ONSITE in London, UK",
      "Earlier-career through senior applicants welcome, with ownership and support matched to your experience."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico: the posting requires onsite work in London, UK."
    ],
    "unknown_requirements": [
      "No university degree required: the posting does not state its degree policy."
    ]
  },
  "posting": {
    "title": "Product Engineer (Design) & Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_155fffaf42fe082c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE in London, UK"
      ],
      "evidence_ids": [
        "ev_9bcd03c7604b0d07"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_ae619e94aa647954"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 100000.0,
        "period": null,
        "currency": "GBP",
        "original": "100k-160k GBP",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_848df0a211c658f7"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Planlab.ai | | Product Engineer (Design) & Platform Engineer | ONSITE in London, UK | 100k-160k GBP + 0.25-0.75% Equity | Visa sponsorship\n\nWe’re building AI coworkers for project scheduling, helping teams deliver complex construction and infrastructure projects.\n\nWe’re hiring:\n\n- *Product Engineer (Design):* Design and build intuitive software for complex projects.\n- *Platform Engineer:* Build our algorithms, infrastructure, shared components, agents and internal tooling.\n\nEarlier-career through senior applicants welcome, with ownership and support matched to your experience. Both roles offer the compensation above. Company rapidly growing, with 9 team members today. We value initiative, creativity, and ownership.\n\nFor more information, including how to apply, see https://planlab.ai/jobs"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_c497c8053e6c457fe6b4",
    "grade": 1,
    "confidence": "high",
    "reason": "The platform turns business data into sales insights, and the product role builds user-facing interfaces, making it plausibly relevant. However, neither role explicitly involves producing revenue reports or dashboards.",
    "evidence": [
      "Starbridge is building an AI platform that turns large-scale public and enterprise data into reliable sales insights.",
      "You will craft performant, stable frontends that explain technical concepts to non-technical users and help us iterate fast based on customer feedback."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the work includes transforming business data into revenue reports and dashboards."
    ]
  },
  "posting": {
    "title": "Senior AI Engineer and Senior Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_0be59f96bba82bbe",
        "ev_479ec603b8207ef6"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC or Remote"
      ],
      "evidence_ids": [
        "ev_b8efa3c84746ca78"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      }
    ],
    "role_kind": "single_role",
    "description": "Starbridge | Senior AI Engineer and Senior Product Engineer | NYC or Remote | Full-time |\n\nhttps://starbridge.ai/\nStarbridge is building an AI platform that turns large-scale public and enterprise data into reliable sales insights. We are early, moving fast, and building from zero to one, so this role will have huge ownership and product impact.\n\nAI Engineer: Applied AI plus strong software engineering. You will build, evaluate, and deploy LLM-driven features like deep document analysis and interactive chat, working with models from OpenAI, Anthropic, and Gemini. Expect hands-on Python, ML system design, experimentation, and production reliability. Bonus for RAG depth and frameworks like LangChain, LlamaIndex, or Hugging Face.\n\nProduct Engineer: (React/Typescript) who would work closely with product and design to build user-facing parts of the platform. You will craft performant, stable frontends that explain technical concepts to non-technical users and help us iterate fast based on customer feedback.\n\nWe're looking to build our in-person team in NYC but also open to remote!\n\nApply: https://starbridge.ai/careers and mention HackerNews or email [email protected] with your resume."
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_c78555c6f79e92530824",
    "grade": 0,
    "confidence": "high",
    "reason": "The role develops a TypeScript AI-agent framework and customer deployments, not firmware. Remote work is stated, but junior level, Mexico eligibility, and a no-degree policy are not established.",
    "evidence": [
      "roughly half the job is shipping in the framework itself.",
      "You should be a full-stack TypeScript engineer who has built agents and who can explain technical decisions clearly to engineers who haven't seen your code."
    ],
    "unmet_requirements": [
      "Firmware engineering work"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Customer Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d39cd3cdb951d4e1"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (AMER or EMEA time zones)"
      ],
      "evidence_ids": [
        "ev_6578289b72bcce1f"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Mastra | Customer Engineer | REMOTE (AMER or EMEA time zones) | Full-time\n\nMastra is the open-source TypeScript framework for building AI agents (agents, workflows, memory, evals, tracing). From the team behind Gatsby, YC-backed,https://github.com/mastra-ai/mastra\n\nWe're hiring a customer engineer. Some companies would call this an FDE; we don't, because roughly half the job is shipping in the framework itself. The other half you're embedded with paying customers deploying agents to production: in their Slack channels and on calls, writing code in their repos, reviewing their PRs, working through architecture with their engineers. What you learn there comes back as bug fixes, features, and new primitives in Mastra. One of our current customer engineers is among the top bug-fixers in the entire codebase.\n\nYou should be a full-stack TypeScript engineer who has built agents and who can explain technical decisions clearly to engineers who haven't seen your code.\n\nRemote. We have a lot of EU customers and response-time SLAs, so US Eastern/Central or EU hours work best.\n\nProcess: a call with Shane (co-founder/CPO, leads customer engineering), a conversation with a customer engineer, a 2-3 hour take-home, then you present it to us and get feedback.\n\nApply: {https://jobs.ashbyhq.com/Mastra/05172cb0-47ec-44f9-9fe8-07d4...} We get back to everyone."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_ca49fa5ec990dbb2e89d",
    "grade": 2,
    "confidence": "high",
    "reason": "The full-stack role includes server-side web development with Node.js and a relational database, matching the requested work.",
    "evidence": [
      "We're are looking for full-stack software engineers to build and maintain our peer-to-peer marketplace.",
      "The tech stack is mostly Typescript, with Next.js, Node.js, Postgres, and other fairly standard web-tools / infra."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_438f45c69d069818"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Boulder, CO or remote"
      ],
      "evidence_ids": [
        "ev_f25034319b211093"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Jawa.gg | Software Engineer | Boulder, CO or remote | Contract or Full Time\n\nJawa is the marketplace for gamers - think gaming PCs, GPUs, consoles, and the like. We're a small, VC-funded team with a big business, and have been operating since 2021.\n\nWe're are looking for full-stack software engineers to build and maintain our peer-to-peer marketplace. The tech stack is mostly Typescript, with Next.js, Node.js, Postgres, and other fairly standard web-tools / infra.\n\nLearn more at https://jawagg.notion.site/Full-Stack-Software-Engineer-412c..."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_c65371c891e8a7c45474",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds AI agents, retrieval pipelines, and ML evaluation systems rather than transforming business data into revenue reports and dashboards.",
    "evidence": [
      "You'll own the intelligence layer: LLM-powered agentic workflows (tool use, structured outputs, multi-step orchestration), RAG/retrieval pipelines, lightweight ML for classification/ranking/entity matching, and evaluation loops for hallucination risk and output quality."
    ],
    "unmet_requirements": [
      "Work focused on business-data transformation for revenue reporting and dashboards."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding AI Engineer — Agentic Systems",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_10174623d1082ae7"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (async)"
      ],
      "evidence_ids": [
        "ev_96a89fcac3115b5b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 280000.0,
        "min": 190000.0,
        "period": null,
        "currency": "USD",
        "original": "$190k-$280k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_68856e5aaf88eff2"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      }
    ],
    "role_kind": "single_role",
    "description": "Astoria AI | Founding AI Engineer — Agentic Systems | Remote (async) | Full-time | Equity-only pre-seed, $190k-$280k + equity post-seed\n\nAstoria AI is building an agentic runtime for human potential — a suite of specialized AI agents serving candidates and companies across the entire hiring and talent lifecycle: career strategy, networking intelligence, verified matching, compliance-native hiring, onboarding, and retention.\n\nThe hiring market is structurally broken: 44% of resumes contain fabrications, ATS filters reject 88% of qualified candidates, and 27% of posted jobs are ghost jobs — while regulation (EU AI Act, Mobley v. Workday, FCRA suits) is forcing enterprises to rethink hiring AI. We're building the fix.\n\nYou'll own the intelligence layer: LLM-powered agentic workflows (tool use, structured outputs, multi-step orchestration), RAG/retrieval pipelines, lightweight ML for classification/ranking/entity matching, and evaluation loops for hallucination risk and output quality.\n\nLooking for: 6+ years professional SW engineering (Python/TypeScript/APIs/DBs), hands-on experience with LLM APIs and agentic workflows, and ideally RAG/embeddings/vector DB experience beyond basic chatbots.\n\nStage: pre-launch, pre-seed, founding team, equity-only until seed round closes (~4-6 months), then competitive salary + refresh grants.\n\nApply: [email protected] with „HN“ in subject, plus resume or GitHub"
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_c5a5b86d29a4208b8575",
    "grade": 1,
    "confidence": "high",
    "reason": "The AI engineering work is relevant, but junior suitability, fully remote work from Mexico, and a no-degree pathway are not established. Onsite/hybrid work is preferred rather than explicitly mandatory.",
    "evidence": [
      "DE Frankfurt a.M., ONSITE/HYBRID PREFERRED",
      "we are looking for a product minded engineer with experience in working with integrating AI feature or an ML background to join our team."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Junior-level eligibility",
      "Fully remote work permitted",
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "AI Application Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_46c9ea9a81022dcd",
        "ev_f8ae6fc87047fd4c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "DE Frankfurt a.M., ONSITE/HYBRID PREFERRED"
      ],
      "evidence_ids": [
        "ev_cf34dbb736c2c189"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Operations1 | AI Application Engineer | DE Frankfurt a.M., ONSITE/HYBRID PREFERRED | Full-time | German language skills required\n\nWe make the manufacturing industry more productive. Our SaaS product is used by 150+ big companies across industries and countries to provide the right guidance to shop floor operators. We help our customers to keep up with a high amount of variability in their processes, integrate into their existing systems and and are now leveraging LLMs and related tech to surface the right information.\n\nTo help us further build our product we are looking for a product minded engineer with experience in working with integrating AI feature or an ML background to join our team. You will be working in a cross functional team in an ambitious but down to earth environment having the chance to impact how manufacturing companies across Europe operate.\n\nThis and other positions at: https://career.operations1.com/jobs"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_c7b4232f788535630316",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed roles focus on ML research, infrastructure, backend services and full-stack development, not SQL/dbt analytics engineering. PostgreSQL in the full-stack stack does not establish analytics-engineering duties.",
    "evidence": [
      "- ML Engineer, Cloud Platform: design and scale the backend that serves and finetunes the models. Python/FastAPI, Terraform, K8s.",
      "- Full Stack Engineer, ML Platform: build the product end to end. TypeScript + Python, React/FastAPI/Postgres."
    ],
    "unmet_requirements": [
      "Analytics-engineering work involving SQL and dbt"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_cdee451417e8d580"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Freiburg, NYC"
      ],
      "evidence_ids": [
        "ev_e42cb9f544c1490b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Prior Labs | Berlin, Freiburg, NYC | ONSITE | Full-time | ML Infra, Research Scientist/Engineer, Backend, Full Stack\n\nWe build foundation models for tabular data. Deep learning transformed text and images but mostly skipped tables, which are still the data behind most clinical trials, financial models and scientific experiments. The reason is structural: no natural sequence, no spatial structure, no shared vocabulary across datasets, so the architectures and scaling laws behind LLMs don't transfer.\n\nOur approach: pre-train a transformer on millions of synthetic datasets sampled from causal-structure priors. The whole dataset goes in as context, predictions come out in one forward pass. No per-dataset training, no hyperparameter tuning, seconds instead of hours. TabPFN v2 was published in Nature and set a new state of the art; TabPFN-3 scales to 10M rows. 4M+ downloads, 8k+ GitHub stars, in production from liquid biopsy to rail maintenance. Code: https://github.com/PriorLabs/TabPFN\n\nSince July we're an independent lab inside SAP, with more than EUR 1B committed over four years. Models stay open, research stays public, same team and offices.\n\nRoles (most can sit in any of the three offices):\n\n- Senior ML Infrastructure Engineer: own multi-cluster GPU infra (Slurm on GCP today, multi-provider next), training performance and the tooling layer. We spend tens of millions per year on compute; you own that budget.\n\n- Research Scientist, Foundation Model: drive the model agenda - novel architectures, scaling from 10K to 1M+ samples, multimodal and causal directions. PhD plus top-venue publications, or equivalent.\n\n- Research Engineer, Foundation Model: same agenda from the engineering side. You design experiments, write the training and eval infra, and co-author the papers.\n\n- ML Engineer, Cloud Platform: design and scale the backend that serves and finetunes the models. Python/FastAPI, Terraform, K8s.\n\n- Full Stack Engineer, ML Platform: build the product end to end. TypeScript + Python, React/FastAPI/Postgres.\n\nAlso hiring: Applied Scientist, Forward Deployed ML Engineer, Research Scientist (Foundational Data Science), PhD research interns, plus GTM and ops roles.\n\n~40 people with backgrounds from Google, DeepMind, Jane Street, Goldman, G-Research, CERN. Led by Frank Hutter, advised by Bernhard Schölkopf and Yann LeCun. Comp competitive with top AI labs.\n\nAll roles and applications: https://jobs.ashbyhq.com/prior-labs\n\nQuestions welcome in the replies here."
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_c8de1c6c28c6cf6138de",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes technical education and documentation, but focuses on telecom hardware configuration for customers and field technicians rather than developer education.",
    "evidence": [
      "The other half of the responsibilities is creating training materials, both text and graphics (designer is assisting our team too). Recording live narrated sessions too.",
      "So no debugging and accessing code is needed, but if anything is customer facing, it must be explained."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Developer-focused education or documentation work"
    ]
  },
  "posting": {
    "title": "Technical Trainer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_07b0e10b33d32830"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (USA, East Coast based)"
      ],
      "evidence_ids": [
        "ev_516f570cd8aa69fb"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_cf34d50b0846b7c9"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 105000.0,
        "min": 85000.0,
        "period": null,
        "currency": "USD",
        "original": "85k-105k USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_70408d8b1908ca2b"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Harmonic | Technical Trainer | REMOTE (USA, East Coast based) | Full-time | 85k-105k USD\n\nKey requirements: Up to 50% time can be mandatory travel for on-site in-person training sessions, very variable across the year. But no requirement to work in the office. Corollary to that - fluent or very good spoken English level is required. (PS: in actual practice it's about 1-2 work weeks every 2 months or so, irregularly)\n\nHarmonic is a telecom hardware vendor. We are making hardware for the DOCSIS cable, PON fiber and mixed deployments.\n\nTechnical Trainer specialist is responsible for the presenting to the customer (MSOs) technical specialists, field technicians etc. the full overview of all possible product offerings by Harmonic, the full technical overview of every possible deployment (depending on the client's requirements) and full configuration for all hardware involved, including 3rd-party hardware. So no debugging and accessing code is needed, but if anything is customer facing, it must be explained.\n\nAs a brief example:\n\n- Configuration for the DOCSIS core;\n- Configuration for the PON core;\n- Video streaming config;\n- Network L2/L3 switching configuration for multiple vendors;\n\nThe other half of the responsibilities is creating training materials, both text and graphics (designer is assisting our team too). Recording live narrated sessions too.\n\nA familiarity with networking and/or DOCSIS is required. Both would be great.\n\nFormal job listing:\nhttps://egmn.fa.us2.oraclecloud.com/hcmUI/CandidateExperienc...\n\nJust apply at the link above, it's not a dead listing, we are actively looking for people now. Valid until I will comment otherwise. Reply under this comment for any clarifications."
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_ccf5f10bd64ef794db00",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on deploying machine-learning models to desktop and cloud platforms, not embedded software running on tiny chips and interfacing with sensors.",
    "evidence": [
      "You'll take state-of-the-art steganography models and own their journey to production — optimizing and deploying them on desktop and cloud platforms, serving as the link between research and customer-facing products."
    ],
    "unmet_requirements": [
      "Embedded software development for tiny chips with sensor communication"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Machine Learning Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_13f65a8467668b04"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Irvine, CA (Onsite)"
      ],
      "evidence_ids": [
        "ev_00d2dfd275c1afe9"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "computer-vision",
        "label": "Computer vision"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Steg.AI | Machine Learning Engineer | Irvine, CA (Onsite) | Full Time\n\nSteg.AI develops AI-powered watermarking technology to protect and authenticate digital media. Our invisible watermarks are imperceptible to humans but robustly detectable by our proprietary models. Founded in 2019, we're an NSF- and investor-backed startup in Orange County, CA, with a team of 6 PhDs in computer vision.\n\nWe're hiring a Machine Learning Engineer to help push the frontier of AI for watermarking, steganography, and media provenance. You'll take state-of-the-art steganography models and own their journey to production — optimizing and deploying them on desktop and cloud platforms, serving as the link between research and customer-facing products.\n\nResponsibilities: productionize novel steganography models, build inference pipelines, integrate models into cloud platforms, benchmark performance, and turn research into maintainable production code.\n\nRequired: PyTorch, ONNX export, experience deploying deep learning models to the cloud, Python and C/C++, strong cross-team communication.\n\nBonus: background in steganography/watermarking/media provenance, video/image codecs, MLOps tooling, CV/ML publications or open-source contributions.\n\nTo apply, send your resume to [email protected]"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_ce5de82ad58b5617d690",
    "grade": 1,
    "confidence": "high",
    "reason": "Engineering openings and observability projects are plausibly adjacent, but the posting does not establish analytics engineering work involving SQL, dbt, or analytical data transformations.",
    "evidence": [
      "We're looking for engineers to join our research, product, and GTM teams.",
      "- Cross-service metrics, tracing, and observability"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Analytics engineering duties",
      "SQL use",
      "dbt use"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_97176cebd1bbb8ec"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA, USA"
      ],
      "evidence_ids": [
        "ev_c7e096d80c4bb925"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_e905913ca0059a24"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Krea | Fulltime | San Francisco, CA, USA | Onsite\nKrea (https://www.krea.ai/) builds creative tooling and large-scale infrastructure for multimedia teams. Users range from hobbyists to world-renowned creatives: architects behind the World Trade Center or creative teams at Apple.\n\nWe treat research, engineering, and creativity as first-class citizens. We're looking for engineers to join our research, product, and GTM teams.\n\nWhat we value (staff & company writings):\n\n- AGI: https://www.matthewnewton.com/blog/arc-challenge-diffusion\n\n- Diffusion research: https://re-n-y.github.io/devlog/rambling/steering/\n\n- Pragmatic LLM reflections: https://maxemitchell.com/writings/i-read-all-of-cloudflares-...\n\n- Low-level computing: https://gab-menezes.github.io/2025/01/13/using-the-most-unhi...\n\n- Open-sourcing AI research: https://www.krea.ai/blog/flux-krea-open-source-release\n\nCurrent projects:\n\n- WebGL2/WebGPU for node-based tools & CRDTs for collaboration\n\n- Large-scale multimodal model training\n\n- Cross-service metrics, tracing, and observability\n\n- LLM-driven JS bundle optimization\n\n--\nTo apply, email [email protected] (use the +hn suffix to make sure your email is prioritized!)"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_d367900bb7c4cd5bc7c8",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for API-platform software engineering rather than analytics engineering, and its explicit New York hybrid arrangement conflicts with working remotely from Mexico. US-residency restrictions are not stated.",
    "evidence": [
      "Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer | New York, New York (Hybrid)",
      "We're building out our NYC-based API platform team as our API-based business rapidly grows."
    ],
    "unmet_requirements": [
      "Analytics engineering work",
      "Remote work from Mexico rather than a New York hybrid arrangement"
    ],
    "unknown_requirements": [
      "Eligibility to work from Mexico",
      "Whether the role is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_6e7c6ac1f0b99f75"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, New York (Hybrid)"
      ],
      "evidence_ids": [
        "ev_21cdc7ab65247d1d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 300000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k-$300k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_678952d984374878"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "DeepL | Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer | New York, New York (Hybrid) | $200k-$300k+ plus equity\n\nDeepL is a Language AI Company providing text, document, and real-time voice translation to name-brand companies across the world. Maybe you've seen our recent announcement: https://www.deepl.com/en/press-release/harvey-taps-deepl-to-...\n\nWe're building out our NYC-based API platform team as our API-based business rapidly grows. We're a European -based company, so you'll enjoy the best of both worlds with competitive compensation, 30 days of PTO from day one (your manager, me, will make sure you use them all) \"work from anywhere\" days, addtional compensation for on-call shifts (including additional time-off if you actually have to do something after hours)\n\nIf you're passionate about building the platforms that provide the foundation for reliable and high-peformance systems, please check out our NYC openings: https://jobs.ashbyhq.com/DeepL?departmentId=0097f643-f517-44..."
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_b9c377844fc424a7c2f5",
    "grade": 1,
    "confidence": "high",
    "reason": "The engineering and applied-science work is plausibly relevant to machine learning, but the posting does not establish pay of at least USD 400,000 per year. The advertised $270–325k range does not specify its currency or pay period.",
    "evidence": [
      "ML surrogates that run physics simulations 1,000x+ faster without losing accuracy",
      "Member of the Technical Staff, AI Harness (Full-time, Hybrid, $270-325k, Offers Equity)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_ecdd95302b24bc88",
        "ev_e535906cfbebfef3"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_03d75332011f9fc9"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Stand | San Francisco, CA | ONSITE\n\nWe're building the intelligence layer for physical risk: digital twins of individual homes, run through physics-informed AI World Models, to see exactly how a specific property will perform in a wildfire or hurricane — traditional models only guess at the neighborhood level. That precision lets us do what insurers historically couldn't: measure how much a new roof, cleared vegetation, or better siding actually cuts risk, then price coverage accordingly, turning mitigation into a real financial incentive instead of just advice.\n\nWe've scaled to ~$10B in insured assets in just two states in under a year. The interesting problems: ML surrogates that run physics simulations 1,000x+ faster without losing accuracy, structure-level digital twins built from imagery and property data at scale, and systems that reason across risk, cost, and homeowner tradeoffs — we're hiring across engineering and applied science.\n\nOpen Roles:\n\nMember of the Technical Staff, AI Harness (Full-time, Hybrid, $270-325k, Offers Equity) - https://www.standinsurance.com/careers/259bb94f-1dfd-458f-88..."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_d7f42ed1bfa5e5509a6a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for junior frontend development, not analytics engineering, and explicitly restricts applicants to the US, conflicting with remote work from Mexico. Its degree policy is unstated.",
    "evidence": [
      "FitMate | Frontend Engineer (Junior) | REMOTE (US) | $80-120k + bonus",
      "* Applicants must be based in the US, we are unable to sponsor visas."
    ],
    "unmet_requirements": [
      "Analytics engineer work",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Frontend Engineer (Junior)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_63e8c93b5fc1d2e9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_b01814e30633a776"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7eb7c64a1786540a"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 120000.0,
        "min": 80000.0,
        "period": null,
        "currency": "USD",
        "original": "$80-120k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_1db5946b7d2f0c08"
      ]
    },
    "skills": [
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "svelte",
        "label": "Svelte"
      }
    ],
    "role_kind": "single_role",
    "description": "FitMate | Frontend Engineer (Junior) | REMOTE (US) | $80-120k + bonus\n\nWe are building a scalable 1-1 coaching platform to help people achieve their fitness goals. We already have a working nutrition product with a rapidly growing user base and are hoping to branch out into other areas of fitness this quarter.\n\nOur product aims to hook people up with a qualified human coach at an affordable price. We have a client facing mobile app and web app that allows our users to track their nutrition and training, and a coach facing app that allows our coaches to get insights into their clients and communicate with them over SMS or video call.\n\nWe're a small, lean, mission-driven team and the role is a great opportunity for someone starting out in their career who wants to learn quickly in a fast paced environment.\n\nWe use React Native and Expo for our mobile app and Astro and Svelte for our web apps.\n\n* Applicants must be based in the US, we are unable to sponsor visas.\n\nApply here: https://careers.fitmatecoach.com/roles/junior-frontend-devel..."
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_d7b5ec7de02a48c34bec",
    "grade": 1,
    "confidence": "high",
    "reason": "Design roles are advertised, including Head of Product Design, but the posting does not specify user interviews, prototyping, or testing product experiences.",
    "evidence": [
      "Tandem Health | Engineers, PMs, Designers | On-site in Stockholm, Sweden | Full time",
      "Especially on the lookout for Product Manager, Head of Product Design, and Director of Engineering."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether duties include interviewing users, designing prototypes, and testing product experiences."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_c5ad5ede1be04c89"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-site in Stockholm, Sweden"
      ],
      "evidence_ids": [
        "ev_a16458bcc882cb6c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "SE"
      ],
      "evidence_ids": [
        "ev_35ca3606197173e0"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Tandem Health | Engineers, PMs, Designers | On-site in Stockholm, Sweden | Full time\n\nAt Tandem Health we're building a clinician copilot to allow clinicians to focus on care rather than administration. We’re building, launching and iterating quickly, and are rolling out across some of the largest care chains across Europe, including most of the NHS.\n\nOur first product listens in to the patient-clinician encounter to generate medical records, allowing clinicians to save 5-10 minutes per patient. We're rapidly expanding our product suite now, with medical coding and clinical decision support out today, and more products on the way.\n\nWe’re expanding our Stockholm team with exceptionally driven builders in a wide range of roles. Especially on the lookout for Product Manager, Head of Product Design, and Director of Engineering.\n\nMore info and application at https://tandemhealth.ai/about/careers\n\nFeel free to reach out to me at john.moberg[at]tandemhealth.ai if you have any questions, but please don't send applications my way"
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_d7c2fa90c0fa4c7e3a0c",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is full-stack software engineering, not user research or product experience design and prototype testing.",
    "evidence": [
      "Looking for 8+ years, full-stack.",
      "That means owning systems end to end and having real influence over what gets built."
    ],
    "unmet_requirements": [
      "Work focused on interviewing users and designing and testing product experiences and prototypes."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer (L4)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_eb63d57d8971f9d2",
        "ev_8b4cfdb20c5def79",
        "ev_a9aa3fb50423ef2f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco HYBRID (3 days/wk) or REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_c371c39a485fe45a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_3490040687a6b91a"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 249000.0,
        "min": 199000.0,
        "period": null,
        "currency": "USD",
        "original": "$199K–$249K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_eb68a7cae7c5ee29"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      }
    ],
    "role_kind": "single_role",
    "description": "Paramark | Software Engineer (L4) | San Francisco HYBRID (3 days/wk) or REMOTE (US) | Full-time | $199K–$249K + equity\n\nParamark helps Marketing teams optimize spend across all of their channels and programs. There are proven scientific ways to do this, but they are poorly understood and practiced by only a tiny fraction of teams. Our product ingests data from all of our customers' marketing channels and uses it to train open-source ML models for both measurement and experimentation. This makes it possible for any marketer to use these methods.\n\nIn this domain, it's hard to figure out what to build, and it's even harder to be both accurate and simple. You'll be joining a small team -- we have four product engineers. That means owning systems end to end and having real influence over what gets built. Your typical project will start with a high level goal, and you will figure out the rest.\n\nFounded 2023, 15 people, $8M from Greylock and others, cash-flow positive. Reasonable working hours: when the Mercury News covered the return of 996 culture, we were the counterexample. \"We don't think early stage startup life requires 18-hour days, or even 12-hour days.\" https://www.mercurynews.com/2025/08/25/silicon-valley-startu.... 4 weeks PTO plus federal holidays, medical/dental/vision (100% of employee premiums, 50% for family).\n\nLooking for 8+ years, full-stack. Some exposure to statistics, experimentation, or A/B testing helps.\n\nStack: TypeScript, React, Python, Postgres. Google Cloud, Kubernetes, FastAPI, taskiq.\n\nProcess: intro call; technical phone screen; one-day onsite in SF (travel covered for remote candidates)\n\nIn-person: https://paramark.com/careers/software-engineer-l4\n\nRemote: https://paramark.com/careers/software-engineer-l4-remote\n\nI'm the CTO and I read every application myself. Happy to answer questions in this thread."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_db35243c5a981ef78997",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on product discovery and prioritization, not transforming business data into revenue reports and dashboards.",
    "evidence": [
      "We're looking for a senior product manager who will own product discovery and prioritization across this diverse user base."
    ],
    "unmet_requirements": [
      "Work transforming business data into reliable revenue reports and dashboards."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Product Manager",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_17b35076e1ebb347"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Worldwide)"
      ],
      "evidence_ids": [
        "ev_8ce3987e48e1d0df"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_b07f81cad747ab8e"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 110.0,
        "min": 90.0,
        "period": "hour",
        "currency": "USD",
        "original": "$90–$110/hour",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_94a32cc0d8bb80ab"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "ODK | Senior Product Manager | Remote (Worldwide) | Long-term contract, 30–40 hours/week | $90–$110/hour USD\n\nODK is an open-source platform used by thousands of organizations worldwide to collect billions of data points for disease surveillance, supply chain traceability, environmental monitoring, and more. It enables users to build powerful forms and reliably collect structured data, even in places with little or no Internet connectivity.\n\nODK has been actively developed for 18 years. We have a mix of self-hosted and SaaS users across many sectors. We're looking for a senior product manager who will own product discovery and prioritization across this diverse user base. To be successful, you'll need to find the common needs behind very different workflows and turn them into opinionated product improvements.\n\nBecause the team is small and the user base is large, this is a high-autonomy role where product decisions have an unusually direct impact. You should have substantial experience managing complex B2B or technical products. Experience with open source, self-hosted software, and small, fully remote teams is a plus.\n\nDetails and application: https://getodk.org/about/jobs/senior-product-manager"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_d695b1e9c2b0e989883d",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks fullstack engineers and other non-analytics roles, not an analytics engineer. Junior seniority and fully remote work are offered, but Mexico-specific eligibility and a no-degree policy are not stated.",
    "evidence": [
      "Our current stack is Ruby, Rails, MongoDB, and React.JS. We are looking for more Junior and Senior FullStack Engineers.",
      "Full-time | ONSITE or FULLY REMOTE"
    ],
    "unmet_requirements": [
      "Analytics engineering work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Junior to Senior Fullstack Engineer multiple positions; Customer Success Engineer; Hiring Coordinator; Python/Ruby/PHP/Js/Rust/Cotlin/C#/Crystal/Nim/Elixir Developer Advocate positions",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_850b2066e1b36e0e",
        "ev_fb291b4df59fc60f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Based in Austin, TX but remote-first structure"
      ],
      "evidence_ids": [
        "ev_d9734d82bed698ad"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 180000.0,
        "min": 150000.0,
        "period": "year",
        "currency": "USD",
        "original": "$150K - 180K a year",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_042e3095adc9ac44"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "php",
        "label": "PHP"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "elixir",
        "label": "Elixir"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "SerpApi | https://serpapi.com | Junior to Senior Fullstack Engineer multiple positions | Customer Success Engineer | Hiring Coordinator | Python/Ruby/PHP/Js/Rust/Cotlin/C#/Crystal/Nim/Elixir Developer Advocate positions | Based in Austin, TX but remote-first structure | Full-time | ONSITE or FULLY REMOTE | $150K - 180K a year 1099 for US or local avg + 20% for outside the US\n\nSerpApi is the leading API to scrape and parse search engine results. We provide 100+ APIs to Google, Google Maps, Google Images, Bing, Baidu, and more.\n\nOur current stack is Ruby, Rails, MongoDB, and React.JS. We are looking for more Junior and Senior FullStack Engineers.\n\nWe have an awesome work environment: We are a remote first company (before Covid!). We do continuous integration, continuous deployments, code reviews, code pairings, profit sharing, and most of communication is async via GitHub.\nWe value super strongly transparency, do open books, have a public roadmap, and contribute to the EFF.\n\nApply at: https://serpapi.com/careers"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_d9c75bc925bb8d849a9b",
    "grade": 2,
    "confidence": "high",
    "reason": "The role explicitly includes backend development and PostgreSQL for a production web application, matching the requested server-side and relational-database work.",
    "evidence": [
      "Architecture, frontend, backend, Postgres, durable execution state, retries and idempotency, permissions, deploys, and the data-heavy interfaces people work inside all day: tables, relationships, filters, history, approvals.",
      "React and TypeScript at depth, Node or Python behind it."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_7cde6983ab212696"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY"
      ],
      "evidence_ids": [
        "ev_a6e6106ad0615fa7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Sunspell | Founding Engineer | New York, NY | ONSITE | Full-time | https://sunspell.fm/careers/founding-engineer\n\nSix-person venture lab in New York. Part lab, part studio, part operating system, building original products and the systems behind them. Compounding every launch into venture intelligence.\n\nOur founder ran her own design studio and was the founding design partner on Partiful, on Sentropy before Discord bought it, on Goldcast before Cvent, on Make before Celonis, and on Descartes Labs. She builds here now instead of for other people.\n\nYou would own the production application around our intelligence layer. Architecture, frontend, backend, Postgres, durable execution state, retries and idempotency, permissions, deploys, and the data-heavy interfaces people work inside all day: tables, relationships, filters, history, approvals. React and TypeScript at depth, Node or Python behind it. We write a lot of MCP servers and build with Claude Code daily.\n\nSeven-plus years shipping, hands on code within the last year. Design and engineering sit in the same room here. There is no handoff.\n\nMost people who apply like the words \"founding engineer.\" We are looking for someone who has already started something of their own.\n\nOwnership. You should own a piece of what you build here. We are not going to post a percentage, because the honest answer depends on what you end up carrying, and we would rather work that out with you than hand you a number that pretends to be precise. It is a conversation, it is flexible, and we intend it to be fair.\n\nWe are six people. Nothing you build goes through a committee before it ships. Nothing you break, you fix alone. We are a tight team today and we are looking to double it by the end of the year.\n\nPlease send your resume or GitHub, plus the most ambitious thing you have built mostly on your own. Rough work that worked beats polished that never shipped.\n\nIf this is not you but a name comes to mind, please pass it along. :)"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_d910ed7b3446f2ee4f48",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves software architecture and full-stack work, but emphasizes frontend technologies and developer tooling rather than building server-side endpoints and relational databases.",
    "evidence": [
      "Developer enablement and tooling in the Node.js ecosystem-shared component architectures, design systems, etc.",
      "I am strong on the infrastructure, DevOps, k8s, and backend and data stacks. So don't worry about relative weaknesses there, though you will need some understanding."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Direct responsibility for building server-side endpoints",
      "Work with relational databases"
    ]
  },
  "posting": {
    "title": "Architect",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_a6bb33f7e6fc6b6f",
        "ev_889f07126516f258"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite Cebu PH, Remote Costa Rica, Remote US are possible"
      ],
      "evidence_ids": [
        "ev_0bd60e806eb8be41"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CR",
        "US"
      ],
      "evidence_ids": [
        "ev_f89247f67233d360",
        "ev_c650192feb0855ec"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "angular",
        "label": "Angular"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Trax | https://www.traxtech.com/ | Onsite Cebu PH, Remote Costa Rica, Remote US are possible | Full-time | Architect\n\nI work best as a team - with someone who can challenge my assumptions and bolster my weaknesses. I'm looking to increase the bandwidth of the architecture function at Trax, as I can't do it alone!\n\nWe BOTH need to be strong in:\n\n- Communication - we lead by influence, not by authority. Kindness is required!\n\n- Ego-free problem solving - good ideas come from anywhere.\n\n- Reliable software designs - things that work on dirty data, incomplete testing, and AI-enabled development workflows.\n\n- Building the first prototype in an area with zero guidelines - careful choices and evaluation of vendors, setting an example to follow.\n\nYou should be strong in:\n\n- Angular, Vue, Javascript, and web serving best practices for development organizations for long term health.\n\n- Developer enablement and tooling in the Node.js ecosystem-shared component architectures, design systems, etc.\n\n- Data-heavy applications and their operation and security needs.\n\nI am strong on the infrastructure, DevOps, k8s, and backend and data stacks. So don't worry about relative weaknesses there, though you will need some understanding.\n\nThis would be a good first architecture position for a Staff or Senior Staff level full-stack technical leader who wants to expand their scope. My email is in my profile!"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_dbec1295b2f5385fd4f8",
    "grade": 0,
    "confidence": "high",
    "reason": "The role involves backend software engineering for a scholarly research index, not transforming business data into revenue reports and dashboards.",
    "evidence": [
      "We're hiring two engineers to work across the whole backend, which is SQL and PySpark on Databricks, Python/Flask APIs, Elasticsearch, and Cloudflare Workers."
    ],
    "unmet_requirements": [
      "Work focused on business-data transformation for revenue reporting and dashboards."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_eb4f58f9ee9eb59a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote"
      ],
      "evidence_ids": [
        "ev_eb4f58f9ee9eb59a"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150–200k USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_27c77394b6646e9b"
      ]
    },
    "skills": [
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "spark",
        "label": "Spark"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      }
    ],
    "role_kind": "single_role",
    "description": "OpenAlex | Software Engineer | Remote | Full-time | $150–200k USD\n\nOpenAlex is an open index of the world's scholarly research: hundreds of millions of articles linked to authors, institutions, and topics, free via API and bulk download. Traffic runs about a billion API calls per month from universities, governments, and AI companies. The team behind it is a small nonprofit funded by grants and enterprise support.\n\nWe're hiring two engineers to work across the whole backend, which is SQL and PySpark on Databricks, Python/Flask APIs, Elasticsearch, and Cloudflare Workers. It's a small team with lots of autonomy. You'll notice what's missing, build it, ship it, and answer the tickets about it. We're AI-native, with agents writing all of our code.\n\nApply here: https://openalex.org/jobs/software-engineer"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_da41e3f43af5561df753",
    "grade": 0,
    "confidence": "high",
    "reason": "Backend engineering and remote work are listed, but the posting's stated eligible country is Sweden, conflicting with working from Mexico. Junior seniority and a no-degree policy are not stated.",
    "evidence": [
      "Rust Backend Engineers",
      "Remote",
      "SE"
    ],
    "unmet_requirements": [
      "Remote work eligibility from Mexico; the stated eligible-country list contains only Sweden (SE)."
    ],
    "unknown_requirements": [
      "Junior-level backend role",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Rust Backend Engineers; Forward Deployed Engineers; Software Engineer, Infrastructure; Dataframe SDK Engineers (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d99b5601d9ef2b16"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote",
        "Stockholm, Sweden"
      ],
      "evidence_ids": [
        "ev_d99b5601d9ef2b16",
        "ev_b3a53779453032d1"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "SE"
      ],
      "evidence_ids": [
        "ev_9392a9e3153bf703"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Rerun | Remote | Stockholm, Sweden | Full-time\n\nhttps://rerun.io/\n\nRerun is the data layer for Physical AI; robotics, autonomous systems, AR/VR, and other embodied ML. We give engineers a single unified layer for multi-rate, multimodal data: the open-source Rerun SDK (Rust, built with egui) for logging, querying, visualizing, and training, plus Rerun Hub for large-scale storage and streaming from object storage. Most of our core, performance-critical code is Rust.\n\nThis month we’re hiring for:\n\n- Rust Backend Engineers\n- Forward Deployed Engineers\n- Software Engineer, Infrastructure\n- Dataframe SDK Engineers\n- Events Marketing Manager\n\nCheck all roles and apply here: https://rerun.io/careers"
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_d9ddeab20ecc1a00c867",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting lists engineering and other roles, but no developer education or teaching work. Fully remote work from LATAM supports the Mexico location request, while junior seniority and a no-degree policy are unstated.",
    "evidence": [
      "Full-Stack / Frontend Engineer — https://matcha.fm/apply/fse",
      "FULLY REMOTE (US / Canada / Europe / UK / Brazil / LATAM)"
    ],
    "unmet_requirements": [
      "Developer educator work"
    ],
    "unknown_requirements": [
      "Junior-level eligibility",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7c018dd4325faaf4"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "FULLY REMOTE (US / Canada / Europe / UK / Brazil / LATAM)"
      ],
      "evidence_ids": [
        "ev_56957fdc829b1dcb"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA",
        "GB",
        "BR"
      ],
      "evidence_ids": [
        "ev_c579b8d3613f9591",
        "ev_2c714fcec1d72679",
        "ev_0aa99eb4714c6e9b",
        "ev_efdb267453a5ccaa"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Matcha.fm | FULLY REMOTE (US / Canada / Europe / UK / Brazil / LATAM) | Full-time | https://matcha.fm\n\nRepeat founder building something new, hiring for these roles:\n\nFull-Stack / Frontend Engineer — https://matcha.fm/apply/fse\n\nMarketing / GTM / Growth — https://matcha.fm/apply/marketing\n\nBackend Engineer — https://matcha.fm/apply/be\n\nFounding AI Engineer (ML/data) - https://matcha.fm/apply/ai\n\nDesign — https://matcha.fm/apply/design"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_dcc972f22a3cdcd6dbb1",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed openings are engineering and principal product management roles, not junior product design. Remote eligibility is limited to the US, conflicting with working from Mexico; the degree policy is unstated.",
    "evidence": [
      "Pomelo Care| Remote (US) First with offices in NYC and SF.",
      "- Principal Product Manager, Patient Growth: Data-fluent PM to own full-funnel acquisition and retention."
    ],
    "unmet_requirements": [
      "Junior product designer role",
      "Fully remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_81a9709df24c44fb"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_5fca81f6f7bf78f1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "kotlin",
        "label": "Kotlin"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Pomelo Care| Remote (US) First with offices in NYC and SF. We’re building a healthier future for women and children. We combine clinical excellence, human connection, and proactive technology to ensure our patients get the care they deserve, from preconception through midlife.\n\n- Staff Software Engineer, Patient Experience: Fullstack tech lead for our patient mobile/web apps. Stack: Expo, React Native, TypeScript, Kotlin.\nApply Here: https://grnh.se/k4xos2c24us\n\n- Senior/Staff Security Engineer: A builder-first role focused on shipping secure-by-default tooling and guardrails, not managing compliance tickets. Stack: Kotlin, Python, GCP.\n\nApply here: https://grnh.se/jm9kjyz34us\n\n- Principal Product Manager, Patient Growth: Data-fluent PM to own full-funnel acquisition and retention.\n\nApply here: https://grnh.se/iayapr1c4us"
  }
}

{
  "judgment": {
    "query_id": "infra_constraints",
    "job_id": "job_dd9d974657175a26bdac",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting includes platform engineering, but its EU-only remote location conflicts with working remotely from Mexico. Junior-level availability and a no-degree policy are not stated.",
    "evidence": [
      "EggAI | Tech leads (Platform and Software) and Platform engineers | REMOTE (EU) | Full-time preferred. Contract possible."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico: the posting specifies REMOTE (EU)."
    ],
    "unknown_requirements": [
      "Junior platform engineer availability.",
      "No university degree required."
    ]
  },
  "posting": {
    "title": "Tech leads (Platform and Software) and Platform engineers",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_cd1b1aad5da29106"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (EU)"
      ],
      "evidence_ids": [
        "ev_71c8184d175e0e80"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "EggAI | Tech leads (Platform and Software) and Platform engineers | REMOTE (EU) | Full-time preferred. Contract possible.\n\nWe are a small boutique consultancy and are quite experienced. A lot of us have extensive consultant experience. You will join a small, highly skilled remote team of engineers and transformation practitioners working at the forefront of enterprise AI.\n\nWe use AI for both development and in our solutions. We are looking for engineers that are critical thinkers, understand the limitations of AI but also where it can have a positive impact.\n\nApply at: https://grnh.se/wr97lgu2teu\n\nOur website: https://egg-ai.com/"
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_e23f3d7b6725a0ab23a1",
    "grade": 2,
    "confidence": "high",
    "reason": "The posting supports Python engineering across infrastructure and full stack, with a focus on system design and architecture that aligns with backend work.",
    "evidence": [
      "- Langs: TS / Python - Infra: Nix, CDKTF, AWS",
      "We’re hiring from infra to full stack."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineers",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_ac615fa988a4b2a1"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC"
      ],
      "evidence_ids": [
        "ev_cf24394c96c5e032"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Anterior | Software Engineers | NYC | Onsite | Full Time\n\nAnterior is improving the experience of healthcare for everyone. Our agentic orchestration platform makes clinical decisioning frictionless for RNs and MDs.\n\nAbout You: You have a passion for doing things The Right Way, you believe Less is More, you want to focus on Foundations of system design and architecture (pacelc, consistency guarantees), you care as much about what code you do not write, you’re tired of the hype treadmill and care about the fundamentals. You have battle scars from overengineered and underperforming slop, and you care about writing code that lasts.\n\n- Langs: TS / Python - Infra: Nix, CDKTF, AWS\n\nWe’re hiring from infra to full stack. Come share your proudest firefighting story with us in an interview, bring your GitHub, and let’s see if we’re a good fit!\n\nDev log: https://xn--xp5a.anterior.app\n\[email protected]"
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_e4946fc4c9473829e6fc",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for full-stack engineering, not Swift iOS mobile development; no iOS or Swift duties are stated.",
    "evidence": [
      "Senior Full-Stack Engineer | 110k+ (based on experience) + quarterly bonus"
    ],
    "unmet_requirements": [
      "Swift iOS mobile engineering role"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Full-Stack Engineer | 110k+ (based on experience) + quarterly bonus",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_48720b60fe2500af",
        "ev_9294f106f57aefd0"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "London, UK",
        "ONSITE+PART REMOTE"
      ],
      "evidence_ids": [
        "ev_af1aecd7707ac17a",
        "ev_e0c348f575abf80d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_8c65550c1ae87bfc"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "OpenRent | London, UK | Full-Time | ONSITE+PART REMOTE | https://www.openrent.co.uk\n\nWhat sucked the last time you rented a house or flat? Come and fix it. OpenRent is force for good in an industry tarnished by rip-off agencies and one of the biggest UK websites by traffic. Enabled by an unrelenting focus on technology, we let more properties than any agency in the UK. In the last 12m we let over £50 billion worth of property, to over 8 million registered users, without ever charging any admin fees.\n\nYou'll be working on solving every aspect of the rental journey, from models to predict the right price of a property, to building the future of property management, all to help tenants find their dream home, and landlords their ideal tenant.\n\nWe're PE backed, profitable, and have plenty of ambition to maintain our fast growth in this absolutely massive market.\n\nRoles currently available:\n\n- Senior Full-Stack Engineer | 110k+ (based on experience) + quarterly bonus\n\nAll roles visible here: https://www.openrent.co.uk/jobs"
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_df603118e01949c470f6",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is mobile application development, not machine learning engineering. The stated compensation does not establish the requested USD 400,000 annual minimum because its currency and period are unspecified.",
    "evidence": [
      "Hiring: Senior Mobile Developer",
      "* You should have: Great taste and product sense, lots of agency, extensive React Native experience, and a sense of humor, adventure, and hope."
    ],
    "unmet_requirements": [
      "Machine learning engineering work"
    ],
    "unknown_requirements": [
      "Guaranteed pay of at least USD 400,000 per year"
    ]
  },
  "posting": {
    "title": "Hiring: Senior Mobile Developer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9bd792a328a58a54"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "√ REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_6ac834a3439bfc5d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_04df50e2fa641ae1"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 180000.0,
        "min": 160000.0,
        "period": null,
        "currency": null,
        "original": "160-180K",
        "currency_status": "unknown"
      },
      "evidence_ids": [
        "ev_744c3f31035df110"
      ]
    },
    "skills": [
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "single_role",
    "description": "Sudowrite | https://sudowrite.com | √ REMOTE (US) | √ PMF | √ PROFITABLE | Full-Time\n\nKind, smart, low-drama people, seeking the same to help make writing tools authors dream about.\n\nOur users have published thousands of books using Sudowrite, and we're building a sustainable company, not chasing unrealistic growth targets set by VCs.\n\n* We help the next generation of storytellers tell better stories.\n\n* We believe the future of writing is AI & human collaboration.\n\n* Co-founders both had prior exits.\n\n—————————————————————\n\nHiring: Senior Mobile Developer\n\n* Make writing on a phone a delight.\n\n* You should have: Great taste and product sense, lots of agency, extensive React Native experience, and a sense of humor, adventure, and hope.\n\nComp: 160-180K, equity, 401K, profit share, retreats, unlimited books.\n\nAPPLY: https://sudowrite.com/jobs/mobile"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_e70cd49acfa252c80c9e",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves business data and decision-making automation, but revenue reporting and dashboard development are not stated duties.",
    "evidence": [
      "Our tech team is mostly oriented at team efficiency and improving investment decision-making using data.",
      "This involves replacing as much investor work and intelligence with automation as possible."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Transforming business data into reliable revenue reports and dashboards"
    ]
  },
  "posting": {
    "title": "Software Engineer & Data Scientist",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_56240736ba12b049"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-site US, San Francisco"
      ],
      "evidence_ids": [
        "ev_74ad2a66cac0e978"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_a16c63dfb14849b9"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Telescope Partners | Software Engineer & Data Scientist | On-site US, San Francisco | Full-time\n\nTelescope is an early stage growth VC firm with a focus on enterprise software companies. We're a small, efficient team, with a beautiful office in Presidio. We work closely with entrepreneurs and help them fill critical business functions as they grow. Our tech team is mostly oriented at team efficiency and improving investment decision-making using data. This involves replacing as much investor work and intelligence with automation as possible. If you're interested in PE, agents, and data science, then this might be a good role for you!\n\nWe’re looking for someone with 3-10 years of experience.\n\nTo apply email mike at telescopepartners.com"
  }
}

{
  "judgment": {
    "query_id": "mobile_constraints",
    "job_id": "job_e09c0b93b03c6535489c",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for hands-on hardware manufacturing, not junior iOS engineering, and explicitly requires onsite work in Palo Alto rather than fully remote work from Mexico.",
    "evidence": [
      "Springcraft | Manufacturing Engineer | On-site in Palo Alto, CA | Full time | $120k–$190k + equity",
      "As the first manufacturing hire, you'll own how our hardware gets made, from first builds through volume production."
    ],
    "unmet_requirements": [
      "iOS engineering work",
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Junior-level eligibility",
      "Eligibility to work from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Manufacturing Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_47387ba4136d6c86"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-site in Palo Alto, CA"
      ],
      "evidence_ids": [
        "ev_b7edaea4d122ea87"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 190000.0,
        "min": 120000.0,
        "period": null,
        "currency": "USD",
        "original": "$120k–$190k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_e046313b828e49ca"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Springcraft | Manufacturing Engineer | On-site in Palo Alto, CA | Full time | $120k–$190k + equity\n\nSpringcraft is building the platform for physical AI.\n\nToday, building robots and intelligent machines means navigating fragmented tools, incompatible hardware, and closed ecosystems. It takes too long, costs too much, and locks builders in. There is no default platform for physical AI. We're building it. Springcraft brings together purpose-built hardware, developer tools, and AI models into one open, integrated system so that builders can create machines that sense, understand, and act in the real world.\n\nAs the first manufacturing hire, you'll own how our hardware gets made, from first builds through volume production. This is a foundational, hands-on hire. You'll be on the bench and at the machines, partnering directly with our hardware engineers. You'll build the manufacturing function from zero and lead it as the company grows.\n\nMore info and application at https://www.springcraft.ai/careers/?role=manufacturing-engin..."
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_de41568465b8b28f69c9",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed openings are product management and sales engineering, not senior analytics engineering. Mexico eligibility is not established, and the US sales-engineering opening is explicitly US-restricted.",
    "evidence": [
      "- Product Manager (DevTools & AI Reliability) - remote UTC-3 to UTC+3",
      "- Sales Engineer - remote US, Eastern time zone"
    ],
    "unmet_requirements": [
      "Senior analytics engineer work",
      "Exclusion of US-restricted jobs for the US sales-engineering opening"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico for the other openings"
    ]
  },
  "posting": {
    "title": "Product Manager (DevTools & AI Reliability) - remote UTC-3 to UTC+3; Senior Sales Engineer - remote Europe (UTC+1 to UTC+2); Sales Engineer - remote US, Eastern time zone",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_63436718139be878"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Europe / US Eastern)"
      ],
      "evidence_ids": [
        "ev_979e798a12c5771c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_577fd4315dd8d36c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Checkly | https://www.checklyhq.com | Product Manager, Sales Engineer, Senior Sales Engineer | REMOTE (Europe / US Eastern) | Full-time\n\nThe best developers don't wait for a customer to tell them something's broken.\nThey catch it first, in the pull request, in staging, or in the checkout flow at 3am, before a single user notices. That instinct is Checkly's whole reason to exist. We give developers and their agents the tools to own reliability the way they own their code: monitoring defined as code, powered by OpenTelemetry and Playwright, versioned and reviewed like everything else they ship. From pull request to post-mortem, in one place.\n\nOpen roles:\n\n- Product Manager (DevTools & AI Reliability) - remote UTC-3 to UTC+3\n- Senior Sales Engineer - remote Europe (UTC+1 to UTC+2)\n- Sales Engineer - remote US, Eastern time zone\n\nAll roles, compensation and applications: https://jobs.ashbyhq.com/checkly?utm_source=hn\n\nA human, either me or the Hiring Manager, will review your application!"
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_de609ec73a78fd9ea55d",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on computational geometry and 3D CAD algorithms, not embedded firmware running on tiny chips or communicating with sensors.",
    "evidence": [
      "We're looking for a Founding Geometry Software Engineer to build our 3D CAD analysis engine, handling grasp planning, and generative design of parts using a combination of meshes, SDFs, NURBS, and point clouds."
    ],
    "unmet_requirements": [
      "The advertised work is computational geometry rather than embedded sensor-interfacing software."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Geometry Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_79f506881d464bce"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite (London, UK)"
      ],
      "evidence_ids": [
        "ev_4a3269e9e975da3d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_a4048c0077568c98"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Whistle Robotics | Founding Geometry Engineer | Full-time | Onsite (London, UK) | https://whistlerobotics.com/\n\nI'm Gio, CTO at Whistle Robotics. We're building task-specific robots that make automation more accessible to small and medium manufacturers. We're looking for a Founding Geometry Software Engineer to build our 3D CAD analysis engine, handling grasp planning, and generative design of parts using a combination of meshes, SDFs, NURBS, and point clouds.\n\nYou will enjoy this role if you are excited to build algorithms that control physical hardware in the real world, and have experience with computational geometry libraries or game engine internals. Apply directly at our website."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_e653cdf8d3f861c6cfdb",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting includes potentially related data engineering duties, but explicitly requires a NYC hybrid arrangement, conflicting with fully remote work from Mexico. Junior level and a no-degree policy are not established.",
    "evidence": [
      "Furtim Modus | Hiring Data Engineer (Full-Time) | NYC (HYBRID) | $150K-$250K + equity | https://www.furtimmodus.com/data-engineer",
      "- Develop analytics and reporting solutions using Sigma Computing"
    ],
    "unmet_requirements": [
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Eligibility to work from Mexico",
      "Junior-level role",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Hiring Java Developer (Full-Time)",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_3d1a77bcc1f9c252"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC (HYBRID)"
      ],
      "evidence_ids": [
        "ev_a1b43064aabf24e5"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 300000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150K-$300K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_0c83e64d4cb700fe"
      ]
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Furtim Modus | Hiring Java Developer (Full-Time) | NYC (HYBRID) | $150K-$300K + equity | https://www.furtimmodus.com/software-engineer\n\nWe are currently seeking a talented and driven Java Developer to join our team full-time. This is an exciting opportunity to contribute your skills and expertise to a venture backed funded fintech trading firm with emphasis in US equities capital markets tech based out of the New York City and in exchange we’ll provide you with base comp $150k-$300k, full benefits, cash bonus, and equity.\n\nRequired Qualifications:\n\n- Experience developing server-side software for electronic trading systems for US Equities\n\n- Strong low-latency programming experience using Core Java 17 or later\n\nHighly Preferred:\n\n- Experience with open-source technologies such as Aeron Transport, Aeron Cluster, Aeron Archive, Artio, and Agrona\n\n- Experience with the Adaptive Hydra trading platform\n\nBenefits:\n\n- Flexible hybrid schedule to accommodate other commitments\n\n- Collaborative and supportive team environment\n\n- Relocation assistance to NYC Metro area\n\nIf you are passionate about Java development and interested in joining a fintech venture, we would love to hear from you. Please submit your resume if interested to [email protected] in this opportunity.\n\n-----\n\nFurtim Modus | Hiring Data Engineer (Full-Time) | NYC (HYBRID) | $150K-$250K + equity | https://www.furtimmodus.com/data-engineer\n\nWe are currently seeking a talented and driven Data Engineer to join our team full-time. This is an exciting opportunity to contribute your skills and expertise to a venture backed funded fintech trading firm with emphasis in US equities capital markets tech based out of the New York City and in exchange we’ll provide you with base comp $100k-$150k, full benefits, cash bonus, and equity.\n\nRequired Qualifications:\n\n- Experience with electronic trading systems and market data for US Equities\n\nBuild and maintain reliable data pipelines using Snowflake, AWS, and PostgreSQL\n\n- Develop analytics and reporting solutions using Sigma Computing\n\n- Improve platform monitoring and observability using Grafana, Prometheus, and VictoriaMetrics\n\nHighly Preferred:\n\n- Experience with open-source technologies such as Aeron Transport, Aeron Cluster, Aeron Archive, Artio, and Agrona\n\n- Experience with the Adaptive Hydra trading platform\n\nBenefits:\n\n- Flexible hybrid schedule to accommodate other commitments\n\n- Collaborative and supportive team environment\n\n- Relocation assistance to NYC Metro area\n\nIf you are passionate about data engineering and interested in joining a fintech venture, we would love to hear from you. Please submit your resume if interested to [email protected] in this opportunity."
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_e6abdd4a47162f1df66a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks Rust/backend engineers building a Linux BPF runtime, not C++ microcontroller firmware engineers.",
    "evidence": [
      "Building a dynamic runtime on top of the Linux BPF sub-system.",
      "Experience working with distributed systems AND / OR writing highly-concurrent, performant multi-threaded Rust is a must."
    ],
    "unmet_requirements": [
      "Microcontroller firmware engineering work"
    ],
    "unknown_requirements": [
      "Use of C++"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_8c2999772fd0a7b3"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Chicago, IL / Remote"
      ],
      "evidence_ids": [
        "ev_e7e876088277cf9b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "yeet | Chicago, IL / Remote | Full-Time\n\nBuilding a dynamic runtime on top of the Linux BPF sub-system. Looking for extremely talented / passionate Rust developers / Backend Engineers with a deep interest in Linux internals, Distributed Systems, Dev Tools, Great Developer Experiences and Systems programming.\nExperience working with distributed systems AND / OR writing highly-concurrent, performant multi-threaded Rust is a must.\n\nFeel free to tell us all about your favorite GNU core utilities / Linux system calls / kernel sub-systems at: work [at] yeet.cx\n\nYou can visit us at https://yeet.cx/\n\nFor more jobs check out https://yeet.cx/careers"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_ec066347017e976a74e5",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on AWS serverless backend development rather than analytics engineering, and explicitly requires residence in Germany, conflicting with remote work from Mexico. Junior level and a no-degree policy are not established.",
    "evidence": [
      "AWS serverless development is the main focus of the role.",
      "You must be based in Germany and speak business-fluent German and good English."
    ],
    "unmet_requirements": [
      "Analytics engineer role",
      "Fully remote from Mexico"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Cloud Engineer, AWS Serverless (TypeScript/Node.js)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_1ccae1bfffaeec34"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Germany)"
      ],
      "evidence_ids": [
        "ev_0dce77ade0f5d31c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_b36479e84f8606df"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 80000.0,
        "min": 75000.0,
        "period": null,
        "currency": "EUR",
        "original": "€75k–80k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_b07d2c95d409108e"
      ]
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      }
    ],
    "role_kind": "single_role",
    "description": "PAGNOS | Cloud Engineer, AWS Serverless (TypeScript/Node.js) | REMOTE (Germany) | Full-time | €75k–80k | business-fluent German required\n\nWe build serverless applications on AWS for clients and for our own SaaS products. On client projects, we work directly with their developers and help them understand and maintain what we build.\n\nYou’ll write backend code in TypeScript/Node.js, build APIs with Lambda and API Gateway, model data in DynamoDB, and design event-driven workflows and integrations. Infrastructure lives in code using AWS CDK, with CI/CD pipelines for builds and deployments. You’ll help decide how systems are designed and take testing, observability and security into account as you build. There’s some React/Next.js work too.\n\nWe’re looking for practical experience building AWS serverless applications with TypeScript/Node.js, including infrastructure as code, CI/CD and event-driven design. The role includes working through requirements and technical decisions with clients, so you should be comfortable with that.\n\nWe use coding agents daily and expect you to use them too, and to share useful approaches with other developers. AWS serverless development is the main focus of the role.\n\nWe’re remote-first, use Scrum, and work with code reviews, pair programming, and unit and integration tests. We meet in person regularly, sometimes in Cologne, sometimes in Austria or Mallorca. We plan travel around family commitments.\n\nYou must be based in Germany and speak business-fluent German and good English. We don’t offer visa sponsorship.\n\n€75k–80k, 32 days of vacation, hardware of your choice, and company-paid AI tool subscriptions.\n\nSend your CV to [email protected] – no cover letter needed. Questions before applying are welcome.\n\nFull job ad (German): https://germantechjobs.de/jobs/PAGNOS-GmbH-Cloud-AI-Engineer..."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_e8adbb2e02f5bc549987",
    "grade": 2,
    "confidence": "high",
    "reason": "The posting explicitly seeks backend engineers to build a software product, matching the requested server-side work. Endpoints and relational databases are examples of the intended work, not stated mandatory technology restrictions.",
    "evidence": [
      "We're hiring for backend and product engineering, as well as a founding recruiter to help us scale.",
      "You'll work directly with our founder/CEO, our staff radiologists, and our end users to build a product that radiologists rely on daily."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software engineers (backend and generalist product engineers, founding recruiter)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_03ef4340724c70f4"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Full time in San Francisco, CA (ONSITE)"
      ],
      "evidence_ids": [
        "ev_46d614801f02709a"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "New Lantern | https://newlantern.ai | Software engineers (backend and generalist product engineers, founding recruiter) | Full time in San Francisco, CA (ONSITE)\n\nNew Lantern is building an AI radiology resident—think Cursor for radiologists. Our application integrates the three software tools radiologists use all day [1], together with AI, to create a platform that saves radiologists toil and lets them focus on reading images and finding disease.\n\nWe are a series A startup with ~20 engineers (~40 total staff), have a number of live customers generating revenue, plenty of runway, and are backed by Benchmark, Anthropic, and other great investors. Our customers have told us they would cry if they couldn't use our product anymore.\n\nWe're hiring for backend and product engineering, as well as a founding recruiter to help us scale. You'll work directly with our founder/CEO, our staff radiologists, and our end users to build a product that radiologists rely on daily. You'll have real ownership and autonomy, and ship meaningful work frequently.\n\nI'm Steve, New Lantern's Head of Engineering. If you're interested or want to learn more, shoot me a note at (my HN username)@newlantern.ai. I've already hired one engineer from HN this year and interviewed many more!\n\n[1] a radiology image archive & viewer, a medical report dictation system, and work management system"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_ed4f7aeb6788592849ba",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds cloud infrastructure, not business-data revenue reports or dashboards.",
    "evidence": [
      "come build a cloud. we are doing everything from custom hardware to custom ssh servers to our own global load balancer."
    ],
    "unmet_requirements": [
      "Work transforming business data into reliable revenue reports and dashboards."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "full time member of technical staff",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "sf bay area only"
      ],
      "evidence_ids": [
        "ev_2bacc60c2af0c370"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "exe.dev | full time member of technical staff | sf bay area only\ncompetitive salary, meaningful early equity, 2 days a week in the downtown sf office\n\ncome build a cloud. we are doing everything from custom hardware to custom ssh servers to our own global load balancer. very senior small high-trust team looking for someone we can rely on to get done whatever is most important in the stack for the business. some days that means patch the vmm. other days it means figure out passkey quirks.\nmore about what we are building here: https://crawshaw.io/blog/building-a-cloud email me at [email protected]."
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_dff942f76977d15fd4dd",
    "grade": 0,
    "confidence": "high",
    "reason": "The role develops and supports scientific measurement software, rather than teaching programmers through tutorials, workshops, or code examples. Collaboration and user support do not establish programming instruction duties.",
    "evidence": [
      "We are looking for a developer for the measurement orchestration software for experiments at the Swiss Light Source (SLS) synchrotron.",
      "The role acts as translator and facilitator between scientists and specialists across a wide range of disciplines, bridging gaps in collaborative discussions and code development."
    ],
    "unmet_requirements": [
      "The intended work of teaching other programmers is not matched by the stated software-development and scientific-support duties."
    ],
    "unknown_requirements": [
      "Whether the role includes tutorials, workshops, or instructional code examples."
    ]
  },
  "posting": {
    "title": "Software Scientist / Research Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_6bf17ecedba5b735"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE (CH)"
      ],
      "evidence_ids": [
        "ev_d0f5e481bf0bedbd"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CH"
      ],
      "evidence_ids": [
        "ev_14a425df4e14ad5b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Paul Scherrer Institut (PSI), Switzerland | Software Scientist / Research Software Engineer | ONSITE (CH) | Full-time | 2y project | www.psi.ch\n\nPSI is the largest research institute for natural and engineering sciences within Switzerland. We perform cutting-edge research in the fields of future technologies, energy and climate, health innovation and fundamentals of nature. By performing fundamental and applied research, we work on sustainable solutions for major challenges for society, science and economy.\n\nWe are looking for a developer for the measurement orchestration software for experiments at the Swiss Light Source (SLS) synchrotron. Our scientists rely on this software for time-critical experiments, requiring support before, during, and after measurements to use, extend, and integrate new functionality. The role acts as translator and facilitator between scientists and specialists across a wide range of disciplines, bridging gaps in collaborative discussions and code development.\n\nFor a detailed job descriptions and starting the application process, please visit:\nhttps://www.psi.ch/en/hr/job-opportunities/75028-software-sc..."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_ef4f33206daed662837e",
    "grade": 0,
    "confidence": "high",
    "reason": "The backend and data infrastructure work is adjacent to analytics engineering, but the explicitly onsite Cambridge role conflicts with fully remote work from Mexico. Junior level and a no-degree policy are not established.",
    "evidence": [
      "On-Site (Cambridge, MA)",
      "+ Must be authorized to work in the United States"
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Junior-level role",
      "No university degree required",
      "Eligibility to work from Mexico"
    ]
  },
  "posting": {
    "title": "Software Engineer, Data & ML",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_16a319a069cadb6c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-Site (Cambridge, MA)"
      ],
      "evidence_ids": [
        "ev_f62fade15ba8253b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 130000.0,
        "min": 105000.0,
        "period": null,
        "currency": "USD",
        "original": "$105,000–$130,000",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_df2e60ba98b76b59"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Foray Bioscience | Software Engineer, Data & ML | On-Site (Cambridge, MA) | Full Time | $105,000–$130,000 + equity\n\nCompany:\nForay is a plant production company using plant cells, artificial intelligence, and advanced biomanufacturing to grow materials, molecules, and seeds directly from the cell up.\n\nOur work is powered by Pando, our intelligent workspace for plant science. Pando combines novel plant datasets and emerging predictive models to help researchers design and optimize plant production workflows with greater speed and reliability. Together, our software and biomanufacturing platforms are creating new ways to produce what we need from plants while building more resilient plant industries.\n\nRole:\nWe’re looking for a Software Engineer, Data & ML to help build the software and data foundation behind Pando. You’ll work across the product, with a particular focus on backend systems, APIs, data infrastructure, and the systems supporting our machine learning work. A major part of the role is figuring out how to turn complex scientific and experimental information — including scientific literature, natural language, and data generated in the lab — into reliable, structured data.\n\nYou’ll work closely with software engineers, biologists, and ML researchers to translate experimental workflows, statistical analyses, and design-of-experiment approaches into scalable software and predictive tools. You’ll join early, have significant ownership, and help make foundational technical and architectural decisions as the platform grows.\n\nYou:\n+ Strong software engineering generalist with particular depth in backend and data systems\n+ Experience shipping production-grade software and building backend systems, data pipelines, databases, APIs, or other data-intensive infrastructure\n+ Strong in Python and comfortable with relational databases, APIs, and modern software systems\n+ Familiar with MLOps and the infrastructure needed to run AI models in production\n+ Comfortable turning messy, heterogeneous, or unstructured information into trustworthy data, including through NLP, information extraction, or similar techniques\n+ Understand good scientific data practices including quality, provenance, versioning, reproducibility, permissions, and access controls\n+ Enough statistical fluency to reason about experimental data, uncertainty, and design of experiments\n+ Enjoy learning unfamiliar domains, working across disciplines, and solving ambiguous problems with significant ownership\n+ Experience with scientific or biological data, ML infrastructure, predictive modeling, optimization, or AI applications is helpful, but we don’t expect one person to have done all of these things before\n+ Must be authorized to work in the United States\n\nLearn more & apply: https://jobs.polymer.co/foray-bioscience/41044?source=Hacker...\n\nReferrals: Available in the form of a houseplant or a lab-grown Christmas tree, while supplies last!"
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_f03fc05e545b08f37242",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on GPU infrastructure and AI workload optimization, not developer education or documentation.",
    "evidence": [
      "Think GPU datacenter bring-up, storage, networking, and designing IaC.",
      "Also think optimizing AI workloads, env design, minimizing GPU bring up times, and maximizing hardware fungibility."
    ],
    "unmet_requirements": [
      "Developer education or documentation work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Bare-Metal GPU Infra + Applied AI",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_8bf3939b9d6a5bfb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco / REMOTE"
      ],
      "evidence_ids": [
        "ev_da40ef5e85f83051"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Inferra | Bare-Metal GPU Infra + Applied AI | San Francisco / REMOTE | Full-time / internship\n\nWe're looking for cracked, optimistic engineers/students with good systems taste and high tolerance of ambiguity. We're a team of ~10 in SF, building a GPU neocloud. High agency, lots of freedom, very little boundaries.\n\nThink GPU datacenter bring-up, storage, networking, and designing IaC. Also think optimizing AI workloads, env design, minimizing GPU bring up times, and maximizing hardware fungibility.\n\nEmail sasan at inferra.ai with anything relevant. For internships: please tell what you'd like to do in the next ~year, if you could do anything."
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_f38b644f59dd64d3d669",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting advertises software engineering and development work, not teaching programmers through tutorials, workshops, or code examples.",
    "evidence": [
      "Current open positions:",
      "+ Software Engineer (Embedded) - https://grnh.se/acaazaw13us"
    ],
    "unmet_requirements": [
      "Teaching programmers through tutorials, workshops, and working code examples"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineers",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_36a0b7341530bdae"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hawthorne, CA (Los Angeles County)"
      ],
      "evidence_ids": [
        "ev_7e692e8a46bfb7b4"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Freeform (http://freeform.co) | Software Engineers | Full-time | Onsite | Hawthorne, CA (Los Angeles County)\n\nFreeform builds AI-native manufacturing systems that unify software, hardware, and physics to produce industrial-scale parts at the speed of human ideation. By treating manufacturing as a single integrated system, we unlock a new era of innovation where complex hardware is designed, built, and scaled without limits. This isn’t just an improvement; it’s a leap forward in how complex metal parts are made, with the ability to revolutionize industries like aerospace, defense, automotive, energy, and beyond. We are backed by top VCs including NVIDIA’s NVentures, Founders Fund, Threshold Ventures, and Apandion.\n\nIt’s a small, tight-knit team and you’d have the opportunity to own significant and impactful greenfield projects throughout the entire development lifecycle and much more. Our software team comes from the likes of Google, SpaceX, and Apple, and believes in taking a first principles approach to solving hard problems.\n\nA glimpse into our software landscape - https://www.youtube.com/watch?v=nFWQArUkd5I\n\nOur feature in TechCrunch announcing our $67M Series B Raise! https://techcrunch.com/2026/02/19/freeform-raises-67m-series...\n\nCurrent open positions:\n\n+ Principal Software Engineer - https://grnh.se/27ajbj9k3us\n\n+ Senior Full Stack Engineer (MES) - https://grnh.se/vp93v0cu3us\n\n+ Senior Software Engineer - https://grnh.se/m2l08z853us\n\n+ Senior Software Engineer (Embedded) - https://grnh.se/hb838bth3us\n\n+ Senior Software Engineer (Full Stack Enterprise) - https://grnh.se/z1hbnfo33us\n\n+ Software Engineer - https://grnh.se/hnwff2s23us\n\n+ Software Engineer (Embedded) - https://grnh.se/acaazaw13us\n\n+ Software Engineer (Full Stack Enterprise) - https://grnh.se/26cvuixl3us"
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_eea08cab6663d534bc80",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed roles concern software, agents, product engineering and security, not firmware engineering. Junior seniority, Mexico eligibility and a no-degree policy are not established.",
    "evidence": [
      ">> Software Engineer, Agents | NAMER, EMEA, APJ (Remote) :",
      "Our platform gives developers everything they need to build, test, deploy, scale, and observe agents in production."
    ],
    "unmet_requirements": [
      "Firmware engineering work"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Eligibility to work fully remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": ">> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid); >> Staff Security Engineer | NAMER, EMEA, APJ (Remote); >> Forward Deployed Engineer | United States (Remote); >> Software Engineer, Agents | NAMER, EMEA, APJ (Remote)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_1620d9c994a4fc6d",
        "ev_a245f5ba4cef050a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote"
      ],
      "evidence_ids": [
        "ev_1620d9c994a4fc6d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_4e5b1b62b0301460"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "LiveKit|http://livekit.io/| VoiceAI | webRTC | Remote | Full Time\n\nLiveKit is building the infrastructure layer for the voice-driven era of computing. Our platform gives developers everything they need to build, test, deploy, scale, and observe agents in production. Hiring:\n\n>> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid):\nhttps://jobs.ashbyhq.com/livekit/463e2769-bb85-4429-96a3-3a1...\n\n>> Staff Security Engineer | NAMER, EMEA, APJ (Remote):\nhttps://jobs.ashbyhq.com/livekit/efc06ff8-37c4-473e-8de8-bbb...\n\n>> Forward Deployed Engineer | United States (Remote):\nhttps://jobs.ashbyhq.com/livekit/b889ef16-4d5d-4b71-b0a9-682...\n\n>> Software Engineer, Agents | NAMER, EMEA, APJ (Remote) :\nhttps://jobs.ashbyhq.com/livekit/1757f49e-7e19-4c45-85f7-e46...\n\nCo-founders: Russ d'Sa (CEO) https://www.linkedin.com/in/russelldsa/ & David Zhao (CTO) https://www.linkedin.com/in/davidzhao/\n\nCheck out our blog: https://livekit.com/blog\n\nOur other roles: https://livekit.com/careers?utm_source=1bpyr8q375"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_f3d2651c63638a8f24ff",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks a full-stack software engineer, not a UX product designer or user researcher. Exceptional UX is a software quality goal rather than evidence of design or research duties.",
    "evidence": [
      "looking for full-stack product engineer generalists to help us create high-quality software with exceptional UX, end-to-end."
    ],
    "unmet_requirements": [
      "UX product design and user research as the intended work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "/^Full-?stack Engineer$/i",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b32599e2a66dde09"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (North America & Europe)"
      ],
      "evidence_ids": [
        "ev_b4b4218a751d183d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Better Stack | https://betterstack.com/ | /^Full-?stack Engineer$/i | Remote (North America & Europe)\n\nWe are software builders at :heart: CEO is a software engineer, COO is a software engineer, and you guessed it, CTO is an engineer, too. We are engineers, making the tools we always wanted. If you love building amazing software, you're at the right address.\n\nWe are looking for software engineers who, given enough time, could build Better Stack on their own = looking for full-stack product engineer generalists to help us create high-quality software with exceptional UX, end-to-end.\n\nApply at https://betterstack.com/careers/fullstack-engineer\n\nHow we operate: https://betterstack.com/careers – https://betterstack.com/careers/engineering – https://juraj.blog/"
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_f511e6c241192c116a5b",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed roles focus on backend infrastructure, inference, security, and container runtimes, not developer education or documentation.",
    "evidence": [
      "Senior/Staff Backend Engineer — Build controllers and operators at the core of the platform.",
      "Senior Inference Engineer — Our first dedicated inference hire."
    ],
    "unmet_requirements": [
      "Developer education or documentation work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_5ad7c27c7ee1a9b4"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US, Canada, Europe)"
      ],
      "evidence_ids": [
        "ev_028d4038af62a936"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_d8d7b3ed974088f6",
        "ev_f8e4b4e01097b1b8"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "vCluster Labs | Multiple Engineering Roles | REMOTE (US, Canada, Europe) | Full-time | $140k-$220k USD | $140k-220k CAD | €80K – €145K + Equity\n\nvCluster Labs builds the software layer that turns hardware into a cloud. One platform to turn raw compute into every kind of cluster, for the teams building AI infrastructure and the customers they serve. We're a VC-backed startup in hyper-growth and fully remote.\n\nWe have several open roles, here are a few to highlight:\n\nSenior/Staff Backend Engineer — Build controllers and operators at the core of the platform. Strong fit if you've authored Kubernetes controllers/operators from scratch using kubebuilder, controller-runtime, or client-go. Apply: https://www.vcluster.com/careers?ashby_jid=516c8859-83be-453... or https://www.vcluster.com/careers?ashby_jid=7a0a3f38-e7bf-407...\n\nSenior Inference Engineer — Our first dedicated inference hire. Production deployment/serving experience with vLLM, SGLang, or TensorRT-LLM, hands-on inference optimization (quantization, batching, caching, routing), strong Python or Go.\n\nSenior Application Security Engineer — Kubernetes internals from an exploitation/attack-surface perspective, hands-on container breakout and privilege escalation experience, real code-level security review, and threat modeling. Apply: https://www.vcluster.com/careers?ashby_jid=83c81a73-973f-406...\n\nvNode Engineering Tech Lead — Build vNode, our tenant-isolation container runtime (Linux user namespaces and seccomp, no VM, no virtual kubelet). Container runtime internals (containerd, CRI-O, runc), Kubernetes node-level depth (kubelet, CRI layer), Linux isolation primitives (seccomp, user namespaces, cgroups). Apply: https://www.vcluster.com/careers?ashby_jid=c6a9423d-5f1f-4f4...\n\nFull list of open roles: https://www.vcluster.com/careers\nFeel free to reply here with any questions."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_f421cd957b7c2b33889a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for full-stack AI software engineering rather than analytics engineering and explicitly requires 2–3+ years of hands-on experience, conflicting with the junior-role request. Remote work is stated, but Mexico eligibility and a no-degree policy are not confirmed.",
    "evidence": [
      "you'd work across the full stack: React/TypeScript frontend, Node.js backend, AWS Lambda.",
      "looking for 2-3+ years hands-on experience"
    ],
    "unmet_requirements": [
      "Analytics engineer work",
      "Junior role"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Full Stack AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9a5542435ea47fc5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote(Everywhere)"
      ],
      "evidence_ids": [
        "ev_110e47d9d832abf6"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      }
    ],
    "role_kind": "single_role",
    "description": "AiMi | Full Stack AI Engineer | Remote(Everywhere) | Full-time\n\nAiMi builds agentic AI infrastructure for capital markets: autonomous agents that ingest venue and vendor notifications, assess impact across client infrastructure, and drive change management workflows in real time, replacing what used to be manual, static processes for exchanges and their ops teams. live production platform, not a pilot.\n\nyou'd work across the full stack: React/TypeScript frontend, Node.js backend, AWS Lambda. concretely: shipping features in the agent pipeline, building MCP-based connectors and skills that extend what our agents can reach, running evals on agent accuracy and reliability, building observability and alerting for agent latency/error rates/failed workflows, and making long-running LLM, agent, and SSE calls actually resilient (timeouts, retries, circuit breakers, fail-fast, recovery). also a fair amount of diagnosing dependency/version conflicts in a Node.js/npm monorepo, which is its own skill.\n\nlooking for 2-3+ years hands-on experience, solid Node.js and REST API background, real hands-on work with LLMs or agent frameworks (Mastra, LangChain, LlamaIndex, Claude, OpenAI or similar), comfortable with AWS (Lambda, Bedrock, DynamoDB, S3, Cognito, API Gateway, CloudWatch), MongoDB/DynamoDB, and genuinely tests what you ship (unit, integration, e2e). familiarity with spec-driven development (Claude Code, Cursor, CodeRabbit or similar) is a real plus since that's how we work day to day. bonus points for capital markets/trading infra background, LLM observability tooling like Langfuse, SSE streaming experience, or PostHog.\n\nyou'd be working on great things here: real architectural decisions at an early-stage company, visible impact from week one, and room to grow into a senior or lead role as we grow.\n\napply: https://join.com/companies/aimitechnology/16658631-agentic-a... , or reach out directly at [email protected]"
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_f3cd67a2521f8c2068fe",
    "grade": 1,
    "confidence": "high",
    "reason": "The product engineering role is adjacent to product experience work, but interviews and prototype tests describe the company's offering rather than explicit duties. The requested research, design and testing activities are not established for this role.",
    "evidence": [
      "We're hiring product engineers to help us push the envelope on what's possible in AI engineering practices, while helping our customers bake customer insight into every product release.",
      "Great Question is the best way to understand your customers - whether it's mining what they've already told you, or generating new research via interviews, surveys and prototype tests."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Conducting user interviews as a role responsibility",
      "Designing and testing product experiences and prototypes"
    ]
  },
  "posting": {
    "title": "Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_3bf680e481a705a4"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Canada)"
      ],
      "evidence_ids": [
        "ev_8421bd918ef11996"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CA"
      ],
      "evidence_ids": [
        "ev_32c7420e4a5c929b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Great Question | Product Engineer | Remote (Canada) | Full-time | https://greatquestion.com\n\nGreat Question is the best way to understand your customers - whether it's mining what they've already told you, or generating new research via interviews, surveys and prototype tests. We're 2nd time founders, closed our Series A last year, with customers from Canva & Brex to Intuit & Amazon.\n\nWe're hiring product engineers to help us push the envelope on what's possible in AI engineering practices, while helping our customers bake customer insight into every product release.\n\nYou'll do well here if you have a strong sense of what makes a quality product, you're AI native, and you solve the problem of ambiguity with getting closer to customers.\n\nWe're hiring product engineers!\n\nhttps://greatquestion.com/careers"
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_f80ce1af7b0c290da0a9",
    "grade": 1,
    "confidence": "high",
    "reason": "The role directly involves infrastructure engineering, but the posting does not state Kubernetes use or responsibilities.",
    "evidence": [
      "Responsibilities include designing and operating cloud environments, deployment pipeliness and infrastructure-as-code that keep our systems reliable, scalable, and fast.",
      "Our ideal candidate has extensive experience in HPC environments with Slurm management."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Kubernetes infrastructure work"
    ]
  },
  "posting": {
    "title": "DevOps Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_6630b0197784c277"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA (onsite)"
      ],
      "evidence_ids": [
        "ev_9360beb23cb7b379"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "julia",
        "label": "Julia"
      }
    ],
    "role_kind": "single_role",
    "description": "Aeolus | DevOps Engineer | San Francisco, CA (onsite) | Full-Time\nAeolus is seeking an exceptional DevOps Engineer to take ownership of the cloud infrastructure and deployment systems that power our mission in applied atmospheric science.\n\nIn this role, you'll be the technical foundation our scientists, ML engineers, and software engineers build on. At the core of our efforts is an operational physical weather model written in Julia, executed on GPUs. Responsibilities include designing and operating cloud environments, deployment pipeliness and infrastructure-as-code that keep our systems reliable, scalable, and fast. Our ideal candidate has extensive experience in HPC environments with Slurm management.\n\nApply at https://www.aeolus.earth/careers/devops-engineer"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_f5b594ad0880df385a16",
    "grade": 0,
    "confidence": "high",
    "reason": "The data-engineering opening is lead-level rather than junior. Fully remote eligibility from Mexico and a no-degree policy are not established.",
    "evidence": [
      "* Lead Data Engineer",
      "Remote: our roles are primarily NL, US, North Macedonia, or CA-based (hybrid), but exemptions for remote work within the EU may apply to specific cases."
    ],
    "unmet_requirements": [
      "Junior seniority: the data-engineering opening is lead-level."
    ],
    "unknown_requirements": [
      "Analytics-engineering duties are not described.",
      "Fully remote work from Mexico is not established.",
      "No university degree required is not stated."
    ]
  },
  "posting": {
    "title": "Staff Backend Engineer – AI; Senior Infrastructure Engineer; Lead Data Engineer; Senior React SDK Developer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_57d87d029d11a695",
        "ev_375c19a5dd4d764e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam (NL), Skopje (North Macedonia)",
        "Boulder, CO (US)",
        "Toronto (Canada))",
        "Remote possible"
      ],
      "evidence_ids": [
        "ev_9357d72ecbe1c2e9",
        "ev_6d9d72fe434f1a94",
        "ev_c31ced274421419a",
        "ev_b74e753e8c099e91"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA",
        "NL"
      ],
      "evidence_ids": [
        "ev_2eb9ab0e22347d5b",
        "ev_e4e7e8b32f806378",
        "ev_fe4846532ac214a5"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Stream | Multiple Positions | Amsterdam (NL), Skopje (North Macedonia) | Boulder, CO (US) | Toronto (Canada)) | Remote possible | Full Time | Visa Sponsorship\n\nAt Stream, we use Go for our video SFU, chat API, Moderation and Feeds, serving high traffic from major apps like Strava, Nextdoor, Patreon, and Midjourney. Our tech stack: Go, CockroachDB, RocksDB, WebRTC, Raft, and Redis.\n\nWe're hiring for:\n\n* Staff Backend Engineer – AI\n\n* Senior Infrastructure Engineer\n\n* Lead Data Engineer\n\n* Senior React SDK Developer\n\nWhy Join Stream?\n\n* High scale/ difficult engineering, we have customers using our products with millions of users\n\n* Default alive. Startup growth opportunity with healthy revenue\n\n* All managers are hands-on and capable engineers\n\n* Edge network of servers around the world\n\n* Great opportunity to learn and grow\n\nRemote: our roles are primarily NL, US, North Macedonia, or CA-based (hybrid), but exemptions for remote work within the EU may apply to specific cases.\nVisa Sponsorship: Available for the Netherlands\n\nApply here: https://jobs.ashbyhq.com/stream?utm_source=5rrpvObp3r"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_ed8c41f00747cba41d3a",
    "grade": 0,
    "confidence": "high",
    "reason": "This is a full-stack software engineering role, not a product designer position, despite some UI/UX ownership. The advertised compensation does not specify a pay period, so it does not establish the requested annual minimum.",
    "evidence": [
      "Silkline | Software Engineer | Chicago, Seattle | ONSITE (5 days/week) | $150k-$225k + equity | https://silkline.ai",
      "You: 5+ years full-stack, startup or 0-1 experience, fast with APIs (bonus: ERPs)."
    ],
    "unmet_requirements": [
      "Product designer role"
    ],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year; the stated compensation has no specified period."
    ]
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_4fed6965d21ff2d5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Chicago, Seattle"
      ],
      "evidence_ids": [
        "ev_1d0670f5f31d0018"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 225000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150k-$225k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2a7e80797f93e9e1"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Silkline | Software Engineer | Chicago, Seattle | ONSITE (5 days/week) | $150k-$225k + equity | https://silkline.ai\n\nModern hardware supply chains run on spreadsheets, email, PDFs, and prayer. It's like fax woke up in 2026. We're fixing it with an AI-first procurement platform for aerospace, defense, and nuclear manufacturing - customers include Machina Labs, Astranis, K2 Space, Castelion, and Antares.\n\nAt SmallSat last month, a supplier walked up to me (in a full spacesuit costume), said \"oh you're from Silkline, we love you guys!\" and handed us a roadmap item on the spot. That's the job: sit with customers, hear what's broken, ship it. 0-1 product, real UI/UX ownership, ERP integrations that sync POs and manufacturing data.\n\nStack: TypeScript, React, Next.js, GraphQL, Trigger.dev. You: 5+ years full-stack, startup or 0-1 experience, fast with APIs (bonus: ERPs). The role touches ITAR-controlled data, so US persons only, no visa sponsorship.\n\nWe 5x'd our customer base this past year and continue to grow fast. Small team, direct line to the founders (Isaac and myself). Also: space-suited mascot named Silky.\n\nApply: https://jobs.gem.com/silkline/am9icG9zdDrLwsEQTKKa02Ut_F9kgz...\nQuestions? [email protected] (mention HN)"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_f43f74b46ee925b2d966",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on building autonomous AI agents, not analytics engineering. Fully remote work is supported, but junior seniority, eligibility from Mexico, and a no-degree policy are not established.",
    "evidence": [
      "You'll design and ship autonomous agents that run real steps of the marketplace (sourcing, quoting, order matching, supplier follow-up) on real transactions and real money, with a human in the loop where risk demands it.",
      "We are a fully remote, global team of 55. No visa sponsorship/relocation."
    ],
    "unmet_requirements": [
      "Analytics engineering work"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a9fb1e9b999ee53d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (preferred Spain, UK, Poland, Romania)"
      ],
      "evidence_ids": [
        "ev_85b34d39359a9cad"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "ES",
        "GB",
        "PL",
        "RO"
      ],
      "evidence_ids": [
        "ev_8bba35770f6ce393",
        "ev_069d29a51d044b9e",
        "ev_969db3676ab75e9d",
        "ev_75a384d9b675914b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Axmed | AI Engineer | REMOTE (preferred Spain, UK, Poland, Romania) | Full-time | apply: axmed.teamtailor.com/jobs/8175859-ai-engineer\n\nAxmed runs a live B2B marketplace connecting healthcare providers in low- and middle-income countries with pharmaceutical suppliers, working to make sure geography and income never stand between someone and the medicine they need. Backed by the Gates Foundation and Founderful. We're past proving it works and into scaling it — this role is what takes us there.\n\nYou'll design and ship autonomous agents that run real steps of the marketplace (sourcing, quoting, order matching, supplier follow-up) on real transactions and real money, with a human in the loop where risk demands it. Full lifecycle ownership: you decide the approach, build it, ship it, watch it, fix it.\n\nStack: Python, your choice of orchestration framework (LangChain/LangGraph/LlamaIndex/CrewAI), LLM APIs, cloud infra, CI/CD.\n\nWe are a fully remote, global team of 55. No visa sponsorship/relocation.\n\nApply: axmed.teamtailor.com/jobs/8175859-ai-engineer"
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_f6eb60d3622a24208721",
    "grade": 0,
    "confidence": "high",
    "reason": "The role concerns platform software security rather than firmware engineering, and its onsite requirement directly conflicts with fully remote work from Mexico. Junior level and a no-degree policy are not stated.",
    "evidence": [
      "Factory | Security Engineer | Onsite in San Francisco | Full-time",
      "In this role, you will play a critical role in developing and maintaining the security foundation of our platform."
    ],
    "unmet_requirements": [
      "Firmware engineering work",
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Eligibility to work from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Security Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_362ac1bb27a00421"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite in San Francisco"
      ],
      "evidence_ids": [
        "ev_92626ec6486f1e8b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "single_role",
    "description": "Factory | Security Engineer | Onsite in San Francisco | Full-time\n\nCome work on my team! (We’re hiring lots of engineers right now, but I’m biased toward my own group today.)\n\nFactory builds software development agents that accelerate the world's largest enterprise engineering teams. We're helping customers including Nvidia, Adobe, Adyen, Klarna, and Ernst & Young turn their engineering organizations into autonomous development systems — shipping code, reviewing PRs, running tests, and deploying continuously.\n\nWe're seeking a talented Security Engineer to join our team. In this role, you will play a critical role in developing and maintaining the security foundation of our platform. You will conduct in-depth code reviews, implement security best practices, and influence the overall security strategy. Your expertise in TypeScript, Python, Kubernetes, CI/CD, and terraform orchestration will be crucial in identifying and mitigating potential security vulnerabilities.\n\nSoftware Engineer, Security: https://factory.ai/careers/software-engineer-security\n\nOther roles: https://factory.ai/company#careers"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_fe48d4256c9110cbffd2",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for a lead security product manager, not a junior backend engineer. Remote work is stated, but eligibility from Mexico and a no-degree policy are not established.",
    "evidence": [
      "Lead Product Manager, Security",
      "I’m hiring a product manager to lead our security roadmap and steer the priorities of our security engineering team."
    ],
    "unmet_requirements": [
      "Junior backend engineer role"
    ],
    "unknown_requirements": [
      "Eligibility to work fully remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Lead Product Manager, Security",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_774ca9dccd2488bb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US + 18 countries)"
      ],
      "evidence_ids": [
        "ev_a54b183f09ea8582"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_1f39d75bab375746"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Wikimedia Foundation | Lead Product Manager, Security | REMOTE (US + 18 countries) | Full-time\n\nI lead the security and safety team for Wikipedia, at the Wikimedia Foundation. I’m hiring a product manager to lead our security roadmap and steer the priorities of our security engineering team.\n\nIt’s a high-pace, shipping-heavy time for the whole project right now, as we are dedicating ourselves to surviving all the ways AI is messing with us and the internet, and getting to the other side of it. I joined myself about a year ago, and have found it to be a great time and place to swing big and surprise people.\n\nThis is a PM role and PM background is certainly helpful, but it’s not strictly required (everyone has the first PM job at some point). A technical background and security expertise are a must for this role, so we’re also open to people in engineering roles, who have demonstrated PM-relevant skills and are interested in making a pivot.\n\nYou can apply at https://job-boards.greenhouse.io/wikimedia/jobs/8140060?gh_s... - we don’t auto-filter based on AI or anything like that, I will personally see your resume."
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_eebaab401011db186cdb",
    "grade": 1,
    "confidence": "high",
    "reason": "This is a related design role, but its focus is production of marketing assets rather than product design. Global remote work is supported; junior seniority and a no-degree policy are not stated.",
    "evidence": [
      "REMOTE (async, global)",
      "We need a production designer who turns briefs into polished, on-brand marketing, social and ad creative, fast, inside an existing brand system."
    ],
    "unmet_requirements": [
      "Product design focus: the stated work is marketing, social and advertising creative."
    ],
    "unknown_requirements": [
      "Whether the role accepts junior designers.",
      "Whether no university degree is required."
    ]
  },
  "posting": {
    "title": "Production Designer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_caa527e6422fa9cd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (async, global)"
      ],
      "evidence_ids": [
        "ev_742ebca3dc94e700"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "We The Flywheel | Production Designer | REMOTE (async, global) | Contract, part-time to full-time | https://wetheflywheel.com/en/careers/production-designer-rem...\n\nWe're a small, agent-led studio. Most of our ops run through AI agents, and the people here direct them. We need a production designer who turns briefs into polished, on-brand marketing, social and ad creative, fast, inside an existing brand system.\n\nWhat we're looking for:\n- Real Figma experience (required)\n- You've wired Figma into coding agents like Codex or Claude Code (e.g. Figma MCP), so a design becomes working code without a hand-off\n- Strong typography and layout craft, and you can keep quality up across a high volume of assets\n- Clear written English for async work\n\nApply through the link. It starts with a short skills assessment, no cover letter needed.\n\nFor other roles, see our careers page: https://wetheflywheel.com/en/careers/?utm_source=hackernews&..."
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_fcd8f8ccbd972908741f",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is full-stack engineering rather than junior analytics engineering, and explicitly requires five years of experience and a technical degree. Stated US eligibility also conflicts with working remotely from Mexico.",
    "evidence": [
      "Minimum: 5+ years building production web applications, a technical degree, fluency with current AI tooling, and eight continuous hours inside the 8:30am to 5:00pm ET window.",
      "US"
    ],
    "unmet_requirements": [
      "Junior analytics engineer role",
      "Remote eligibility from Mexico",
      "No university degree required"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Full-Stack Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_2ae58452c26d9dba"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US time zones)"
      ],
      "evidence_ids": [
        "ev_ceec80ddfc488b9f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f6ce9779a48e12b7"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "elixir",
        "label": "Elixir"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Obi9 | Full-Stack Engineer | REMOTE (US time zones) | Contract or Full-time | https://obi9.ai/jobs/full-stack-engineer\n\nA hedge fund analyst covering therapeutics has to watch hundreds of companies at once: press releases, SEC filings, management calls, updates on government sites, clinical data publications. Obi9 ingests all of it and surface what matters. Hedge funds pay for it today.\n\nWe are early and the team is small, so you would own entire surfaces of the product rather than pick up tickets:\n\n- Ship full-stack features end to end, from the data model to the interface.\n\n- Build the ingestion and enrichment pipelines that turn raw data into rich insights and alerts.\n\n- Work on AI-backed features, from ideation to serving them in the webapp and over MCP.\n\n- Make heavy data legible: dense tables, financial charts, document viewers, a live alert stream.\n\nStack: React + TypeScript, Node, Elixir, Python, distributed AI pipelines.\n\nBeyond full-stack ability we want someone who already understands one of these worlds. One is enough, we are not asking for all four:\n\n- Financial information systems. Bloomberg, FactSet, AlphaSense, Capital IQ, PitchBook. You know what entity resolution, identifier mapping and point-in-time data cost to get right.\n\n- Financial domain knowledge in healthcare. Equity research, valuation, or time spent living inside filings and models.\n\n- Audio and transcription. OtterAI Deepgram, AssemblyAI, Whisper. Diarization, speaker attribution, turning messy call audio into something quotable.\n\n- AI-intensive products where the pipeline IS the product. Legal AI, document intelligence, medical coding. You know what evals, grounding and extraction schemas that hold actually cost.\n\nMinimum: 5+ years building production web applications, a technical degree, fluency with current AI tooling, and eight continuous hours inside the 8:30am to 5:00pm ET window.\n\nApply: https://obi9.ai/jobs/full-stack-engineer?tab=apply"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_f85dc86648cb04f6e933",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised roles require office attendance in NYC or SF, conflicting with working remotely from Mexico. No senior analytics engineer role is explicitly identified, and country eligibility is unstated.",
    "evidence": [
      "Data Scientist ($175K – $210K) — NYC or SF, hybrid (2x/week in office)",
      "(Senior) Software Engineer ($148K – $250K) — NYC or SF, hybrid (2x/week in office)"
    ],
    "unmet_requirements": [
      "Work remotely from Mexico: advertised roles require office attendance in NYC or SF."
    ],
    "unknown_requirements": [
      "Whether any opening involves senior analytics engineering duties.",
      "Eligibility for Mexico residents and whether employment is restricted to US residents."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_64b657bc2a603380",
        "ev_8a3b1b131eff5d9b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC / SF"
      ],
      "evidence_ids": [
        "ev_887f53f658060d7d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Middesk | Full-time | NYC / SF | Hybrid | middesk.com\n\nAt Middesk, we're building the business identity infrastructure that banks, fintechs, and platforms rely on to know who they're doing business with — powering KYB (Know Your Business) compliance, fraud prevention, and entity verification at scale.\n\nWe're expanding beyond verification into a full agentic compliance platform — orchestrators and specialist agents that automate what used to be manual compliance review. Backed by YC, Sequoia, and Accel (Series B).\nWe're a small, sharp team with high ownership — engineers work closely with customers and leadership, and get to see their work ship fast.\n\nOpen roles:\n\nForward Deployed Engineer ($148K – $255K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/a72b1048-1001-49b1-92bd-9c4...\n\n(Senior) Software Engineer ($148K – $250K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/e1c6af86-dce1-495f-a710-ad3...\n\nData Scientist ($175K – $210K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/f0da59d3-43fa-460b-88ea-4fc...\n\nLead Data Scientist ($210K – $250K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/7fd5aeb2-c33c-4f0a-ad3d-216...\n\nSoftware Engineer, Infrastructure ($148K – $230K) — SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/aed2c535-cd58-4920-9618-a0c..."
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_f82f59f4ce27fda2c088",
    "grade": 1,
    "confidence": "high",
    "reason": "The platform-building work is relevant, but the posting does not establish pay of at least USD 400,000 per year: its quoted compensation range has no stated pay period.",
    "evidence": [
      "Help us build an AI-first engineering, manufacturing, and supply chain platform.",
      "$180k - $225k + Equity"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the salary range's pay period is unspecified."
    ]
  },
  "posting": {
    "title": "Senior, Staff, Principal Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_44063cbe964c20be"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE Denver, CO"
      ],
      "evidence_ids": [
        "ev_b649059a4bff9351"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 225000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k - $225k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c161f8fae488e974"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Boom Supersonic | https://boomsupersonic.com/ | Senior, Staff, Principal Software Engineer | ONSITE Denver, CO | Full-time | $180k - $225k + Equity\n\nHelp us build an AI-first engineering, manufacturing, and supply chain platform. What if you could ask AI: \"how does this new turbine blade geometry affect our 42MW power requirements?\" And actually get a meaningful answer? This is the platform that supports Superpower, Symphony, and Overture from design to deployment across multiple factories. If you love hard-tech, distributed systems, web apps, and building AI infrastructure at scale, please apply.\n\nAlso hiring for telemetry and engine design and analysis software roles.\n\nApply here: https://ats.rippling.com/boom-supersonic/jobs/21b8325e-66aa-...\n\nFeel free to email me at mark[dot]miller[at]boom.aero"
  }
}

{
  "judgment": {
    "query_id": "analytics_constraints",
    "job_id": "job_feef28350d71718662ab",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks senior engineering talent rather than junior analytics engineering and explicitly limits country eligibility to the US, conflicting with remote work from Mexico. A no-degree policy is not stated.",
    "evidence": [
      "We are a highly senior team.",
      "You'll write Go and Python backend services and touch endpoint-deployed browser and desktop components.",
      "US"
    ],
    "unmet_requirements": [
      "Junior analytics engineer role",
      "Remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_caeb15e53a8bff4e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US Timezones)"
      ],
      "evidence_ids": [
        "ev_e87b4d088d63abb9"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_36eeea03b64fcd5b"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 230000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170k to $230k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_59d05ac7681f471b"
      ]
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Sidekick Labs | Senior SWE, R&D Engineer, Intelligence Engineer | REMOTE (US Timezones) | Full-time | $170k to $230k Base + Equity + Health\n\nSidekick builds AI security software for enterprises. Our sensors observe AI behavior and use in situ. From those observations, our reasoning pipeline produces an application inventory and a risk picture, allowing us to provide real-time intervention and coaching right when it matters.\n\nCompensation: base salary scaled to experience, meaningful early-stage equity, and 100% covered health insurance for you and your immediate family\n\nWe are a highly senior team. Most of us have been founders or on early founding teams, so we operate with high ownership. We expect you to have a real, current AI-assisted development practice. Our system spans several languages, and we expect you to use AI tools to quickly navigate unfamiliar parts of the codebase so you can comfortably own problems end-to-end across a broad stack.\n\nWe are hiring for three roles:\n\n- Senior Software Engineer: You will work across our event-driven architecture. You'll write Go and Python backend services and touch endpoint-deployed browser and desktop components. You need to be comfortable developing in a multi-tenant, microservice-driven SaaS architecture and understand typical scale and security implications for such products.\n\n- R&D Engineer: This is not an open-ended research function. You will take ambiguous feasibility questions tied to our roadmap and return defensible answers inside a week. You'll build handoff-ready prototypes, then shift into engineering mode to personally drive them through to production. You will also define operational envelopes and degradation boundaries, and rigorously deprecate infeasible ideas with documented rationale to avoid future re-litigation.\n\n- Intelligence and Data Processing Engineer: This role is for someone who loves real browser and desktop forensics. You'll use dev tools and debuggers as your primary instruments. Expect to be reading minified code to find where state lives and analyzing network logs to understand undocumented APIs. You will figure out how AI products work and build the prototyping and automation to maintain our software inventory.\n\nTo apply:\nSend an email to [email protected] with the role in the subject. Include a PDF of your resume, a quick sentence or two about a tough technical problem you've solved recently, and links to your GitHub, personal site, and/or LinkedIn.\n\nI'm Eric, VP of Technology, and I will personally read every email sent to the HN subaddress. You can view my background here: https://www.linkedin.com/in/three-two-one\n\nhttps://sidekicklabs.com"
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_0c8d0720dce3d8597d7b",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on EHR platforms and cloud-native applications, not Swift or iOS mobile development.",
    "evidence": [
      "Our tools of choice are often React, Typescript, Postgres but we have a wide variety of cloud native and other applications in the mix."
    ],
    "unmet_requirements": [
      "Swift iOS mobile engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "L3 Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e4045643f575dfbb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, USA"
      ],
      "evidence_ids": [
        "ev_364c88c2727bf38d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_d2ac9b02e4fab482"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 140000.0,
        "period": null,
        "currency": "USD",
        "original": "140 - 160k USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_4ad5be6fecac58c7"
      ]
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Natera | L3 Software Engineer | Full-Time | Remote, USA | 140 - 160k USD | Genomics Tech | https://natera.com\n\nNatera, the leader in cfDNA testing, is expanding the EHR (Electronic Health Records) engineering team with a Software Engineer (L3) role. The team consists of 9 engineers mostly on the senior side with a heavy focus on interoperability, scalability, resilience and building net new capabilities. We are a hungry group of hackers who value quality, confidence and sensibility.\n\nYou'll be joining the team to help level us up to a world class EHR platform. We have a mix of off-the-shelf EHRs and interoperability engines (Epic, Mirth, etc) and greenfield cloud native solutions. We are looking for an engineer who has deep experience both with 0->1 and incremental product improvements. Our tools of choice are often React, Typescript, Postgres but we have a wide variety of cloud native and other applications in the mix.\n\nYou'll be helping lead day to day through shipping code, reviewing code, designing applications and systems, building, deploying, releasing. If you're an enthusiastic engineer who's ready to take the next step reach out below!\n\nThe usual benefits include unlimited PTO, RSU grants, medical, dental, vision, 401k, bonus, etc. Send your resume via email to astruthers AT natera dot com or reach out on LI https://www.linkedin.com/in/code-lorde/"
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_0d234053992d25339714",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting includes junior software roles but explicitly requires hybrid work in Oxford, UK, conflicting with fully remote work from Mexico. Firmware duties and a no-degree policy are not stated.",
    "evidence": [
      "Senior & Junior Software Engineers",
      "Hybrid in Oxford, UK"
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Firmware engineering duties",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior & Junior Software Engineers",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_6d97b8a2dd63956b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid in Oxford, UK"
      ],
      "evidence_ids": [
        "ev_7378e79c358d41ba"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_822675c21a9f398a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Aurora Energy Research | Senior & Junior Software Engineers | Hybrid in Oxford, UK | full-time | https://careers.auroraer.com/\n\nWe’re hiring multiple passionate software developers to help build innovative solutions that power the future of energy. We have roles for every experience level. Work alongside exceptional colleagues to create cutting-edge software and shape the energy landscape! Learn more and apply here:\n\nSenior Software Engineer: https://careers.auroraer.com/postings/91347816-7029-442f-9db...\n\nSoftware Engineer: https://careers.auroraer.com/postings/8c289ab6-283b-4270-a3e..."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_ff4e34fc0dc989af75c8",
    "grade": 0,
    "confidence": "high",
    "reason": "The full-stack role includes backend technologies, but its stated salary range is far below the requested USD 400,000 minimum. The salary period is also unstated.",
    "evidence": [
      "Our stack currently includes Next.js, React, TypeScript, Node.js, PostgreSQL, Docker, Vercel, AWS, and modern AI tooling.",
      "Expected salary: $30k – $90k (flexible based on experience, impact, and per capita)"
    ],
    "unmet_requirements": [
      "Pay of at least USD 400,000 per year; the advertised range tops out at $90k."
    ],
    "unknown_requirements": [
      "The compensation period is not stated, and USD is inferred rather than explicitly specified."
    ]
  },
  "posting": {
    "title": "2 Full Stack AI Engineer, 1 GTM",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_08f99641f04ed6bd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_08f99641f04ed6bd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 30000.0,
        "period": null,
        "currency": "USD",
        "original": "$30k – $90k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c22e4bcfc5e97a84"
      ]
    },
    "skills": [
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Interview Resources | 2 Full Stack AI Engineer, 1 GTM | REMOTE | Full-Time | $250k seed raised\n\nInterview Resources is building an AI-powered deep research platform for interview preparation. Instead of generic interview guides, we autonomously research company-specific interview experiences across Reddit, YouTube, LinkedIn, engineering blogs, company websites, Glassdoor, and other public sources, then generate structured preparation reports in minutes.\n\nWe are already profitable with 3k+ paid users.\n\nOur stack currently includes Next.js, React, TypeScript, Node.js, PostgreSQL, Docker, Vercel, AWS, and modern AI tooling. Experience with LangGraph, LangChain, MCP, RAG, vector databases, or AI agents is a strong plus, but curiosity and the ability to learn quickly matter more.\n\nWe're looking for someone who:\n\nHas strong full-stack engineering skills. Has built and deployed production applications. Loves working with AI and LLM-powered products. Takes ownership and ships quickly. Has personal projects or open-source work they're proud of.\n\nExpected salary: $30k – $90k (flexible based on experience, impact, and per capita)\n\nExpected Joining Date: 1st October\n\nTo apply, visit https://www.interviewresources.app/careers (No Email; my email is spammed) with:\n\n1. Your CV/Resume. Your GitHub profile.\n\n2. Why do you like InterviewResources? (product-driven answer) Log in to the site and just see some sample reports.\n\n3. One piece of work or project you're most proud of (include links if possible).\n\n4. Please include your expected salary and location in your application.\n\nHuman-written messages are more likely to get a response.\n\nTry: https://www.interviewresources.app"
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_ff02e1b5bf053d8378af",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting lists engineering and research positions, not developer education work. Fully remote work from Mexico is supported by worldwide eligibility, but junior seniority and a no-degree policy are unstated.",
    "evidence": [
      "All of our roles are fully remote, worldwide. Apply now:",
      "- Backend Developer (Wallets): https://careers.tether.io/o/backend-engineer-wallets-100-rem..."
    ],
    "unmet_requirements": [
      "Developer educator role"
    ],
    "unknown_requirements": [
      "Junior-level availability",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_3639f2058b3680ed"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_e02f736a274aca0c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "javascript",
        "label": "JavaScript"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "At Tether (https://tether.io/) we're hiring! We envision a world where technology enables financial freedom, educational empowerment, energy sustainability, and data sovereignty.\nAll of our roles are fully remote, worldwide. Apply now:\n\n- Technical Lead (GPU Infrastructure): https://careers.tether.io/o/technical-lead-gpu-infrastructur...\n\n- DevOps Engineer (QVAC): https://careers.tether.io/o/devops-engineer-100-remote-17?so...\n\n- Software Architect (Tokenization): https://careers.tether.io/o/senior-software-architect-100-re...\n\n- Bare Developer (C / JavaScript): https://careers.tether.io/o/bare-developer-100-remote-worldw...\n\n- Backend Developer (Wallets): https://careers.tether.io/o/backend-engineer-wallets-100-rem...\n\n- Frontend Engineer (QVAC): https://careers.tether.io/o/frontend-software-engineer-100-r...\n\nResearch team:\n\n- AI Research Engineer (Model Compression & Quantization): https://careers.tether.io/o/ai-research-engineer-model-compr...\n\n- AI Research Engineer (Multi-Modal & Vision): https://careers.tether.io/o/ai-research-engineer-multi-modal...\n\n- AI Research Engineer (Multi-Modal Reinforcement Learning): https://careers.tether.io/o/ai-research-engineer-multi-modal...\n\n- AI Research Engineer (Agentic Post-training): https://careers.tether.io/o/ai-research-engineer-agentic-pos..."
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_13d21229dff885b446cc",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting lists backend and other software roles, but no machine learning engineering duties or PyTorch work. Python alone does not establish relevance to the requested specialization.",
    "evidence": [
      "Software Engineers - Backend, Python, Rust"
    ],
    "unmet_requirements": [
      "Machine learning engineering work"
    ],
    "unknown_requirements": [
      "Use of PyTorch"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_09c1e1bc4cab34fc",
        "ev_5612d30bb45edf37"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid - Onsite (London, UK)"
      ],
      "evidence_ids": [
        "ev_9ef4ad24a9248d65"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_5ecc8abec38ff867"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Smarkets (https://www.smarkets.com) | Full Time | Hybrid - Onsite (London, UK)\n\nSmarkets runs one of the world’s most sophisticated prediction markets, handling over £29 billion in volume since 2010 and engaging 200,000+ traders globally. We’re a technology company that happens to revolutionise betting - from sports to political markets, to delivering the sharpest prices and the fairest odds.\nWe are currently looking for:\n\nSoftware Engineers - Backend, Python, Rust -https://jobs.ashbyhq.com/smarkets/aaaf901f-77c0-4b35-9240-ed...\n\nEngineering Team Lead/Manager - https://jobs.ashbyhq.com/smarkets/59c8a1d1-25b6-4350-840c-9e...\n\nFront End Engineer - https://jobs.ashbyhq.com/smarkets/d24b8384-0894-46b3-834c-ee...\n\nLead Security Engineer - https://jobs.ashbyhq.com/smarkets/1d8143b9-96fb-4a75-9f17-06...\n\nPrincipal Product Designer - https://jobs.ashbyhq.com/smarkets/00b6eeb6-4378-481d-ad2e-2d..."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_0d84ab56a57b6e64ce25",
    "grade": 1,
    "confidence": "high",
    "reason": "The role matches backend engineering, but the posting does not state an annual salary supporting the USD 400,000 minimum.",
    "evidence": [
      "We’re hiring a Backend Systems Engineer with Rust experience to help build:",
      "Compensation: Competitive salary plus equity. USD or stablecoin payment options are available."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Annual salary of at least USD 400,000."
    ]
  },
  "posting": {
    "title": "Backend Systems Engineer (Rust)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a494fd507e20be20"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, Global"
      ],
      "evidence_ids": [
        "ev_dedc2ae370450a9e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "sqlite",
        "label": "SQLite"
      }
    ],
    "role_kind": "single_role",
    "description": "Proxybase | Backend Systems Engineer (Rust) | Remote, Global | Full-Time\n\nHi HN,\nI’m the founder of Proxybase [0]. We’re building a SOCKS5 proxy network focused on transparency and ethical sourcing in the residential proxy market.\nA quick note for anyone who applied last month: thank you to everyone who reached out. We received far more strong applications than expected, and between running day-to-day operations and working through the backlog, we took much longer to reply than we should have.\nIf you applied last month and haven’t heard back yet, I’m sorry for the delay. We’re actively reviewing those applications alongside this new batch.\n\nWhy Proxybase?\nThe residential proxy industry has a rough history. Some providers rely on hidden background scrapers bundled into TV firmware or mobile apps, while others use payout systems that can hold provider funds for months.\n\nWe’re trying to build something better:\nOpen-source clients: Our GUI [1] and CLI [2] are fully open source, so anyone can inspect and audit what runs on their device.\nExplicit consent: Providers knowingly opt in. No stealth bundling.\nFair, fast payouts: The minimum payout is $1, sent directly to provider wallets in USD stablecoins. We do not hold funds to earn interest on them.\n\nWe’re hiring a Backend Systems Engineer with Rust experience to help build:\n\nAsynchronous SOCKS5 routing infrastructure,\nDaemon and node orchestration,\nAutomated bandwidth-allocation pipelines\n\nStack: Rust, Tokio, Axum, SOCKS5, Linux systemd daemons, SQLite\n\nLocation: Fully remote, async-friendly, flexible time zones\nCompensation: Competitive salary plus equity. USD or stablecoin payment options are available.\n\nIf you’re interested in building infrastructure for an industry that needs better standards, email [email protected] with your GitHub, résumé, and a short note about what you’ve been working on recently.\n\nI’ll also be around in the comments to answer questions and hear feedback.\n\n[0]: https://proxybase.xyz\n\n[1]: https://github.com/proxybasehq/proxybase-gui\n\n[2]: https://github.com/proxybasehq/proxybase-cli"
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_04b8ca6ac05b6b0c09b5",
    "grade": 2,
    "confidence": "high",
    "reason": "The AI engineering roles directly involve machine-learning implementation using PyTorch, matching the requested work.",
    "evidence": [
      "You will mostly work with Python and a range of ML frameworks such as TensorFlow, PyTorch, or HuggingFace Transformers and help bring application into production by building data pipelines and cloud infrastructure on all of the major cloud providers (GCP, AWS, Azure)."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior AI Engineer; Senior Software Engineer; Medior AI Engineer; Squad Lead GenAI",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_c48170e9a09fa14d",
        "ev_ac860674c8a45d5d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam, Berlin, Munich, Eindhoven, Ghent (EU) On-site/hybrid"
      ],
      "evidence_ids": [
        "ev_d722848f7123e1cd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "tensorflow",
        "label": "TensorFlow"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "azure",
        "label": "Azure"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "ML6 | Senior AI Engineer | Python, TensorFlow, PyTorch, GCP, AWS, Azure | Full-time | Amsterdam, Berlin, Munich, Eindhoven, Ghent (EU) On-site/hybrid\n\nWe are an AI engineering company that builds end-to-end AI solutions. By applying the latest AI research, we keep our clients at the forefront of innovation.\nIf you are interested check out:\n\nhttps://www.ml6.eu/en/customers/cases/\n\nWork on innovative projects for the biggest clients across Europe such as Randstad, ASML, FUNKE, and many more! Whether it’s about leveraging LLMs to improve customer support, building data lakes on cloud platforms to improve storage or implementing models using sensor data for quality control. You can find it all at ML6.\nYou will mostly work with Python and a range of ML frameworks such as TensorFlow, PyTorch, or HuggingFace Transformers and help bring application into production by building data pipelines and cloud infrastructure on all of the major cloud providers (GCP, AWS, Azure).\n\nOpen roles include:\n\n• Senior AI Engineer\n\n• Senior Software Engineer\n\n• Medior AI Engineer\n\n• Squad Lead GenAI\n\nand many more!\n\nApply now at https://jobs.ml6.eu/"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_0c7d26205733e4138155",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves transforming business data through backend pipelines, but does not state responsibilities for revenue reporting or dashboards.",
    "evidence": [
      "Fancy ETL pipeline which processes products from huge ecommerce companies.",
      "Data extraction and massage, delivery to destinations like Google/Meta/TikTok/etc."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Building reliable revenue reports and dashboards."
    ]
  },
  "posting": {
    "title": "SENIOR SOFTWARE ENGINEER (Python/Django + JavaScript - VueJS/React)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7e5b3ed20e2f1ff5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (USA ONLY)"
      ],
      "evidence_ids": [
        "ev_94274ec3384736f0"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_dc474423440d8997"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 150000.0,
        "period": "year",
        "currency": "USD",
        "original": "$150K–$220K USD/year",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_e8babcf6b1f42f0c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "django",
        "label": "Django"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "VersaFeed.com | SENIOR SOFTWARE ENGINEER (Python/Django + JavaScript - VueJS/React) | REMOTE (USA ONLY) | Full-time\n\nAbout us: Fancy ETL pipeline which processes products from huge ecommerce companies. Data extraction and massage, delivery to destinations like Google/Meta/TikTok/etc. Profitable, 18+ yrs stable, 100% employee-owned. No VC, no pointless meetings, just serious coding.\n\nStack: Python/Django, JavaScript, VueJS/React, Docker, Git, PostgreSQL/Snowflake/DuckDB, Dagster, AWS + Strong agentic coding skills (Claude Code / Codex)\n\nCompensation: $150K–$220K USD/year DOE.\n\nYou: 5+ yr senior dev who's seen (and fixed) enough dumpster-fire code to last a lifetime. Python/Django deeply internalized; solid JS skills and able to wrangle Vue/React. You rock backend data pipelines like old jeans: Dagster, Snowflake, DuckDB, Postgres - in the cloud or on your bitchin' VM rack. Docker and Git are second nature. You've embraced agentic coding while still keeping the bots from running the slop show. You play well with others and write code that's easy to live with. Bonus: building AI assistants with PydanticAI, Py2→Py3 migrations, CI/CD and DevOps chops.\n\nTimezones: Primary time zone is PST (standups at 9AM PST). Generally async-friendly but you must reside in the United States and be geographically grounded.\n\nBenefits: 401K match, healthcare/vision/dental, equity, fully remote. Stable company with no time-wasters.\n\nApply: email jobs+hn261 [the-at-mark-thing] versafeed [the-period-thing] com"
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_06d978f35cc890ee7c7b",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed openings focus on engineering, research, modelling, and business work, not teaching programmers through tutorials, workshops, or code examples. Sharing team recordings does not establish a teaching role.",
    "evidence": [
      "We're hiring for the following openings:",
      "We’ve recently released a series of recordings from one of our quarterly team retreats, to share a look into how we work, and some of the technical problems we’re solving."
    ],
    "unmet_requirements": [
      "Work teaching programmers through tutorials, workshops, and working code examples."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Engineering Program Lead; Backend Software Engineer; Quantitative Modelling Engineer; Bayesian Software Engineer (+3)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_dea2fd8678c6d997"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (EU time zone) + Quarterly Meet-ups"
      ],
      "evidence_ids": [
        "ev_21dd7ee5915efe79"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "PlantingSpace | Full-time | Remote (EU time zone) + Quarterly Meet-ups | https://planting.space\n\nWe're building a system that represents domain knowledge as modular probabilistic models — making analysis rigorous and transparent. Users can connect these models flexibly into larger structures. The system enforces consistency across them, and propagates uncertainty through each step. Our first applications are in finance and scientific research, with use cases ranging from equity valuation and distress monitoring, to particle physics.\n\nWe're hiring for the following openings:\n\n* Engineering Program Lead\n\n* Backend Software Engineer\n\n* Quantitative Modelling Engineer\n\n* Bayesian Software Engineer\n\n* Program Synthesis Engineer\n\n* Analytic Learning Algorithm Researcher\n\n* Product Managers and Business Development\n\n* Domain Experts - Valuation, Quantitative Default-Probability, or Interest Rate Prediction Models: to collaborate on use cases, from opportunity validation through production\n\nWe’ve recently released a series of recordings from one of our quarterly team retreats, to share a look into how we work, and some of the technical problems we’re solving. A few team members sat down and talked through these topics, unscripted, and real. If you consider applying to join us, they offer a glimpse into our culture, and what working with us is really like. Watch the series on YouTube » https://www.youtube.com/@plantingspace9225/videos\n\nFind out more, and apply at: https://planting.space/joinus/"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_0d86cd04a7123fb4b3fb",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for a junior ML engineer building a trading AI system, not a senior analytics engineer. Worldwide remote eligibility supports working from Mexico, but the explicit junior level conflicts with the requested senior role.",
    "evidence": [
      "One junior ML engineer to work directly with our senior technical lead on an AI system for our own trading.",
      "Deeter Analytics | ML Engineer | REMOTE (WORLDWIDE) | Full-time"
    ],
    "unmet_requirements": [
      "Senior-level role",
      "Analytics engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "ML Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c271131ad894efbe"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (WORLDWIDE)"
      ],
      "evidence_ids": [
        "ev_e23e79b71b327887"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_2aaabc7e2b250cb0"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Deeter Analytics | ML Engineer | REMOTE (WORLDWIDE) | Full-time\n\nSmall private investment firm trading its own capital. One junior ML engineer to work directly with our senior technical lead on an AI system for our own trading. No finance background needed — we hire on fundamentals and side projects you actually shipped. Apply at https://jobs.ashbyhq.com/deeter-analytics/2c12339b-d302-427c..."
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_105f54e38fdb0f4f3921",
    "grade": 0,
    "confidence": "high",
    "reason": "The selected role is sales and operations leadership, not platform engineering. The advertised compensation also does not establish pay of at least USD 400,000 per year; its period is unstated.",
    "evidence": [
      "Director of Sales & Operations",
      "We're looking for someone with datacenter industry experience to build sales channels, partnerships, and customer relationships, support company operations, and help drive growth.",
      "$180k to $220k DOE + equity"
    ],
    "unmet_requirements": [
      "Platform engineering role"
    ],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the advertised range has no stated pay period."
    ]
  },
  "posting": {
    "title": "Director of Sales & Operations",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d443346838ad7400"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE",
        "Seattle or Denver/Boulder metros"
      ],
      "evidence_ids": [
        "ev_d443346838ad7400",
        "ev_14f147c46bd89232"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k to $220k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_d4fdef0087ed84b3"
      ]
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Neuralwatt | https://neuralwatt.com | REMOTE | Seattle or Denver/Boulder metros | Full-time\n\nHiring: 2 Engineers + Director of Sales & Operations\n\nEnergy is becoming one of the biggest constraints on AI infrastructure. Neuralwatt is building software to help datacenters get more useful AI compute and revenue from every kilowatt.\n\nWe're a VC-backed early-stage startup working on GPU optimization, AI infrastructure, energy-aware control systems, and the Neuralwatt Cloud.\n\n$180k to $220k DOE + equity\n\nYou'll work on:\nRust and Python,\nGPU, inference, and datacenter optimization,\nProduction AI infrastructure,\nEnergy-aware scheduling and control,\nNeuralwatt Cloud\n\nDirector of Sales & Operations\n\nWe're looking for someone with datacenter industry experience to build sales channels, partnerships, and customer relationships, support company operations, and help drive growth. Comfort using modern AI and agent tools is required.\n\nLocation: Remote-first, but you must be based in the Seattle or Denver/Boulder metro areas.\n\nNo visa sponsorship available.\n\nTo apply: [email protected]\nSubject: HN Hiring (<your metro>/<engineering or sales>)\n\nInclude your resume, GitHub or relevant work profile, and a short note on why you're interested in AI and energy."
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_0b62d6902063599b4b69",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised roles are solution engineering, developer advocacy, and marketing, not analytics engineering. Remote North America roles are listed, but eligibility to work from Mexico is not established.",
    "evidence": [
      "Senior Solution Engineer (Observability & Linux) — North America, Remote",
      "We're a fully remote team of 60+ and are currently hiring:"
    ],
    "unmet_requirements": [
      "Senior analytics engineering work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "Whether the North America roles are restricted to US residents"
    ]
  },
  "posting": {
    "title": "Senior Solution Engineer (Observability & Linux) — North America, Remote; Senior Developer Advocate — North America, Remote; Marketing Manager — North America, Remote; Product Marketing Manager (Enterprise) — EMEA, Remote",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_43fe52c771437b11"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote",
        "EMEA, North America"
      ],
      "evidence_ids": [
        "ev_43fe52c771437b11",
        "ev_65ca0072d98d7ef0"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "VictoriaMetrics | Remote | EMEA, North America | Hiring\n\nVictoriaMetrics is an open-source monitoring and observability company. We build VictoriaMetrics, VictoriaLogs, and VictoriaTraces — high-performance, cost-efficient solutions for metrics, logs, and traces.\n\nOur products are used by companies including Spotify, Wix, Grammarly, CERN, and thousands of others, with 1B+ downloads of our open-source products.\n\nWe're a fully remote team of 60+ and are currently hiring:\n\nSenior Solution Engineer (Observability & Linux) — North America, Remote\nSenior Developer Advocate — North America, Remote\nMarketing Manager — North America, Remote\nProduct Marketing Manager (Enterprise) — EMEA, Remote\n\nWe're particularly interested in people with experience in open source, observability, monitoring, infrastructure, databases, developer tools, or technical B2B products.\n\nJobs & applications: https://careers.victoriametrics.com/\n\nHappy to answer questions about VictoriaMetrics or the roles here."
  }
}

{
  "judgment": {
    "query_id": "robotics_exclusion",
    "job_id": "job_17d31f58f0fe0473068c",
    "grade": 0,
    "confidence": "high",
    "reason": "The senior robotics work matches, but the explicitly on-site Austin role conflicts with working remotely from Mexico. US-residency restrictions are not stated.",
    "evidence": [
      "Senior Robotics Software Engineer | Austin, TX | Full-time, on-site"
    ],
    "unmet_requirements": [
      "Remote work from Mexico"
    ],
    "unknown_requirements": [
      "Whether the job is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Senior Robotics Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_2875e0899911cbc8"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Austin, TX"
      ],
      "evidence_ids": [
        "ev_2853b4b2c8d9ff8b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 210000.0,
        "min": 165000.0,
        "period": null,
        "currency": "USD",
        "original": "$165 - 210k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_3f0eacbb562296e0"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Valstad Shipworks | Senior Robotics Software Engineer | Austin, TX | Full-time, on-site | $165 - 210k + equity\n\nWe're building the machine that builds the ships - a high-mix robotics platform for autonomous shipbuilding.\n\nIf you love making giant industrial robots do things they were never designed to do, we'd love to talk. We built our own software stack from scratch, from motion planning to physics-based simulation, so you'll get to work on really interesting problems that are usually a black box in an industrial setting.\n\nThe role: https://valstad.com/careers/senior-robotics-software-enginee...\n\nOther positions: https://valstad.com/careers/"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_0b78de33ab7c3e319f71",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes data pipelines and relational databases, providing some overlap, but focuses on backend and internet-scale systems rather than clearly stated SQL/dbt analytics engineering.",
    "evidence": [
      "You’ll work on backend services, data pipelines, search, fingerprinting, vulnerability detection, malware detection, and performance optimization.",
      "Looking for strong Python (Flask/FastAPI) and/or Go experience, large-scale data systems, OpenSearch/Elasticsearch, Redis/LMDB, MongoDB/Postgres, Docker, and production systems."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "SQL-focused analytics engineering duties",
      "dbt usage"
    ]
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_ac32d14416697206"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE Worldwide"
      ],
      "evidence_ids": [
        "ev_5a796d68e3c22023"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_fc6ddf730ee6f2e7"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "CyberAtlas | https://cyberatlas.ai | Software Engineer | REMOTE Worldwide | Full-time\n\nCyberAtlas maps the internet to help security teams, enterprises, and governments discover and understand their exposed digital infrastructure.\n\nWe’re hiring a Software Engineer to build internet-scale systems processing billions of domains and websites.\n\nYou’ll work on backend services, data pipelines, search, fingerprinting, vulnerability detection, malware detection, and performance optimization.\n\nLooking for strong Python (Flask/FastAPI) and/or Go experience, large-scale data systems, OpenSearch/Elasticsearch, Redis/LMDB, MongoDB/Postgres, Docker, and production systems.\n\nHow to apply:\nEmail [email protected] with your CV and, as a simple anti-bot check, include:\n\n1. The query you ran on Finder (https://cyberatlas.ai/finder)\n\n2. The first-page results returned by that query\n\n3. Please include “HN Software Engineer” in the subject."
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_0c6d53c576656d269277",
    "grade": 0,
    "confidence": "high",
    "reason": "The backend opening is explicitly Senior/Staff, conflicting with the requested junior level. Remote work is possible, but Mexico eligibility and a no-degree policy are not established.",
    "evidence": [
      "Senior/Staff Backend Engineer (Golang) : the control plane: peer",
      "We'd love to have you\nin the office with us, but if your experience is stellar we're happy to hire\nremote."
    ],
    "unmet_requirements": [
      "Junior backend engineer role"
    ],
    "unknown_requirements": [
      "Eligibility to work fully remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior/Staff Backend Engineer (Golang) : the control plane: peer; Network / Client Engineer (Golang) — the agent side: WireGuard; Solutions Engineer — technical, customer-facing, pre/post-sales. You'll",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f8d56197de0e4153"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany (or remote, CET/CEST overlap)"
      ],
      "evidence_ids": [
        "ev_0ff79e514be35961"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_4ee5c3c77adbcae1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "ios",
        "label": "iOS"
      },
      {
        "id": "android",
        "label": "Android"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "NetBird | Berlin, Germany (or remote, CET/CEST overlap) | Full-time\nhttps://netbird.io/careers\n\nNetBird is open source networking and access control WireGuard-based\noverlay networks with zero-config peer-to-peer connectivity. Open source, built\nin Europe, used by thousands of teams worldwide. We're a small and growing team going up against the incumbents in network security. Post Series A.\n\n- Engineering Manager : You will take a huge part in leading and scaling our engineering org. Unblocking, scaling, hiring, you'll still read code and hold technical opinions that impact the product. We're not looking for a pure people manager. Networking/infra background is a plus, not a filter. If you've scaled a team from 0 to 20+ and seen your product scale too, I'd love to talk to you.\n\n- Senior/Staff Backend Engineer (Golang) : the control plane: peer\ncoordination, policy and access control, multi-tenancy, and keeping it\nall fast as customer networks grow into the hundreds of thousands of peers.\n\n- Network / Client Engineer (Golang) — the agent side: WireGuard,\nNAT traversal and hole punching, relays, DNS, and shipping one client\nacross Linux, macOS, Windows, iOS and Android. If you enjoy debugging\nwhy one connection out of a thousand won't go peer-to-peer, this is\nthe role.\n\n- Solutions Engineer — technical, customer-facing, pre/post-sales. You'll\nbe the person who architects a rollout for a 500-person company's\nnetwork live on a call, and a great channel back into the roadmap.\n\nWe have an office in Berlin and mostly work CET/CEST. We'd love to have you\nin the office with us, but if your experience is stellar we're happy to hire\nremote. We're scaling quickly, so this is a chance to join early and scale your career as well as with the company.\n\nApply at https://netbird.io/careers, please mention you found us on Hacker\nNews in your application."
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_1b6e0ff3e4c09bc5f699",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on application performance with large datasets, not intrusion investigation or defenses against attackers.",
    "evidence": [
      "We're looking for an experienced engineer who has experience working with large datasets to improve the performance of product applications for end users."
    ],
    "unmet_requirements": [
      "Security work investigating intrusions and building defenses against attackers."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Performance Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_ea7f4bf208778fba"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote USA"
      ],
      "evidence_ids": [
        "ev_3849b4e3515b612b"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_3f08cd8f387046e5"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Turquoise|Senior Performance Engineer|FT| Remote USA | 172-195\n\nI'm on the recruitment team at Turquoise, a health tech company that uses data to make healthcare pricing more transparent for all.\n\nWe're looking for an experienced engineer who has experience working with large datasets to improve the performance of product applications for end users.\n\nIf interested apply here:https://jobs.ashbyhq.com/turquoise-health/fdcd9752-b372-467c..."
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_15fda02f7a9adaebfb0b",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves training models, deploying them in production, monitoring them, and continuously improving their performance, matching the requested ML lifecycle work.",
    "evidence": [
      "Role: As an ML Engineer, you will accelerate our roadmap through operationalisation of ML in real-world production systems, owning the full lifecycle from prototyping to training, serving, monitoring, and continuously improving models in the cloud."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Machine Learning Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_93dffc26ddc8ef53",
        "ev_94ac992974e00ca9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam, Netherlands"
      ],
      "evidence_ids": [
        "ev_395b971c6125f853"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "NL"
      ],
      "evidence_ids": [
        "ev_168955aadb412ea3"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 7000.0,
        "min": 6000.0,
        "period": "month",
        "currency": "EUR",
        "original": "€6,000 - €7,000 per month",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_a0c6a3908dea0870"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Attendi | Machine Learning Engineer | Amsterdam, Netherlands | ONSITE (hybrid) | €6,000 - €7,000 per month | Full-time (80–100%, ~4–5 days/week) | Visa sponsorship + 30% ruling possible\nCompany: Healthcare professionals spend too much valuable time on administrative tasks while they should be using that time delivering great care. Attendi enables healthcare professionals to report through speech. Aside from saving time, it removes the screen between client and caregiver, allowing more personal and effective care. Burdened by an aging population, the healthcare sector is in desperate need of innovators like Attendi. We provide an extraordinary work environment: getting paid well to work with smart people on things that actually have a positive impact on society.\n\nRole: As an ML Engineer, you will accelerate our roadmap through operationalisation of ML in real-world production systems, owning the full lifecycle from prototyping to training, serving, monitoring, and continuously improving models in the cloud. We pride ourselves on keeping teams small, tightly knit and agile, enabling us to build the next generation of reporting intelligence for health care professionals.\n\nSuitability: Hands-on experience/responsibility in an ML role. Full-stack with exposure to ML is not suited for this position.\n\nApply: https://attendi.recruitee.com/o/machine-learning-engineer"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_1da48f5e85415211cd9b",
    "grade": 2,
    "confidence": "high",
    "reason": "The product engineering role includes backend development, an API, and a relational database, matching the requested server-side web product work.",
    "evidence": [
      "Stack: TypeScript (frontend & backend), React, GraphQL API, Node.js, Postgres, Redis.",
      "You’ll own features from initial spec writing and customer interviews all the way to production."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Hiring Senior/Staff Product Engineers (Americas)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_69019f4d01258a02"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE",
        "Hiring Senior/Staff Product Engineers (Americas)"
      ],
      "evidence_ids": [
        "ev_69019f4d01258a02",
        "ev_93583ba2ba3939b7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 299000.0,
        "min": 178000.0,
        "period": null,
        "currency": "USD",
        "original": "$178k–$299k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_bf1e69a1e672c18b"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "single_role",
    "description": "Ashby | YC 19 | REMOTE | Hiring Senior/Staff Product Engineers (Americas) | $178k–$299k\n\nAshby is the all-in-one recruiting platform powering hiring at the world's most innovative companies. If you cmd+f \"Ashby\" you'll see that we're powering many of the job postings in this thread!\n\nAs we scale our platform, we are also looking to scale our Product Engineering team.\n\nWhy Join?\n\nHigh Seniority & Density: 80%+ of our engineering team is Senior–Staff+ level. You’ll be working alongside peers who excel at navigating ambiguity and setting high standards.\n\nTrue End-to-End Ownership: We give an unusual amount of autonomy. You’ll own features from initial spec writing and customer interviews all the way to production. Many of our most loved features were built entirely by a single engineer!\n\nProduct Sense > Pure Speed: Building fast is getting easier, but building the right thing still isn't. Customer empathy, sound judgment, and product taste matter far more to us than where you worked in the past.\n\n100% Remote Async Culture: Low meeting overhead, high trust, and an even distribution of engineers across North America and Europe.\n\nHere's how we're thinking about AI at Ashby:\nhttps://www.ashbyhq.com/blog/engineering/ai-ashby-engineerin...\n\nMore about our engineering culture:\nhttps://nextplayso.substack.com/p/should-you-join-ashby\n\nFull transparency on engineering levels + comp:\nhttps://www.ashbyhq.com/blog/engineering/leveling-and-compen...\n\nStack: TypeScript (frontend & backend), React, GraphQL API, Node.js, Postgres, Redis.\n\nFull list of open roles: https://www.ashbyhq.com/careers?utm_source=HNwhoshiring"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_047c1db593021b20dca3",
    "grade": 0,
    "confidence": "high",
    "reason": "This is a product engineering role, not a product designer position. Its stated compensation range is also below the requested amount, though the pay period is unspecified.",
    "evidence": [
      "Mondrio | Founding Product Engineer | San Francisco | ONSITE | $200k – $250k plus equity",
      "We don't have PMs or product designers so you serve as the product bridge between the founders, pricing experts, and engineering."
    ],
    "unmet_requirements": [
      "Product designer role"
    ],
    "unknown_requirements": [
      "Annual base pay of at least USD 400,000; the listed $200k–$250k range does not specify a pay period."
    ]
  },
  "posting": {
    "title": "Founding Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_375b94ce87437dd0"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco"
      ],
      "evidence_ids": [
        "ev_7b3e45e379165819"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 250000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k – $250k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_05654e66c321e579"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Mondrio | Founding Product Engineer | San Francisco | ONSITE | $200k – $250k plus equity\n\nMondrio (https://mondrio.io) builds agentic pricing management: AI agents plus pricing experts that keep B2B pricing current rather than a one-off, one-time exercise. The founding team ran 150+ pricing engagements before starting the company and are translating that expertise to shape the next frontier of pricing in the agentic era.\n\nThe role comes with significant scope and high autonomy. You will own the full product lifecycle: customer discovery -> rapid prototyping -> agent-ready specs -> shipping via agentic orchestration -> o11y and evals -> growth & expansion.\n\nHere are some domains you will ship:\n- Multi-agent simulation to emulate the behavior of a buying committee\n- A2A pricing interactions governed by OPA/Rego policies defined from natural language\n- Generative UX driven by a MCP server with full system capabilities access\n- Autonomous quote generation and real-time deal intelligence during sales calls\n\nWe don't have PMs or product designers so you serve as the product bridge between the founders, pricing experts, and engineering. If you're a mature engineer, looking to work with a very senior/staff team across the stack: customers, models, server, clients (web, TUI, chatbots), evals, then this is the role for you. In short, the role is ideal for someone who has significant product engineering expertise and has sharpened their SDLC competency to be AI-native.\n\nApply at https://ats.rippling.com/mondrio/jobs/9fefe011-331a-43a2-83a...."
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_157cdcfd64e82d6c2770",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is cloud infrastructure and SRE work, not microcontroller firmware development. C++ is listed as an acceptable backend language, not as firmware work.",
    "evidence": [
      "This is an SRE role with a twist: we apply DevOps practices to spacecraft control (we call it SatDevOps), and we'll train you to operate the satellites.",
      "- Hybrid cloud infra on GCP + Kubernetes: provisioning (IaC), CI/CD, GitOps (ArgoCD/Flux)"
    ],
    "unmet_requirements": [
      "Microcontroller firmware engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Cloud Infrastructure Engineer (SRE)",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "Golden, CO or San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_4ca6f052f63f2247"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k–$240k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_01841c706cca0514"
      ]
    },
    "skills": [
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "single_role",
    "description": "Loft Orbital | Senior Cloud Infrastructure Engineer (SRE) | Golden, CO or San Francisco, CA | $180k–$240k + equity | https://loftorbital.com\n\nLoft builds and operates shareable satellites so customers can fly a payload without building a spacecraft. We integrate, launch, and operate the mission end to end: Earth observation, IoT, on-orbit AI, national security. 30+ missions flown since 2017, fleet on track for 30 satellites by 2027, offices in SF, Golden, and Toulouse.\n\nOur Cloud Infrastructure team runs the ground segment that talks to the fleet. This is an SRE role with a twist: we apply DevOps practices to spacecraft control (we call it SatDevOps), and we'll train you to operate the satellites.\n\nWhat you'd own:\n- Hybrid cloud infra on GCP + Kubernetes: provisioning (IaC), CI/CD, GitOps (ArgoCD/Flux)\n- The observability stack (Grafana, Prometheus, Loki, tracing) across ground and flight systems\n- Reliability: RCAs, fault tolerance, performance tuning, long-term fixes over patches\n- Software-defined networking between ground stations, cloud, and mission ops\n- Developer experience: tooling and environments for the flight software and ops teams\n\nLooking for: strong public cloud (ideally GCP), deep Kubernetes, one backend language (Go/Python/Rust/C++/Java), IaC + CI/CD in anger, and someone who can design HA systems and then run them. Nice to have: FinOps, security tooling, orchestration in resource-constrained environments.\n\nBenefits: 100% company-paid medical/dental/vision for you and dependents, 401(k) + equity, flexible PTO + 12 holidays, 14/10 weeks paid parental leave, daily catered lunch, relocation assistance, and time with the team in France.\n\nApply: https://jobs.lever.co/loftorbital/3ae5c3e3-c1e0-4311-83b5-0b... and mention HN in your application."
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_0dfb35d8f687a9873165",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting matches backend engineering and worldwide remote work, supporting working remotely from Mexico. However, it does not establish junior seniority or that a university degree is unnecessary.",
    "evidence": [
      "Backend Software Engineer (Python, PostgreSQL/PostGIS, Docker, AWS, Terraform)",
      "(worldwide remote)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Junior-level seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Backend Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_4ebd2e07837419fc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Global)"
      ],
      "evidence_ids": [
        "ev_b82ea5d89f1fa2c6"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_5faaabafd04bf98f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 155000.0,
        "min": 135000.0,
        "period": null,
        "currency": "USD",
        "original": "$135-$155k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_652649950086210c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "single_role",
    "description": "Enveritas (YC S18, non-profit) | Backend Software Engineer | Remote (Global) | https://enveritas.org/jobs/\nEnveritas is a 501(c)(3) nonprofit working on sustainability issues facing smallholder coffee farmers. We collect field data in 30+ countries and build systems for analyzing risks in coffee, cocoa, and tea supply chains (including EUDR-related deforestation checks).\n\n* Backend Software Engineer (Python, PostgreSQL/PostGIS, Docker, AWS, Terraform) - $135-$155k -https://enveritas.org/jobs/backend-software-eng/#10d7adef8us (worldwide remote)"
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_208f50c446daf133aa02",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting describes backend software development and operation, not developer education or documentation work.",
    "evidence": [
      "You will join the team responsible for the development and operation of the (Rust based) backend through which we administer our open source grant programmes, and which integrates with our website."
    ],
    "unmet_requirements": [
      "Developer education or documentation work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Rust developer/software engineer at NLnet foundation in Amsterdam\n\nYou will join the team responsible for the development and operation of the (Rust based) backend through which we administer our open source grant programmes, and which integrates with our website.\n\nhttps://nlnet.nl/foundation/jobs/developer-rust.html"
  }
}

{
  "judgment": {
    "query_id": "infra_constraints",
    "job_id": "job_1ec76b9500286cabab24",
    "grade": 0,
    "confidence": "high",
    "reason": "The platform work matches, but the required 4+ years of production infrastructure experience conflicts with junior work, and stated country eligibility excludes Mexico. The degree policy is unstated.",
    "evidence": [
      "4+ years production infra, Kubernetes past the tutorial, AWS and/or GCP at depth.",
      "US",
      "IN"
    ],
    "unmet_requirements": [
      "Junior role: requires 4+ years of production infrastructure experience.",
      "Remote eligibility from Mexico: eligible countries are stated as US and IN."
    ],
    "unknown_requirements": [
      "No university degree required."
    ]
  },
  "posting": {
    "title": "Cloud / Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c226339ba7931efb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (SF Bay Area, CA, US · Bengaluru, KA, India)"
      ],
      "evidence_ids": [
        "ev_27944f6970104c4d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "IN"
      ],
      "evidence_ids": [
        "ev_946199934adb64fe",
        "ev_ffe590c86144222b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Supero | Cloud / Platform Engineer | REMOTE (SF Bay Area, CA, US · Bengaluru, KA, India) | Full-time | https://www.supero.dev/careers/cloud-platform-engineer/\n\nWe generate full-stack apps and deploy them — a generated app becomes a live URL, on our infrastructure or in the customer's own AWS or GCP account. It's in production and it has more shell script in it than it should. You'd own it, and the mandate is to make it boring. Kubernetes, GCP and AWS deploy paths, CI/CD, observability, cost, tenant boundary.\n\nNo on-call rotation today — it's the founders and whoever last touched it. Building a real one is part of the job, not something you inherit alone.\n\n4+ years production infra, Kubernetes past the tutorial, AWS and/or GCP at depth. The rest is on the page, including the open problems that don't flatter us. I'm a co-founder — ask me anything here.\n\nYou can apply at: https://www.supero.dev/careers/cloud-platform-engineer/\n\nIntern Position: https://www.supero.dev/careers/software-engineer-intern/"
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_27dbc552e9fb7cc16121",
    "grade": 2,
    "confidence": "high",
    "reason": "The mobile engineering role explicitly includes Swift and ownership of the app and its UX, matching the requested Swift iOS mobile work.",
    "evidence": [
      "Mobile Engineer (React Native, Swift, Kotlin)",
      "Own the app and its UX end to end."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer (AI x Healthcare); Mobile Engineer (React Native, Swift, Kotlin); AI Engineer (Computer Vision + LLMs)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_7809e18e6bda3d6b",
        "ev_f06c3d3a89aa0d8a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY",
        "HYBRID (NYC) or REMOTE"
      ],
      "evidence_ids": [
        "ev_5f315796b46f4d1e",
        "ev_ca5ffb060adadfb0"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "swift",
        "label": "Swift"
      },
      {
        "id": "kotlin",
        "label": "Kotlin"
      },
      {
        "id": "computer-vision",
        "label": "Computer vision"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Deya | Multiple Roles | New York, NY | HYBRID (NYC) or REMOTE | Full-time | https://deya.health/careers/\n\nEveryone in health AI is chasing scribes and diagnostics. Almost no one is building the longitudinal data layer that captures what actually happens to patients over time. That is the real moat, and we are building it for eye care.\n\nDeya sits between doctor and patient, capturing symptoms, treatments, outcomes and ocular images over time. Clinician-led, piloting with eye doctors, and we hold the largest dataset of eye images captured on smartphones. We build with AI tools daily.\n\nThree roles, all high ownership:\n\nSoftware Engineer (AI x Healthcare)\n- Product and infra from 0 to 1. Next.js, backend, cloud, agentic workflows, longitudinal clinical data.\n\nMobile Engineer (React Native, Swift, Kotlin)\n- A modern phone is already a clinical instrument and almost none of it has been pointed at eye care. Own the app and its UX end to end.\n\nAI Engineer (Computer Vision + LLMs)\n- Own the vision pipeline turning phone photos into clinical signal, plus the LLM systems reasoning over patient history.\n\nWe have a proprietary clinical dataset and because we control capture, you can improve the data itself rather than model around its limits. Optometrists and ophthalmologists in-house to define ground truth and validate the work. Competitive salary plus equity.\n\nAll three roles and apply: https://deya.health/careers/"
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_1ba694fb586d2b7f52eb",
    "grade": 1,
    "confidence": "medium",
    "reason": "The airborne autonomy and perception software roles are plausibly adjacent to embedded sensor work, but the posting does not specify software running directly on tiny chips or communicating with sensors.",
    "evidence": [
      "We're building an airborne system for a manned counter-drone aircraft (that we operate) to enable a crew to find and engage Group 2-3 drones at low cost.",
      "- Software Engineer, Perception"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Software running directly on tiny chips",
      "Direct communication with sensors"
    ]
  },
  "posting": {
    "title": "Software Engineer (Autonomy, Perception, Frontend); Software Engineer, Autonomy; Software Engineer, Perception; Software Engineer, Frontend (HMI)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_84754a42f72b626b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_a95a1e7bc42327c8"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_182402da0e271997"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Valkyrie Aero | Software Engineer (Autonomy, Perception, Frontend) | REMOTE (US) | Contract | U.S. Citizens | https://valkyrieaero.com\n\nValkyrie Aero is a DoD prime contractor. We're building an airborne system for a manned counter-drone aircraft (that we operate) to enable a crew to find and engage Group 2-3 drones at low cost. Hiring contract software engineers for three roles:\n\n- Software Engineer, Autonomy\n\n- Software Engineer, Perception\n\n- Software Engineer, Frontend (HMI)\n\nWe’re a small team (for now) so this isn’t your traditional defense program. Bureaucracy kept to the absolute minimum. If you can work across more than one of these domains that’s a huge plus.\n\nI'm on the engineering team and read every application myself. I do not use AI to screen your applications and will read and reply to every single one; but please don’t send over walls of LLM generated text, I’d much rather be communicating with humans!\n\nApply: https://valkyrie-aero.breezy.hr/ and mention HN in your application."
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_2970ae7c2eb94f76cf6c",
    "grade": 2,
    "confidence": "high",
    "reason": "The posting explicitly includes an Infrastructure Engineer role and describes infrastructure supporting Kubernetes, matching the requested work.",
    "evidence": [
      "Infrastructure Engineer (engineering and corporate infrastructure, 50-90k)",
      "Our customers use us for large scale AI and HPC clusters in the enterprise and research, k8s and OpenStack infrastructures, and as a scalable backend for SaaS products."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer (with a passion for Systems, 60-100k EUR); Infrastructure Engineer (engineering and corporate infrastructure, 50-90k); Customer Success Engineer (50-90k)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_f1cae79cbdd627ae"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany",
        "ONSITE (Germany)"
      ],
      "evidence_ids": [
        "ev_42a0da6f038307e2",
        "ev_f7196e8841b34492"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_0fae5c9b049e4c5c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "QUOBYTE | Berlin, Germany | Full-time | ONSITE (Germany) | https://www.quobyte.com/\n\nAt Quobyte we are working on a highly scalable and fault-tolerant software storage system built around a parallel file system core. Our customers use us for large scale AI and HPC clusters in the enterprise and research, k8s and OpenStack infrastructures, and as a scalable backend for SaaS products. There are Quobyte clusters which span tens of thousands of machines and slurp 100s of GB/s!\n\nUnder the hood, we have built a full-stack fault-tolerant parallel file system, with everything from kernel development over our own replicated database system design to distributed algorithms (Paxos!) and performance. In short: lots of real-world challenging and fun problems!\n\nWe work as a highly efficient engineering team, ship frequently, do code reviews, and have lots of unit and integration testing. If you’re passionate about systems, we might be the right place for you!\n\nBerlin, Germany (Onsite):\n\n* Software Engineer (with a passion for Systems, 60-100k EUR)\n* Infrastructure Engineer (engineering and corporate infrastructure, 50-90k)\n* Customer Success Engineer (50-90k)\n\nFor detailed job descriptions please and application process, please visit https://www.quobyte.com/company/careers or write to work at quobyte.com."
  }
}

{
  "judgment": {
    "query_id": "robotics_keywords",
    "job_id": "job_2b89230740e54b7f64c7",
    "grade": 2,
    "confidence": "high",
    "reason": "The posting offers engineering roles directly developing robotic systems, matching the broad request for robotics engineering jobs.",
    "evidence": [
      "We're looking for experienced software engineers for many roles.",
      "- Designing systems for robots to drive safely and fully autonomously around a building site"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_8b74702dffd294d8"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam, The Netherlands"
      ],
      "evidence_ids": [
        "ev_d9bf604fb54e0ca7"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "NL"
      ],
      "evidence_ids": [
        "ev_595985896e6c94ea"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "MONUMENTAL | https://www.monumental.co/ | Amsterdam, The Netherlands | Full Time | Onsite\n\nWe make robots that autonomously construct buildings, starting with bricklaying.\n\nThere's a lot of vapourware in robotics, but we're deploying robots across multiple concurrent sites today - and generating revenue. In the last couple of months, our robots have built affordable social housing, health care living units, canal walls in the historic city centre of Amsterdam, and a youth sports centre. Help us to build things that matter in the long run.\n\nWe're looking for experienced software engineers for many roles. You can help us solve problems like:\n\n- Data sync and analytics queries across a fleet of robots (that can be offline for hours at a time)\n\n- Modelling buildings in code and finding the right UI for operators to edit them\n\n- Designing systems for robots to drive safely and fully autonomously around a building site\n\nCheck out the progress we've already made on Atrium, our operating system for robotics: https://www.monumental.co/atrium\n\nWe're rapidly scaling up operations - we'll be building in the UK soon - and we need experienced engineers who can build the systems that manage all of that complexity. If you think that 'full-stack' could reasonably mean debugging firmware, mixing buckets of mortar _and_ writing React components, we are looking for you. Robotics experience not required!\n\nTake a look inside our software stack: https://www.youtube.com/watch?v=eh9BfQoKCy0\n\nhttps://www.monumental.co/jobs"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_167c505da6b112fd1e6f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting includes backend work, but the backend role is senior and the work mode is hybrid, explicitly conflicting with the requested junior, fully remote role. Mexico eligibility is excluded by the stated NL-only eligibility; degree policy is unstated.",
    "evidence": [
      "Senior Backend Engineer/Architect",
      "Open Education Applications / Neon | Senior/Lead Platform & DevOps Engineer, Senior Frontend Engineer, Senior Full-Stack Engineer | Utrecht, The Netherlands | HYBRID | DUTCH REQUIRED",
      "NL"
    ],
    "unmet_requirements": [
      "Junior backend role",
      "Fully remote work",
      "Eligibility to work remotely from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior/Lead Platform & DevOps Engineer; Senior Backend Engineer/Architect; Senior Frontend Engineer; Senior Full-Stack Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_35f1a08e629c9283"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Utrecht, The Netherlands"
      ],
      "evidence_ids": [
        "ev_bf48545284664529"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "NL"
      ],
      "evidence_ids": [
        "ev_55c21bccb9e5fb52"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Open Education Applications / Neon | Senior/Lead Platform & DevOps Engineer, Senior Frontend Engineer, Senior Full-Stack Engineer | Utrecht, The Netherlands | HYBRID | DUTCH REQUIRED\n\nPlease note: working proficiency in Dutch is strictly required for these roles, and we kindly ask for no automated applications. The rest of this post will continue in Dutch.\n\nWij zijn een non-profit die zich inzet om lesmateriaal voor scholen beter, betaalbaarder en flexibeler te maken, in zowel digitale als gedrukte vorm.\n\nWerktijden en kantoordagen zijn flexibel en worden in overleg bepaald op basis van de rol. Wij bieden een competitief salaris.\n\nTechnologiestack: Git monorepo, TypeScript, Yjs en React, een beetje Python, OpenTofu/Terraform, Scaleway, managed PostgreSQL en managed Kubernetes.\n\nOpenstaande rollen:\n\n- Senior/Lead Platform & DevOps Engineer\n\n- Senior Backend Engineer/Architect\n\n- Senior Frontend Engineer\n\n- Senior Full-Stack Engineer\n\nE-mail jobs[at]openeducation.foundation met (HN) + de functienaam in het onderwerp, samen met een korte introductie en een link naar je LinkedIn-profiel en/of GitHub. Als er van beide kanten een goede match lijkt te zijn, plan ik graag een kennismakingsgesprek in.\n\nhttps://openeducation.foundation | https://www.neon.nl"
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_2379511e8f7c1008da4b",
    "grade": 2,
    "confidence": "high",
    "reason": "The SRE role directly matches cloud infrastructure reliability and deployment operations. The request expresses a broad reliability-work intent rather than requiring a particular container platform.",
    "evidence": [
      "I’m looking for an experienced SRE to own our infrastructure and reliability.",
      "You’ll own our AWS environment, the control-room infrastructure that communicates directly with utilities and market operators, and the systems we use to deploy, observe, and operate a growing fleet."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Site Reliability Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_f9c3facf67bb30eb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE (SF)"
      ],
      "evidence_ids": [
        "ev_fbe4c5f433478166"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Strobe Power | Site Reliability Engineer | ONSITE (SF) | https://strobepower.com\n\nAI data centers are creating a massive new wave of electricity demand and putting even more strain on an aging grid. Strobe is building the power company that will meet that demand.\n\nOur software turns batteries and generators at commercial and industrial buildings into distributed power plants that can buy, sell, and dispatch electricity in real time. We build the control stack for operating these assets and the trading platform that connects them to wholesale energy markets.\n\nWe’re a small, high-ownership team working on critical infrastructure. You’ll learn how the energy system actually works: what happens inside the electrical room of a large commercial building, how data centers are powered, how utilities and grid operators communicate, and how a battery gets commissioned and brought online.\n\nThis is early, technical, and very real-world. The software you build will control physical equipment, keep power plants online, and move money in regulated markets. We’re the only company actively trading distributed power in FERC-regulated wholesale markets, with multiple behind-the-meter power plants operating in NYC and expansion underway in California and along the East Coast.\n\nI’m looking for an experienced SRE to own our infrastructure and reliability. We remotely operate millions of dollars of equipment, and it has to work. You’ll own our AWS environment, the control-room infrastructure that communicates directly with utilities and market operators, and the systems we use to deploy, observe, and operate a growing fleet. You’ll also work closely with the rest of the engineering team to establish good patterns as we ship new services and features.\n\nYou’re probably a good fit if you have deep AWS experience, have used Terraform seriously in production, write a lot of Python, and are comfortable working around Rust services. Energy experience is useful but not required (SCADA, DNP3, MQTT).\n\nStack: Python, TypeScript, Rust, Terraform, AWS, GraphQL/AppSync, MQTT, Grafana. We work in a monorepo designed for agent-assisted engineering workflows and are investing heavily in making engineers dramatically more effective with coding agents.\n\nApply: [email protected] or https://strobepower.com/careers. Please mention Hacker News."
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_291fbd73461ce27e8999",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds web infrastructure, not embedded software running on tiny chips or interfacing with sensors.",
    "evidence": [
      "The codebase is Rust, with work including distributed storage, HTTP caching/ETags, CRDTs, parser/DOM performance, CI and production infrastructure."
    ],
    "unmet_requirements": [
      "Embedded software development for tiny chips with sensor communication."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_5be0696aa2d68bb2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_5be0696aa2d68bb2"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 130000.0,
        "min": 110000.0,
        "period": null,
        "currency": "USD",
        "original": "$110k–$130k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_d36163692db49d79"
      ]
    },
    "skills": [
      {
        "id": "html-css",
        "label": "HTML/CSS"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "single_role",
    "description": "Pagelove | https://pagelove.com | Founding Software Engineer | REMOTE | Full-time | $110k–$130k + early equity\n\nPagelove collapses the modern web stack into its simplest form: no databases, no APIs, no application servers. Just HTML that works like an app, scales like a CDN, and is AI-native by design.\n\nThe page becomes the application, API and persisted state. Humans and machines can read and update the same surface directly using CSS selectors over HTTP, rather than through separate HTML and API/MCP interfaces. With Pagelove, AI can finally build web applications without having to deal with the complexity of the full stack.\n\nWe’re seed-stage and well-funded, hiring our first non-founder engineer. The codebase is Rust, with work including distributed storage, HTTP caching/ETags, CRDTs, parser/DOM performance, CI and production infrastructure.\n\nOur development process is heavily agentic: Claude Code and Codex do substantial implementation work, with humans focused on architecture, review and the hard problems.\n\nhttps://ats.pagelove.com/roles/founding-software-engineer/"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_26cada1fd66c848d3932",
    "grade": 1,
    "confidence": "high",
    "reason": "SQL-heavy software development is adjacent to the request, but the role focuses on application engineering rather than analytics engineering, and dbt is not stated.",
    "evidence": [
      "We're hiring a Senior Software Engineer I to own features end-to-end on a mature, multi-tenant .NET platform, typically supporting more than one client implementation at a time, each with its own database and release calendar.",
      "Stack: C# / .NET 8 & .NET 10, ASP.NET Core, Web API, Entity Framework Core, MS SQL Server (heavy stored-procedure work), React + Redux front end, Git/PR workflow, Azure DevOps CI/CD."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "dbt usage",
      "Analytics engineering duties"
    ]
  },
  "posting": {
    "title": "Senior Software Engineer I",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_ca22fa9d4381ef85"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hyde Park, UT (ONSITE preferred; will consider candidates who can commute in 1-2x/month)"
      ],
      "evidence_ids": [
        "ev_bfcb34ce84d17625"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 135000.0,
        "min": 90000.0,
        "period": null,
        "currency": "USD",
        "original": "$90k-$135k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_eb7a5921636bcaab"
      ]
    },
    "skills": [
      {
        "id": "dotnet",
        "label": ".NET"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "azure",
        "label": "Azure"
      }
    ],
    "role_kind": "single_role",
    "description": "Tecuity | Senior Software Engineer I | Hyde Park, UT (ONSITE preferred; will consider candidates who can commute in 1-2x/month) | Full-time | $90k-$135k\n\nTecuity has spent 20+ years building software for Secretary of State offices — state government agencies handling business filings and public records. Real filing deadlines, statutory requirements, and citizens who depend on the system working.\n\nWe're hiring a Senior Software Engineer I to own features end-to-end on a mature, multi-tenant .NET platform, typically supporting more than one client implementation at a time, each with its own database and release calendar.\n\nStack: C# / .NET 8 & .NET 10, ASP.NET Core, Web API, Entity Framework Core, MS SQL Server (heavy stored-procedure work), React + Redux front end, Git/PR workflow, Azure DevOps CI/CD.\n\nAI-assisted development (Claude Code) is a standard, daily part of our engineers' workflow here, not a pilot program — you'll be expected to use it well and verify its output rather than just accept it.\n\nLooking for 6+ years professional experience in C#/.NET and SQL Server. Government, regulated, or compliance-driven software experience is a plus.\n\nIdeally we're looking for candidates who can work onsite from our Hyde Park, UT office, but we're open to Utah or Idaho candidates who can commute in once or twice a month for the right fit.\n\nEmail [email protected] with a bit about your background and a resume or for more information. See the full job posting at tecuity.com/careers"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_3074e0295057c902412d",
    "grade": 2,
    "confidence": "high",
    "reason": "The full-stack role includes substantial server-side web product development through a Rails-based operations platform, workflow automation, and integrations. The request does not exclude full-stack work or impose other restrictions.",
    "evidence": [
      "we've built our own operations system (Rails 8 + React, Electron, Go, and C#/.NET against OpenDental, all on AWS)",
      "You'll figure out why a billing workflow breaks down, design the fix, ship it, and hear from the office manager who uses it the next week."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Full-Stack Developer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_e27e1a3a9c6f60b4",
        "ev_47eb8575b1dfd923"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Dallas, TX",
        "REMOTE (US) or HYBRID"
      ],
      "evidence_ids": [
        "ev_8216cd2e954d8953",
        "ev_be4fb5090daab0ed"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_eac8e0b0058ee36b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "dotnet",
        "label": ".NET"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Apex Dental Partners | Full-Stack Developer | Dallas, TX | REMOTE (US) or HYBRID | Full-time | apexdp.com\n\nWe're a Dental Support Organization running 65 practices across eight states. Dentistry doesn't sound like a technical job, but the platform behind it is: we've built our own operations system (Rails 8 + React, Electron, Go, and C#/.NET against OpenDental, all on AWS) and we're pushing hard on automation and AI to make the practices run better.\n\nThe team is small and developers own problems end-to-end. You'll figure out why a billing workflow breaks down, design the fix, ship it, and hear from the office manager who uses it the next week. Recent work includes an AI-first metrics layer that answers operational questions in chat, automated patient scheduling and communication, insurance verification scraping, and a live PMS integration across every practice. The domain is wide (clinical workflows, payroll, patient comms, revenue cycle) and there's a lot of novel work left once you learn the business. Big emphasis placed on being able to sit down with non-engineering team members and understand their workflows and build software to make it better.\n\nGood fit if you want a stable company, a small team, broad latitude, and work that visibly matters to the people using it. We're actively building new features, not just maintaining what exists, so there's a healthy mix of greenfield work and improving a platform that's already in daily use by our nearly 1,000 employees.\n\nMust reside in the US and be authorized to work in the US without sponsorship.\n\nEmail me directly: dhanson [at] apexdp.com"
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_1c613818cec72541dae3",
    "grade": 1,
    "confidence": "high",
    "reason": "The platform security role is plausibly relevant, but the posting does not support pay of at least USD 400,000 per year. Its advertised $170–240K range has no stated pay period and the currency is only inferred in the metadata.",
    "evidence": [
      "Senior Platform Security Engineer",
      "Spade | Multiple Engineering + Data Science Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the advertised range does not specify its period or explicitly confirm USD."
    ]
  },
  "posting": {
    "title": "Senior Platform Security Engineer; Backend Engineer (Mid Level); Data Scientist (Mid & Sr Levels)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_b6394df28da2d7ee",
        "ev_4cdf761971d9c286"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE NYC or REMOTE (US/Can)"
      ],
      "evidence_ids": [
        "ev_c93ff48cbe0cb139"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7061db18248afedb"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170-240K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_58ecc43caf2fd97b"
      ]
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Spade | Multiple Engineering + Data Science Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity\n\nSpade is the data and AI platform for modern finance. We take messy transaction data and turn it into structured, verified records — with a platform, models, and tooling that help our customers use it everywhere it matters.\n\nWe're looking for extraordinary builders to play a foundational role in a company designed for scale:\n\n- Senior Platform Security Engineer\n- Backend Engineer (Mid Level)\n- Data Scientist (Mid & Sr Levels)\n\nWe're well-funded by top investors (YC/a16z/OAK), and known for building intentional, inclusive culture. We offer competitive compensation (salary + equity) and comprehensive benefits.\n\nIf interested, please apply here (https://spade.com/careers/) and mention this post."
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_27a59a8a56551694b7ab",
    "grade": 0,
    "confidence": "high",
    "reason": "The internship includes relevant machine learning engineering work, but explicitly requires onsite work in Zürich and targets late-stage master's students, conflicting with fully remote work from Mexico and no degree requirement.",
    "evidence": [
      "Software Engineering Intern | ONSITE (Zürich, Switzerland) | Internship | No visa sponsorship",
      "We're specifically looking for late stage masters students with strong software engineering fundamentals and some skills in turning math into performant code."
    ],
    "unmet_requirements": [
      "Fully remote from Mexico: the role is onsite in Zürich and requires existing Swiss work rights.",
      "No university degree required: the posting specifically seeks late-stage master's students."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineering Intern",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_b0158c8fd16e4e23"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE (Zürich, Switzerland)"
      ],
      "evidence_ids": [
        "ev_079610e6c2781c14"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CH"
      ],
      "evidence_ids": [
        "ev_d0677326087e9248"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Robotics and AI Institute | Software Engineering Intern | ONSITE (Zürich, Switzerland) | Internship | No visa sponsorship\n\nWe're hiring some robotics systems software focused interns in our Zürich office. We're specifically looking for late stage masters students with strong software engineering fundamentals and some skills in turning math into performant code. We have two tracks available, either offline training infrastructure for RL (physics simulation, gaussian splatting, RL algo implementation) or on-robot deployment (online inference, fast C++).\n\nThe software team in Zürich is involved in building the tools that accelerate research, while having a close connection to what the researchers are doing.\n\nWe're looking for people who already have the right to work in Switzerland. That means Swiss/EU/EFTA citizens, or those with a work permit in Switzerland already.\n\nApplication link: https://jobs.lever.co/rai/46c744a8-2817-4453-8b3b-20b6d0ea1e..."
  }
}

{
  "judgment": {
    "query_id": "mobile_intent",
    "job_id": "job_2a1a5a15ade8733a37e4",
    "grade": 0,
    "confidence": "high",
    "reason": "The role develops OpenZFS filesystem and operating-system infrastructure, not native iPhone apps or their offline functionality and App Store releases.",
    "evidence": [
      "We develop new features, investigate/fix bugs, and support the community of these important open source infrastructure projects.",
      "- Ability to work across Linux, and FreeBSD environments"
    ],
    "unmet_requirements": [
      "Native iPhone app development"
    ],
    "unknown_requirements": [
      "Offline app behavior",
      "App Store releases"
    ]
  },
  "posting": {
    "title": "Senior OpenZFS Developer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_234c0ecf8424c835"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_234c0ecf8424c835"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "klarasystems.com | Senior OpenZFS Developer | REMOTE | Full-time Contract\n\nWe have successfully hired from HN in previous rounds and are looking for another OpenZFS Developer (4+ years of experience) to join our team!\n\nKlara Inc. provides development & solutions focused on open source software and the community-driven development of OpenZFS and FreeBSD. We develop new features, investigate/fix bugs, and support the community of these important open source infrastructure projects. Some of our recent work includes major ZFS features such as Fast Deduplication (OpenZFS 2.3) and AnyRAID: https://github.com/openzfs/zfs/pull/17567 https://github.com/openzfs/zfs/pull/18406\n\nWe’re looking for an OpenZFS Developer with:\n\n- Strong C programming skills and understanding of data structures\n\n- Experience with file systems, VFS, and OS internals (threading, locking, IPC, memory management)\n\n- Familiarity with ZFS internals (DMU, MOS, vdevs, ZPL, datasets, boot environments)\n\n- Ability to work across Linux, and FreeBSD environments\n\nPrevious upstream contributions to OpenZFS or other open source projects are a big plus.\n\nSubmit an application through our site: https://klarasystems.com/careers/openzfs-developer/"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_32547c8a1089c58d8f07",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers engineering and senior product management roles, not junior product design. Product roles are explicitly restricted to the US, conflicting with working from Mexico; the degree policy is unstated.",
    "evidence": [
      "Senior SWE, AI Automation Engr, Senior PM",
      "REMOTE (US+INTL for eng, US for product & automations)"
    ],
    "unmet_requirements": [
      "Junior product designer role",
      "Eligibility to work remotely from Mexico in a product role"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_1ce81e1fc682a138"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US+INTL for eng, US for product & automations)"
      ],
      "evidence_ids": [
        "ev_3d882bde2ba9f9c6"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_2294b4a0d4ef9977"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "WorkHero https://workhero.pro | Senior SWE, AI Automation Engr, Senior PM | REMOTE (US+INTL for eng, US for product & automations)\n\nWorkHero is building the AI-powered back office for the skilled trades, starting with HVAC. Small contractors spend their nights on rebates, permits, equipment registrations, billing, and collections. We pair dedicated office managers with AI agents that take this work over end to end. We are expanding our product and engineering organization - looking for talented engineers, product managers, and builders who are excited to rethink the back office for small businesses!\n\n- Senior Software Engineer, AI Full Stack: ship AI-native React experiences and the Node services and agent workflows behind them. https://www.workhero.pro/careers?ashby_jid=89aac721-3aa3-4ae...\n\n- Senior Software Engineer, Voice AI & Data Infrastructure: own our real-time voice agents and data pipelines https://www.workhero.pro/careers?ashby_jid=8f45a29d-bdae-457...\n\n- AI Automation Engineer: turn the workflows of small HVAC businesses into AI-powered automations https://www.workhero.pro/careers?ashby_jid=2b76354a-1012-476...\n\n- Senior Product Manager, AI Agents: own the agents at the core of the product end to end, from how their prompts, tools, and knowledge cohere into one experience through the evals that prove they accomplish the user's goal. https://www.workhero.pro/careers?ashby_jid=5fca94a0-7705-42f...\n\nAll roles require working hours that overlap with 11am-3pm ET."
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_3395867bb82f9598f4d9",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves SQL and data analysis, making it plausibly relevant, but dbt and analytics-engineering duties such as building data models or transformation pipelines are not stated.",
    "evidence": [
      "We want Python + Pandas, SQL, statistics, data visualization and some AI; the usual data science stack.",
      "Job is in-depth data analysis across multiple data sets - the challenges change weekly."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Use of dbt",
      "Analytics-engineering responsibilities"
    ]
  },
  "posting": {
    "title": "Data Analyst",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_4d225d7f7bcacca9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Chicago or Washington DC - ONSITE"
      ],
      "evidence_ids": [
        "ev_469265ee39720042"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      }
    ],
    "role_kind": "single_role",
    "description": "National Association of Realtors | Chicago or Washington DC - ONSITE | Data Analyst | Full Time\n\nWe want Python + Pandas, SQL, statistics, data visualization and some AI; the usual data science stack. Job is in-depth data analysis across multiple data sets - the challenges change weekly. We're using Cursor for data science and AI is permeating all our analysis work - we're transforming from traditional data science to being AI-forward.\n\nJob is here: https://realtors.applicantstack.com/x/detail/a2yfvt49zurx"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_365bd65cc93556b48188",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers deployment and site reliability engineering roles, not product design. Compensation is quoted in GBP with no period stated, so it does not establish the requested USD annual minimum.",
    "evidence": [
      "Newton's Tree | Forward Deployed Engineer, Site Reliability Engineer | London, UK | HYBRID | Full-Time | https://www.newtonstree.ai/",
      "Forward Deployed Engineer (£70k-£90k): You will be the critical link between our internal engineering team and hospital IT teams."
    ],
    "unmet_requirements": [
      "Product designer work"
    ],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_758ed77fe6860bdd",
        "ev_e642a9922c7a0c9d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "London, UK"
      ],
      "evidence_ids": [
        "ev_789a2520d8b3acc4"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_d6820b95caaffdc6"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 70000.0,
        "period": null,
        "currency": "GBP",
        "original": "£70k-£90k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_8308f5476d7ee18e"
      ]
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Newton's Tree | Forward Deployed Engineer, Site Reliability Engineer | London, UK | HYBRID | Full-Time | https://www.newtonstree.ai/\n\nNewton's Tree is an early-stage health-tech startup enabling healthcare providers to select, test, deploy, and monitor third-party AI applications as part of routine care pathways. Our enterprise AI platform allows hospitals to safely and effectively adopt AI technologies at scale.\n\nWe are looking for adventurous builders to join us in two key roles to help bridge our platform and the hospital frontline:\n\nForward Deployed Engineer (£70k-£90k): You will be the critical link between our internal engineering team and hospital IT teams. While our SRE team focuses on core platform stability, you will own the site-specific implementations—navigating complex local networks, architecting integration paths, and ensuring our AI platform works across diverse environments.\nStack: Linux, Kubernetes, JSON/YAML, Python, SQL, and healthcare interoperability standards (HL7v2, FHIR, DICOM).\nhttps://www.newtonstree.ai/job/forward-deploy-engineer\n\nSite Reliability Engineer (£70k-£90k): You will ensure the reliability, scalability, and performance of our AI platform both in hospital sites (on-prem) and on the cloud. You'll work closely with customers to install hardware for Kubernetes clusters and collaborate with dev teams to ensure swift, reliable feature deployments.\nStack: Linux, Kubernetes, Terraform, Ansible, GitOps (FluxCD), Argo Workflows, Talos Linux, Cilium CNI, Teleport, and monitoring tools (Prometheus, Grafana, Datadog).\nhttps://www.newtonstree.ai/job/site-reliability-engineer\n\nLogistics: Both roles are Hybrid within the UK (with occasional in-person working in London and travel to hospital sites as needed). Please note that applicants must have the right to work in the UK, as we are unable to offer visa sponsorship.\n\nTo apply: Send your CV and a short note telling us why you'd be excited to work with Newton's Tree to [email protected], or read more at the links above."
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_3af4aed87b5553b33c67",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves machine-learning inference infrastructure, making it plausibly relevant, but the posting does not state that the work uses PyTorch.",
    "evidence": [
      "We’re building the inference platform for visual intelligence.",
      "a unified API that serves open-weight VLMs, embodied VLAs, ViTs, served across a fleet of GPUs and clouds."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Use of PyTorch in the role."
    ]
  },
  "posting": {
    "title": "1x Founding Infrastructure Engineer",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "computer-vision",
        "label": "Computer vision"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "VLM Run (https://vlm.run) | 1x Founding Infrastructure Engineer\n\nWe’re building the inference platform for visual intelligence. We’re a deeply technical team of veteran AI / computer-vision engineers (20+ years combined, MIT/CMU PhDs) who’ve shipped production ML infrastructure across autonomous driving and LLMs.\n\nWe just launched the VLM Run Gateway (https://vlm.run/gateway), a unified API that serves open-weight VLMs, embodied VLAs, ViTs, served across a fleet of GPUs and clouds. That's exactly the infrastructure problem this role will own.\n\nIf you’re interested, email us at [email protected] with your GitHub profile and link to projects you’ve recently built - especially with docker, k8s, GPUs."
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_40a1a3bae38536094a6c",
    "grade": 1,
    "confidence": "high",
    "reason": "The product manager role is adjacent to product design, but the posting does not establish UX design or user research responsibilities.",
    "evidence": [
      "We're hiring a Senior Product Manager to oversee a couple of our products.",
      "Mirror Journal, an AI-powered journaling app designed with teens to support emotional reflection and mood tracking"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "UX product design duties",
      "User research duties"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC"
      ],
      "evidence_ids": [
        "ev_95c47ba24d55c857"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Child Mind Institute | https://childmind.org/ | NYC | Full-Time\n\nWe're hiring a Senior Product Manager to oversee a couple of our products.\n\n* Curious, a remote research and clinical data platform\n\n* Mirror Journal, an AI-powered journaling app designed with teens to support emotional reflection and mood tracking\n\nApply here: https://workforcenow.adp.com/mascsr/default/mdf/recruitment/...\n\nFeel free to email me jody[dot]brookover[at]childmind.org if you have questions."
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_3603bf48dd83f4751101",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds backend expense-product services, not analytics pipelines or analytical data models. SQL overlap alone does not establish an analytics engineering match, and dbt is not mentioned.",
    "evidence": [
      "You’ll work alongside 3–4 senior engineers building expense submissions, approvals and reimbursements, while helping migrate services from Ruby/Rails to Go and develop AI-powered features.",
      "Knowledge of REST APIs, SQL, and relational data models"
    ],
    "unmet_requirements": [
      "Analytics engineering work"
    ],
    "unknown_requirements": [
      "Use of dbt"
    ]
  },
  "posting": {
    "title": "Associate Software Engineer, Expenses",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_11b5af2af75bd600"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Toronto, Canada"
      ],
      "evidence_ids": [
        "ev_e902f61cf75d3e65"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CA"
      ],
      "evidence_ids": [
        "ev_614cdb16915ce8e3"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 136000.0,
        "min": 109000.0,
        "period": null,
        "currency": "CAD",
        "original": "$109K–$136K CAD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_6f7c62b3f4f9b5de"
      ]
    },
    "skills": [
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "mysql",
        "label": "MySQL"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Justworks | Associate Software Engineer, Expenses | Toronto, Canada | HYBRID | Full-time | $109K–$136K CAD\n\nJustworks helps small businesses manage payroll, benefits, HR, and compliance so they can focus on running their business.\n\nWe’re hiring an Associate Software Engineer for our Toronto Expenses pod. You’ll work alongside 3–4 senior engineers building expense submissions, approvals and reimbursements, while helping migrate services from Ruby/Rails to Go and develop AI-powered features.\n\nWe’re looking for:\n\n• 1+ year of professional software engineering experience\n• Experience with a modern server-side language and interest in learning Go\n• Knowledge of REST APIs, SQL, and relational data models\n• A product-minded, customer-focused approach\n• Curiosity about AI-assisted development\n\nOur stack includes Go, Ruby on Rails, JavaScript, MySQL, Kafka, AWS, Redis, Docker, Terraform, Kubernetes, CircleCI, and Datadog.\n\nApply: https://grnh.se/wlv9zr391us"
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_40e7aa081c05cc85a002",
    "grade": 0,
    "confidence": "high",
    "reason": "This is a software development role, not a developer educator role, and its required hybrid work in Belgium conflicts with fully remote work from Mexico. Junior seniority and a no-degree policy are not stated.",
    "evidence": [
      "Hybrid (Belgium, 3 days/week)",
      "We're hiring software developers to work on our Python/PostgreSQL backend, fast JS framework, mobile apps, website builder, and more."
    ],
    "unmet_requirements": [
      "Developer educator work",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Software Developer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_d94b821f235e58bf"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid (Belgium, 3 days/week)"
      ],
      "evidence_ids": [
        "ev_44b0f8643293d439"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "BE"
      ],
      "evidence_ids": [
        "ev_2bc7fc4a032cf558"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "sql",
        "label": "SQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Odoo | Software Developer | Hybrid (Belgium, 3 days/week) | Full-time | Visa + €10k Signing Bonus | https://www.odoo.com/r/4zN\n\nOdoo builds open-source business apps used by millions. We're hiring software developers to work on our Python/PostgreSQL backend, fast JS framework, mobile apps, website builder, and more.\n\nWhy join us:\n\n- €10k signing bonus - Visa sponsorship + relocation support (contains flight ticket + airport taxi + 1 month free housing) - No clients, no deadlines — just clean, open-source code - Pick your team after 3 weeks of onboarding - Great team, countryside office (with chef!), flexible hours\n\nYou:\n\n- Master a programming language - Proficiency in object-oriented programming - Strong in SQL and relational database, data structures, and DB design - Passionate, autonomous, and eager to build real stuff\n\nApply → https://www.odoo.com/r/4zN"
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_3d73eb93ca4c5c3647a4",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes embedded firmware and microcontroller work, but C++ is not stated; Python is explicitly requested.",
    "evidence": [
      "Where we're at: zero-shot sim2real transfer with a policy that runs at 100Hz on an ESP32 and took under a day to train.",
      "You: hands-on with real mobile robots (UART, encoders, PWM, IMU, LiDAR), strong Python + embedded, comfortable reading code you didn't write, and can debug hardware and firmware at the same time."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the firmware work uses C++."
    ]
  },
  "posting": {
    "title": "Robotics / Hardware Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_c1bbb461a75bbda9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_a583f8eddbaecdec"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 130000.0,
        "period": null,
        "currency": "USD",
        "original": "$130k–200k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_ffabf1ea4034fa57"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Lumen Labs | Robotics / Hardware Engineer | San Francisco, CA | ONSITE | Full-time | $130k–200k + equity | https://lumenresearch.co\n\nI'm Daniel, co-founder. Lumen Labs is building the cognitive layer for physical AI. Nearly every major robotics effort today teaches machines by showing them thousands of hours of human teleoperation. We think that paradigm has a ceiling, and we're working on nature-inspired architectures for unstructured environments (construction sites, mining, pipelines, battlefield). Pre-seed, backed by top VC funds and operators from robotics/AI companies.\n\nWe're a team of two and hiring teammate #3 to own the hardware and infrastructure that keeps our research platforms running: the ROS2 (Humble) stack across onboard and offboard compute, sensor integration and calibration (LiDAR, depth, IMU, encoders), the safety pipeline during autonomous runs, and getting trained policies onto real hardware. Today that's wheeled navigation; we're dipping our toes into drones and eyeing weirder platforms like pipeline inspection. Where we're at: zero-shot sim2real transfer with a policy that runs at 100Hz on an ESP32 and took under a day to train.\n\nYou: hands-on with real mobile robots (UART, encoders, PWM, IMU, LiDAR), strong Python + embedded, comfortable reading code you didn't write, and can debug hardware and firmware at the same time. If \"full-stack\" to you means firmware, a multimeter, and a ROS node in the same afternoon, you'll fit right in. Visa/relocation support for the right person.\n\nFull posting: https://desert-bearskin-26d.notion.site/Robotics-Engineer-Ro...\n\nEmail [email protected], mention HN, and tell us about a project you've built. If you can link to a time you got a trained policy running on real hardware, you go to the top of the pile."
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_3ef99d0aa2b357209d39",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves owning product experiences and building internal tooling, but does not state user interviewing, experience design, prototyping, or usability testing duties.",
    "evidence": [
      "We're hiring a PM to own the product experience that takes a hospital from signed contract to successfully using Vitalize in production.",
      "This team builds the custom integrations and internal tooling that make those deployments faster, more repeatable, and less manual as we scale."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Interviewing users",
      "Designing product experiences and prototypes",
      "Testing product experiences and prototypes"
    ]
  },
  "posting": {
    "title": "Senior Product Manager or Staff Product Manager",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_067e3a1f8237c28d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco (hybrid)"
      ],
      "evidence_ids": [
        "ev_89ed5f87ef51ffce"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 260000.0,
        "min": 215000.0,
        "period": null,
        "currency": "USD",
        "original": "$215K-$260K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_f9a9b26c172a830e"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Vitalize | Senior Product Manager or Staff Product Manager | San Francisco (hybrid)\n\nWhat we do:\nHospitals run critical operations (staffing, labor planning, and capacity) on spreadsheets, phone calls, and gut instinct. Labor is the biggest cost and hardest operational problem, and it’s still largely manual. Vitalize is building the operating system for hospital labor (and ultimately capacity): we forecast demand from real hospital data (e.g., ADT + historical patterns + acuity) and translate that into concrete staffing decisions: next month’s schedule and the next shift.\n\nTraction:\n- ~$37M raised\n- Launched 2024; ~$13M committed ARR across 10+ health systems\n- Live in 20+ hospitals and growing quickly\n\nThe role:\nWe're hiring a PM to own the product experience that takes a hospital from signed contract to successfully using Vitalize in production. Getting there is complex: every health system has its own HRIS, scheduling workflows, union rules, and technical environment. This team builds the custom integrations and internal tooling that make those deployments faster, more repeatable, and less manual as we scale.\n\nWe're looking for a PM who...\n- Led messy third-party enterprise integrations deep enough to make real technical calls with eng\n- Has built internal tooling with an internal team as the customer\n- Prioritized a roadmap under live GTM pressure and held the line when the loudest deal wasn't the right build\n- Startup experience, where the system you were building didn't exist yet\n\nIf you're interested, email me [email protected]\n\nComp: $215K-$260K + equity"
  }
}

{
  "judgment": {
    "query_id": "mobile_intent",
    "job_id": "job_3ad3fa0802ca0bc3233d",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting offers iOS engineering work on a mobile browser, but does not state responsibilities for offline behavior or App Store releases.",
    "evidence": [
      "Open Roles: Eng (iOS/MacOS, Android, Ai/ML, Browser Extensions), Based Social Media Intern; Internships: Eng, Design, Growth",
      "1. https://PumaBrowser.com: iOS & Android mobile browser with built in LLMs & wallets. 1m+ downloads."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work implementing offline behavior in iPhone apps",
      "Responsibility for App Store releases"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_2b202ee95cee2215"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote-first with PST overlap"
      ],
      "evidence_ids": [
        "ev_40b856ed0d90d43d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "ios",
        "label": "iOS"
      },
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Puma.tech | Remote-first with PST overlap | iOS/MacOS, Android, Ai/ML, Growth | https://puma.tech\n\nHi all, I’m Yuriy, founder of Puma.tech. Prev. worked at Cloudant (YC S08), Meteor (YC S11), Parse (YC S11, Facebook/Meta), and explored AI/ML (computer vision for self-driving cars).\n\nWe have 2 products:\n\n1. https://PumaBrowser.com: iOS & Android mobile browser with built in LLMs & wallets. 1m+ downloads.\n\n2. https://PumaAI.com: small research lab focused on building private local/hybrid alternative to ChatGPT.\n\nOpen Roles: Eng (iOS/MacOS, Android, Ai/ML, Browser Extensions), Based Social Media Intern; Internships: Eng, Design, Growth\n\nWe’ve raised a few rounds from some of the best builders in ai and crypto:\n\nProtocol Labs (YC S14), Chris Larsen (Ripple), Anatoly Yakovenko (Solana), Illia Polosukhin (NEAR Protocol), Sridhar Ramaswamy (Snowflake CEO), Jason Warner (poolside.ai, ex-GitHub CTO), Don Ho (Orange DAO, Quantstamp W18), Evil Rabbit (Vercel), John Phamous (SF Compute) and other amazing builders.\n\nHow to Apply: email careers+hn [at] puma.tech with your GitHub, a note on what you're most proud of building and what you'd like to build next.\n\nThank you!"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_3d2e36e0c064426783ac",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for product management with roadmap ownership and release QA, not analytics engineering. SQL is a required supporting skill, but dbt or analytics pipeline work is not described.",
    "evidence": [
      "Product Engineer (Product Manager role, not a Full-stack role)",
      "You own your pod's roadmap and ship it with them, no veteran PM signing off on your specs first."
    ],
    "unmet_requirements": [
      "Analytics engineering work"
    ],
    "unknown_requirements": [
      "dbt use"
    ]
  },
  "posting": {
    "title": "Product Engineer (Product Manager role, not a Full-stack role)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b0217dc5b781d4f9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (anywhere, EST hours)"
      ],
      "evidence_ids": [
        "ev_15ff5f0424097ddd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 34.0,
        "min": 23.0,
        "period": "hour",
        "currency": "USD",
        "original": "$23-$34 USD/hour",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_60a3494e8fb46359"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "django",
        "label": "Django"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "single_role",
    "description": "Search Atlas | Product Engineer (Product Manager role, not a Full-stack role) | REMOTE (anywhere, EST hours) | Full-time contractor | $23-$34 USD/hour | https://careers.searchatlas.com/jobs/599248-product-engineer...\n\nWe're ~160 people, fully remote, building an AI marketing platform. Our main product is OTTO, which runs a site's SEO on its own - it reads live search data and pushes the technical and on-page fixes itself, nobody queues them up. Around that we've got ad automation for Google and Meta, GBP management for multi-location brands, content gen, and LLM visibility tracking (whether ChatGPT and co are citing you). Autotrader, Hyundai, P&G, Vendasta are some of our customers.\n\nWork happens in pods, 1 PM and 2-4 engineers. You own your pod's roadmap and ship it with them, no veteran PM signing off on your specs first. That's the part most PM roles won't hand you.\n\nLooking for 3+ years PM in B2B SaaS with an actual technical background - eng or QA before PM, or a PM who's been getting into the codebase themselves. You should be able to read Python and TS, write your own SQL, find your way around an API, and not need an engineer to tell you what a stack trace says. We're Django on the back, React/Next on the front. QA is yours end to end including release sign-off, people tend to underestimate that bit. And you're already using Claude Code or similar daily, not \"open to it\".\n\nProcess is screen with me, a take-home that runs about 75 mins, technical round with one of our senior PMs, then a call with our Director of Product (who you'd report to). I usually come back to people within 2 business days.\n\nOur ATS forces us to list specific countries but we hire from anywhere as long as you can do EST hours, so apply even if yours isn't on there.\n\nApply at the link and mention HN somewhere, in your pitch or wherever it fits. I'm João Pedro, I read all of your emails. [email protected] if you need me, though the link's faster.\n\nP.S: If you're not a PM, you can still reach out, explain your role briefly and I can redirect you to an appropriate role, or you could just check out our careers page and apply directly to the role that suits you best (preferred method)."
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_43938b0ae1ce1cf74d74",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves building backend services and requests Python backend/cloud experience, matching the requested work.",
    "evidence": [
      "You'll own backend services and computational pipelines spanning 3D geometry processing, mesh generation, model order reduction, calibration and neural network training.",
      "You might be a good fit if you have: strong production backend/cloud experience, Python (FastAPI or similar), relational databases, Docker, cloud infrastructure (GCP preferred), CI/CD and IaC — and enjoy making architecture decisions rather than just implementing tickets."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Backend & Cloud Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_082829736267e58a",
        "ev_4dd9a02f7b0825b5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (EU)"
      ],
      "evidence_ids": [
        "ev_a1a0f7e3f4029873"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "IT"
      ],
      "evidence_ids": [
        "ev_dfb33bb5af30a049"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 70000.0,
        "period": null,
        "currency": "EUR",
        "original": "€70k–€90k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_d15222213e47fda8"
      ]
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Newtwen | Backend & Cloud Platform Engineer | REMOTE (EU) | Full-time | €70k–€90k+\n\nNewtwen is building a cloud platform that brings complex physics and data-driven intelligence directly onto microcontrollers, generating ultra-fast runtime firmware that executes in just a few microseconds.\n\nWe're looking for a Senior Backend & Cloud Platform Engineer to help architect and build our first production-grade cloud backend from the ground up. You'll own backend services and computational pipelines spanning 3D geometry processing, mesh generation, model order reduction, calibration and neural network training.\n\nA core part of the platform is dedicated to data-driven modeling, with a specialized neural-model library designed to make physical models adaptive in real time.\n\nYou might be a good fit if you have: strong production backend/cloud experience, Python (FastAPI or similar), relational databases, Docker, cloud infrastructure (GCP preferred), CI/CD and IaC — and enjoy making architecture decisions rather than just implementing tickets.\n\nLocation: REMOTE (EU), with the option to work hybrid in Italy\nCompensation: €70k–€90k+, depending on experience\n\nApply: [email protected] — mention Hacker News and include your LinkedIn/CV and, if available, GitHub or project links."
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_4169dde9fc6408bdcbcb",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes ML infrastructure and AI applications, making it plausibly relevant to machine learning engineering, but the posting does not state use of PyTorch.",
    "evidence": [
      "Member of Technical Staff (infra, ML infra, systems, platform, full stack)",
      "We approach this by understanding and improving AI’s application to biology use cases such as therapeutics and biosecurity."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Use of PyTorch in the role."
    ]
  },
  "posting": {
    "title": "Member of Technical Staff (infra, ML infra, systems, platform, full stack)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_64027d88ee6099a9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE San Francisco"
      ],
      "evidence_ids": [
        "ev_40c0f6796d75ab47"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "LatchBio | Member of Technical Staff (infra, ML infra, systems, platform, full stack) | ONSITE San Francisco | Full Time\n\nOur mission is to advance humanity's ability to engineer biology. We approach this by understanding and improving AI’s application to biology use cases such as therapeutics and biosecurity. We are a group of engineers, scientists, and operations specialists who are driven by improving capabilities and interpretability. Some of our work is showcased on benchmarks.bio.\n\nI run our engineering team and will read and respond to all emails sent to [email protected]. You can also apply here via a more structured form: https://jobs.ashbyhq.com/LatchBio."
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_43d82b0a0f09bea91bb1",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting offers senior remote engineering roles, but does not establish developer-education duties or eligibility to work from Mexico. No US-residency restriction is stated.",
    "evidence": [
      "We are hiring experienced engineers for:",
      "You will work directly with clients and collaborate with experienced engineers across time zones."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Developer education as a primary job activity",
      "Eligibility to work remotely from Mexico",
      "Whether hiring is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Senior Android Engineer (Kotlin); Senior React Native Engineer; Senior Software Engineer (JavaScript, React, Angular, Vue); Software Architect",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e4dc79a727acf59e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_e4dc79a727acf59e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "kotlin",
        "label": "Kotlin"
      },
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "angular",
        "label": "Angular"
      },
      {
        "id": "vue",
        "label": "Vue"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "This Dot Labs | Senior Android Engineer (Kotlin), Senior React Native Engineer, Senior JavaScript Engineer, Software Architect | REMOTE\n\nThis Dot Labs is an AI-native software engineering consultancy with a remote-first, global team. We help companies design, build, modernize, and scale production software.\n\nWe are hiring experienced engineers for:\n\n* Senior Android Engineer (Kotlin)\n* Senior React Native Engineer\n* Senior Software Engineer (JavaScript, React, Angular, Vue)\n* Software Architect\n\nYou will work directly with clients and collaborate with experienced engineers across time zones. We value strong communication, independent ownership, technical excellence, and active participation in the developer community.\n\nDetails and applications: https://www.thisdot.co/jobs\n\nQuestions: [email protected]\n\nPlease mention Hacker News when applying."
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_4484426ddad7f2c3769b",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting restricts remote eligibility to the US, conflicting with working from Mexico and the explicit exclusion of US-restricted jobs. It also does not identify a senior developer educator role.",
    "evidence": [
      "Sumble | Multiple Roles | Remote (US)| Full-time",
      "We are hiring full stack engineers, ai/ml engineers and growth/marketing."
    ],
    "unmet_requirements": [
      "Remote work from Mexico; exclude jobs restricted to US residents."
    ],
    "unknown_requirements": [
      "Developer education duties.",
      "Senior-level role."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_39bad715f8de997c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US)"
      ],
      "evidence_ids": [
        "ev_6754193b1c2e4952"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_93386b59cf08a990"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Sumble | Multiple Roles | Remote (US)| Full-time\n\nSumble is the newco from the founders of Kaggle. We are hiring full stack engineers, ai/ml engineers and growth/marketing. Can view our roles and apply here: https://sumble-inc.workable.com/\n\nWe are building a knowledge graph from web data with a first focus on data for go-to-market teams.\n\nWe use web data to identify things like org structure, tech stack, and key projects (e.g., GenAI initiatives, cloud migrations). Our product already has strong product-market fit, early revenue, and happy customers — and now we’re ready to accelerate.\n\nOur long-term vision is to become the world's best data vendor. Try the product at sumble.com.\n\nWe are a team of 25 with experience at companies such as Google, Meta, Stack Overflow, Rippling, Snowflake, Confluent and Kaggle.\n\nWe raised $38.5MM from Coatue, Canaan, Square Peg Capital https://techcrunch.com/2025/10/22/sumble-emerges-from-stealt..."
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_510cb80a367b4e21562c",
    "grade": 1,
    "confidence": "high",
    "reason": "The Senior Product Designer opening is plausibly relevant, but the posting does not describe user interviewing, experience design, prototyping, or testing duties.",
    "evidence": [
      "Senior Product Designer (hybrid, $140,000 - $190,000)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "User interviewing responsibilities",
      "Designing and testing product experiences and prototypes"
    ]
  },
  "posting": {
    "title": "Senior Product Manager (hybrid, $190,000 - $240,000): https://grnh.se/t1doekv97us; Software Engineer - Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/8pm4cytg7us; Senior Product Manager, Machine Learning (hybrid, $190,000 - $240,000): https://grnh.se/537yusl37us; Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_305ece952262de6e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA (Hybrid)"
      ],
      "evidence_ids": [
        "ev_f770504db7382ac4"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Baton | San Francisco, CA (Hybrid) | Full-Time\n\nBaton (baton.io) is Ryder's in-house product development group focused on harnessing emerging technologies to redefine transportation and logistics. With $10B in freight under management, our technology reaches every part of the U.S. economy. We design and ship category-defining software that enables Ryder and its 50,000+ customers—including some of the world's most well-known brands—to plan and execute freight intelligently, efficiently, and cost-effectively. Our work includes everything from customer-facing software to the data platform that will power the next era of innovation at Ryder.\n\nBaton's mission: enable supply chain on autopilot.\n\nRyder acquired Baton in 2022 to power its next wave of digital products. We operate at startup speed, with Fortune 500 reach. If you have a passion for solving complex problems and creating impact for the engine of the American economy, you'll love it here.\n\nCurrent openings at Baton:\n\n* Senior Product Manager (hybrid, $190,000 - $240,000): https://grnh.se/t1doekv97us\n\n* Software Engineer - Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/8pm4cytg7us\n\n* Software Engineer - Infrastructure, Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/wb558ncz7us\n\n* Staff Software Engineer - Infrastructure, Data Platform (hybrid, $260,000 - $350,000): https://grnh.se/55wbfa9g7us\n\n* Senior Product Manager, Machine Learning (hybrid, $190,000 - $240,000): https://grnh.se/537yusl37us\n\n* Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us\n\n* Software Engineer, MLOps - Machine Learning (hybrid, $162,000 - $216,000): https://grnh.se/770pgzv17us\n\n* Senior Software Engineer - Full Stack, Technical Lead (hybrid, $200,000 - $250,000): https://grnh.se/j8zrjo0k7us"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_492020022000e43d3507",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed openings do not include product design work, and all advertised pay ranges top out far below $400,000. The pay period is not stated.",
    "evidence": [
      "Founding Engineer, Data Scientist, Founding Operations, Founding Marketer",
      "* Founding Engineer | $80k-150k | backend and infra, heavy on large-scale collection."
    ],
    "unmet_requirements": [
      "Product designer work"
    ],
    "unknown_requirements": [
      "Explicit annual USD compensation of at least $400,000"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_48c530a9c32bd4d2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (EU timezones)"
      ],
      "evidence_ids": [
        "ev_64052452ac124cb0"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "cloro | Founding Engineer, Data Scientist, Founding Operations, Founding Marketer | REMOTE (EU timezones) | Full-time | https://cloro.dev/careers/\n\ncloro is one API for search and AI answers. You send a query, we return Google, Google News, ChatGPT, Perplexity, Gemini, Grok and Copilot results as structured fields: the answer, the sources it cited, and the position each result held. Teams use it to measure whether their brand shows up in AI answers, and to stop maintaining eight scrapers that break whenever a provider changes its markup overnight.\n\nWe are bootstrapped, remote across EU timezones, and small enough that every role below works directly with the founders.\n\nOpen roles:\n\n* Founding Engineer | $80k-150k | backend and infra, heavy on large-scale collection. https://cloro.dev/careers/founding-engineer/\n\n* Data Scientist | $60k-100k | turn our AI-search corpus into published research and track the engines as they change. https://cloro.dev/careers/data-scientist/\n\n* Founding Operations | $50k-80k | finance, ops, marketing and product systems. An all-rounder role for someone who would rather build a system than run a task twice. https://cloro.dev/careers/founding-operations/\n\n* Founding Marketer | $40k-70k | own SEO, content, and visibility in AI search. https://cloro.dev/careers/founding-marketer/\n\nWe work AI-native: Claude and Claude Code are in the loop daily across\nengineering, ops and marketing. Being genuinely good with these tools is\npart of the job rather than a bonus."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_41f8583b56bc0c1d1f51",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting explicitly includes backend engineering work, but does not establish pay of at least USD 400,000 per year. Its stated $160k–$240k range has no specified pay period.",
    "evidence": [
      "* Backend — Python. Interesting work in at least two of: LLM systems and code generation, statistics, traditional AI/ML, large-scale data processing, distributed systems.",
      "Three roles, all $160k–$240k + equity:"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000; the compensation period is unspecified."
    ]
  },
  "posting": {
    "title": "Senior Software Engineers — FDE, Full-Stack, Backend",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_62f3cbd74d0ca743"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US (Fully Remote)"
      ],
      "evidence_ids": [
        "ev_4464a72ee48869f4"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_844a5e5c890449cd"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 160000.0,
        "period": null,
        "currency": "USD",
        "original": "$160k–$240k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_79dae2e9a12d2bda"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Akkio | Senior Software Engineers — FDE, Full-Stack, Backend | US (Fully Remote) | Full-time | $160k–$240k + equity | https://www.akkio.com/jobs\n\nAkkio builds the AI platform the world's largest media agencies (Havas, Horizon Media, and others) use to run campaign workflows in production: audience building, media planning, measurement, and campaign analysis. Agentic workflows plus traditional ML, deployed on-premises inside agency cloud environments, directly on top of their data. We're ~50 people, past PMF, well funded, and growing revenue quickly.\n\nWe build agentically by default. Every engineer directs coding agents daily, and we're actively rebuilding our SDLC around that — not piloting it, not debating it. If you've felt that shift and want a team that's all the way in, that's us. We also run flat, so \"senior\" means ownership, not management layers.\n\nThree roles, all $160k–$240k + equity:\n\n* Forward-deployed engineer (FDE) — Python, TypeScript, true generalist. You embed with agencies whose systems steer billions in media spend and build whatever the problem needs: integrations, agent workflows, backend services. What you build in the field becomes product. Regular travel.\n\n* Full-stack (web) — Vue.js, TypeScript, Node.js. You've run projects, guided architecture, and survived framework upgrades and large refactors. You care about the experience analysts live in every day.\n\n* Backend — Python. Interesting work in at least two of: LLM systems and code generation, statistics, traditional AI/ML, large-scale data processing, distributed systems.\n\nDetails and application: https://www.akkio.com/jobs\n\nAll candidates must be authorized to work in the US."
  }
}

{
  "judgment": {
    "query_id": "mobile_intent",
    "job_id": "job_51c1e7d2c505d6d2f496",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on an existing React/Node.js platform, architecture, infrastructure, and recommendation systems rather than native iPhone app development. Offline app behavior and App Store releases are not stated.",
    "evidence": [
      "Assess and improve the existing React / Node.js / PostgreSQL / AWS codebase and infrastructure",
      "Design the data + recommendation/scoring layer behind founder/investor/partner matching"
    ],
    "unmet_requirements": [
      "Native iPhone app development as the intended work"
    ],
    "unknown_requirements": [
      "Offline app behavior",
      "App Store releases"
    ]
  },
  "posting": {
    "title": "Founding Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_4ab3b7fff8103dd2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US-Based Only)"
      ],
      "evidence_ids": [
        "ev_4f9557958fcb645d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_58c8295ed7d11c3c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Duets Network | Founding Engineer | REMOTE (US-Based Only) | Equity + discretionary cash | ~10–15 hrs/wk\n\nDuets Network is an AI-powered platform connecting startups and investors across the sports and entertainment industries. We are building a dynamic ecosystem that bridges founders, capital, and strategic partners to drive meaningful growth and collaboration at the intersection of technology and culture.\n\nThe initial product is built out, and we're now looking for a fractional Founding Engineer to guide the technical side moving forward: architecture, infrastructure, data/recommendation systems, security, and scalability.\n\nOur founding team: CEO, ex-Universal Music Group; CBO, ex-Andreessen Horowitz. You'd work directly with the founders, with no existing engineering org, and would:\n\n- Assess and improve the existing React / Node.js / PostgreSQL / AWS codebase and infrastructure\n\n- Set engineering architecture, standards, and technical priorities\n\n- Design the data + recommendation/scoring layer behind founder/investor/partner matching\n\n- Build out DevOps, CI/CD, monitoring, and deployment processes\n\n- Make pragmatic build-vs-buy decisions and coordinate external engineers/vendors as needed\n\n- Serve as the primary technical team member, with real influence over the technology foundation and future engineering org\n\nWe're particularly interested in someone who has owned architecture end-to-end. Ideally with experience in matching, recommendation, ranking, or scoring systems. You should be comfortable explaining technical tradeoffs to non-technical founders and investors.\n\nThis is a fractional role (~10–15 hrs/wk), compensated with equity plus discretionary cash. It's a fit if you want the opportunity to be an early technical team member without a traditional full-time commitment. We're early-stage and moving fast, so you don't need to check every box, we're looking for someone curious, adaptable, and excited to build with us.\n\nIf interested, email team[at]duets[dot]network[dot]com with \"Founding Engineer\" in the subject line."
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_4743ee122db565625fe5",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting restricts remote work to the US, conflicting with working remotely from Mexico. Backend duties, junior suitability, and a no-degree policy are not clearly established.",
    "evidence": [
      "Statecraft | Forward Deployed Engineer (All Levels) | REMOTE (US) | $160-220k + equity",
      "We're a small, lean, mission-driven team and hiring Forward Deployed Engineers to build use cases and integrate deeply with agency customers."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico (posting specifies US-only remote location)."
    ],
    "unknown_requirements": [
      "Specifically backend engineering work.",
      "Junior-level suitability and experience requirements.",
      "No university degree required."
    ]
  },
  "posting": {
    "title": "Forward Deployed Engineer (All Levels)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_61ea686d4ba0f024"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_f993ec7f25706d87"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_e672ed143458effc"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 160000.0,
        "period": null,
        "currency": "USD",
        "original": "$160-220k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_068ca01a74543ea0"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Statecraft | Forward Deployed Engineer (All Levels) | REMOTE (US) | $160-220k + equity\n\nAt Statecraft, we are building an AI workforce to help automate the US government. Currently our government is operated almost entirely by consultants who outnumber public servants 3:1 and institutionalize inefficiency so they can bill more hours. This only leads to agencies struggling to meet their missions, overworked and underpaid public servants, and overburdened taxpayers.\n\nMost of what these consultants do is easily automatable: data entry, basic spreadsheet work, filling out paperwork, etc.; we do this with AI and save taxpayers ~80% on average while completing the work ~10x faster with 2-3x less errors.\n\nWe're a small, lean, mission-driven team and hiring Forward Deployed Engineers to build use cases and integrate deeply with agency customers. You'll be working with critical systems, massive surface area and national impact.\n\n* This position requires U.S. citizenship and the ability to obtain/maintain a security clearance.\n\nMore details on role and perks here: https://careers.statecraft.ai/jobs/forward-deployed-engineer"
  }
}

{
  "judgment": {
    "query_id": "mobile_intent",
    "job_id": "job_50ddd536146e0ab680e2",
    "grade": 1,
    "confidence": "medium",
    "reason": "The posting offers broad software engineering roles, but does not establish work on native iPhone apps, offline functionality, or App Store releases.",
    "evidence": [
      "lovable | stockholm, london (in-person) | full-stack, frontend, backend, infra design, and ai research"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Native iPhone app development",
      "Offline app behavior",
      "App Store releases"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_90157423c617717c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "stockholm, london (in-person)"
      ],
      "evidence_ids": [
        "ev_7b21660924f45204"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "lovable | stockholm, london (in-person) | full-stack, frontend, backend, infra design, and ai research\n\nwe sponsor visas and have very generous relocation packages.\n\nlovable is building an agentic technical co-founder, we are the best way for non-technical people go from idea to a real software business with paying users. we need the best engineers in the world to join us and will compensate you accordingly.\n\nlearn more at: https://lovable.dev/careers,\nhttps://lovable.dev/blog, or ping me on https://x.com/cviktore"
  }
}

{
  "judgment": {
    "query_id": "security_constraints",
    "job_id": "job_525ce3b8ed0ee8be9894",
    "grade": 0,
    "confidence": "high",
    "reason": "The security work is relevant, but the explicitly senior, onsite role conflicts with the requested junior, fully remote position. Mexico eligibility and a no-degree policy are not stated.",
    "evidence": [
      "Discord | Senior Software Engineer, Application Security | San Francisco, CA | ONSITE | $280K–$330K TC",
      "Looking for: hands-on AppSec experience (not just compliance-flavored security), comfort reading and reviewing code across languages, and sound judgment on prioritizing real risk over checklist security."
    ],
    "unmet_requirements": [
      "Junior role",
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Software Engineer, Application Security",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_a2036047bdad3c0c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_1e785e3069c05d22"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 330000.0,
        "min": 280000.0,
        "period": null,
        "currency": "USD",
        "original": "$280K–$330K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c55e795dabb71731"
      ]
    },
    "skills": [
      {
        "id": "security",
        "label": "Security engineering"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Discord | Senior Software Engineer, Application Security | San Francisco, CA | ONSITE | $280K–$330K TC\n\nDiscord is where communities and friend groups spend time together, on desktop, mobile, and now more and more inside games and third-party apps built on our platform. That surface area, plus a huge, engaged, occasionally adversarial user base, makes application security a genuinely hard and interesting problem here.\n\nWe're hiring a Senior Application Security Engineer to join the Product Security team. Responsibilities include threat modeling and secure design review with product and platform teams, building and improving AppSec tooling (SAST/DAST/dependency scanning), and working directly with engineering teams to remediate findings.\n\nStack: Python primarily, some TypeScript/React, some Rust, occasional JavaScript. Runs on GCP.\n\nLooking for: hands-on AppSec experience (not just compliance-flavored security), comfort reading and reviewing code across languages, and sound judgment on prioritizing real risk over checklist security.\n\nInterview process: recruiter call, coding round, HM interview, virtual onsite, decision.\n\nApply: https://job-boards.greenhouse.io/discord/jobs/8656854002"
  }
}

{
  "judgment": {
    "query_id": "mobile_intent",
    "job_id": "job_528303ac3d15e32c13c7",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on scraping and data integrations, not native iPhone app development, offline functionality, or App Store releases.",
    "evidence": [
      "You’d own how data gets in: scrapers and collectors that survive source changes, official APIs where they exist, undocumented endpoints where they don’t.",
      "Stack: TypeScript, Node, SvelteKit, Postgres, Playwright, heavy AI-assisted development."
    ],
    "unmet_requirements": [
      "Native iPhone app development as the intended work"
    ],
    "unknown_requirements": [
      "Offline app functionality",
      "App Store releases"
    ]
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_3797f3f8b72285e7",
        "ev_fe207ccd3e29b5df"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "London, UK or NYC",
        "REMOTE (UK or US), occasional onsite"
      ],
      "evidence_ids": [
        "ev_70067c58e57b50e7",
        "ev_3f94541f65f152ee"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB",
        "US"
      ],
      "evidence_ids": [
        "ev_93098508a901a4f1",
        "ev_89ad1fb32b826c82"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "svelte",
        "label": "Svelte"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "InfoHawk | Software Engineer | London, UK or NYC | REMOTE (UK or US), occasional onsite | Full-time | https://www.infohawk.com\n\nFraud reaches people through ads, cloned brand sites, counterfeit shops and AI-generated video, and it moves faster than any manual review. InfoHawk detects it while it is still running, correlates it across platforms and formats, and surfaces it early enough for our customers to act. We are a small team of engineers plus security, privacy and fraud specialists. Pre-seed, $2.25M led by Moonshots Capital: https://www.infohawk.com/news/2026-06-08-pre-seed-funding-an...\n\nYou’d own how data gets in: scrapers and collectors that survive source changes, official APIs where they exist, undocumented endpoints where they don’t. Sources break constantly. Can you figure out how to use AI to spot the change and adapt automatically? Stack: TypeScript, Node, SvelteKit, Postgres, Playwright, heavy AI-assisted development.\n\nWe’re looking for ~3-5 years building scraping or integration systems in production, but if you’re a great engineer who doesn’t tick every box we’d still like to hear from you. UK-based for London, US-based for NYC; we cannot sponsor visas. Two of our three founders are engineers, one in each city, and you’ll work with them directly.\n\[email protected]"
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_5686a66ed55540e96a8f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for senior platform infrastructure work, not junior firmware engineering, and its stated remote region excludes Mexico. The degree policy is unstated.",
    "evidence": [
      "OysterHR | Senior Engineer (Platform) | Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4) | Full-time",
      "As a Senior Platform Engineer, you’ll help shape the platform capabilities that sit between code and production, from CI/CD and cloud infrastructure to observability, developer tooling, and operational workflows."
    ],
    "unmet_requirements": [
      "Firmware engineering work",
      "Junior seniority",
      "Remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Engineer (Platform)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_6c34bae0bd0a8cf1"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4)"
      ],
      "evidence_ids": [
        "ev_076d7f2d77891151"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "OysterHR | Senior Engineer (Platform) | Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4) | Full-time\n\nThe best jobs have always clustered in a handful of the world's wealthiest cities. But talent is everywhere. Oyster set out to close that gap - building a global employment platform that lets companies hire, pay, and care for brilliant people anywhere.\n\nOyster’s Platform Flow Engineering team builds the systems and tooling that allow our engineers to ship software quickly, safely, and reliably at scale. As a Senior Platform Engineer, you’ll help shape the platform capabilities that sit between code and production, from CI/CD and cloud infrastructure to observability, developer tooling, and operational workflows.\n\nYou’ll work closely with application and security engineers to remove infrastructure complexity, create better developer experiences, and build reliable, secure foundations that scale with Oyster. You’ll also explore practical ways to use AI to improve developer productivity, automate operational workflows, and reduce engineering toil.\n\nhttps://www.oysterhr.com/careers?ashby_jid=51d58fcb-8e1c-457..."
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_481ca96d81b66f07f1c3",
    "grade": 1,
    "confidence": "high",
    "reason": "Full-stack development of a product-focused web platform is relevant to browser-based interfaces, but the posting does not specify interface accessibility or direct UI responsibilities.",
    "evidence": [
      "Full-Stack Engineers | $130k - $220k + Equity",
      "The position is heavily product-driven and comes with challenges across the stack."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Accessibility-focused interface development",
      "Direct responsibility for interactive browser interfaces"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_4f5d651a23134fed"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NY, SF, London & Toronto (In-Person)"
      ],
      "evidence_ids": [
        "ev_68087e9630e2afe7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 130000.0,
        "period": null,
        "currency": null,
        "original": "$130k - $220k",
        "currency_status": "unknown"
      },
      "evidence_ids": [
        "ev_952c4fc3a011beaa"
      ]
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Uncountable | NY, SF, London & Toronto (In-Person) | Full-Stack Engineering https://www.uncountable.com/hiring/hn\n\nUncountable accelerates R&D for industrial scientists across leading materials, chemicals, and life sciences organizations. With our SaaS solution, our customers get better products to the market in half the time. Our team has grown from 100 to 200 in the last year.\n\nFull-Stack Engineers | $130k - $220k + Equity\n\n---> Uncountable is looking for engineers who can spearhead the development of the Uncountable Web Platform. The position is heavily product-driven and comes with challenges across the stack.\n\n--> Summer internships and working student positions are also available.\n\nLearn more: https://www.uncountable.com/hiring/hn\nLearn about our agentic coding practices: https://engineering.uncountable.com/coding/.\n\nContact our CTO directly at [email protected]"
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_4f0d32c25a99e1345197",
    "grade": 1,
    "confidence": "high",
    "reason": "The role matches backend engineering, but the posting does not establish pay of at least USD 400,000 per year. Its stated $113–197k range has no specified pay period.",
    "evidence": [
      "Senior Backend Software Engineer",
      "$113-197k + equity"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the quoted range does not specify a pay period and its currency is inferred."
    ]
  },
  "posting": {
    "title": "Senior Backend Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_0f6e207780e116bc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Seattle, WA"
      ],
      "evidence_ids": [
        "ev_d37a39dad8e9964e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 197000.0,
        "min": 113000.0,
        "period": null,
        "currency": "USD",
        "original": "$113-197k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_7313d330afb71a70"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Hiya | Senior Backend Software Engineer | Seattle, WA | HYBRID | Full-time | $113-197k + equity\n\nHiya's Voice Intelligence Platform protects 500M+ users from spam, fraud, and deepfake scam calls, and gives businesses branded, verified caller ID so the calls that matter get answered.\n\nWe're hiring a senior backend engineer for a small foundational team building our next-generation voice products from scratch: real-time SIP/RTP media handling, STT/TTS pipelines with tight latency budgets, deepfake detection and speaker verification, and conversational AI, all integrated directly into carrier networks. It's greenfield, so you'll be making the early architecture decisions, not maintaining legacy services.\n\nStack: TypeScript/Node.js, Python, Kafka, Docker/Kubernetes on AWS. Telephony experience (SIP, RTP, WebRTC) is a plus, not required. Team is distributed across Seattle and Europe, async-first; 3 days/week in the Seattle office.\n\nApply: https://jobs.ashbyhq.com/hiya/2de4d41b-a919-48c4-9a6c-e0d4f3..."
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_451d40869bd111e075b1",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised role is in business operations and recruiting, not training and deploying predictive models. The broader hiring overview mentions AI research and evaluation, but does not establish those duties for this role.",
    "evidence": [
      "Operations and recruiting: Business Operations Manager and Senior Technical Recruiter"
    ],
    "unmet_requirements": [
      "Work focused on training predictive models and putting them into production with evaluation and monitoring."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Operations and recruiting: Business Operations Manager and Senior Technical Recruiter",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_7abd2428ef12ae02"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco & Melbourne"
      ],
      "evidence_ids": [
        "ev_e9a519ab234109df"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "AU"
      ],
      "evidence_ids": [
        "ev_88093c39e5702211",
        "ev_d98be534180be673"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Artificial Analysis | San Francisco & Melbourne | On-site | Full-time | No visa sponsorship\n\nArtificial Analysis is the leading independent AI benchmarking company. We evaluate frontier language, image, video, speech and hardware systems across quality, speed and pricing. Our work is used by AI labs, engineers, enterprises, investors, policymakers and major publications to understand how the frontier is moving.\n\nWe’re a team of 40+ and expect to roughly double this year. We’re hiring across:\n- AI/ML and research: Senior AI/ML Engineer; Members of Technical Staff focused on applied AI research, language-model evaluations, inference, speech, AI hardware and robotics\n- Software engineering: Senior Full-Stack Software Engineer working with TypeScript, Next.js, PostgreSQL/Supabase and data visualization\n- Forward-deployed engineering: Language Models and Media Generation\n- Product: AI Hardware, AI Speech, and Image & Video Generation\n- Commercial: Technical, client-facing MTS roles for people from strategy consulting or technical/startup backgrounds\n- Operations and recruiting: Business Operations Manager and Senior Technical Recruiter\n\nYou’ll work directly with frontier models and the organizations building them, help define how AI systems are evaluated, and publish data and analysis used across the industry.\n\nImportant: these are in-office roles in San Francisco or Melbourne, depending on the role. We are not hiring remotely and cannot sponsor visas. You must already have authorization to work in the US or Australia.\nRoles and applications: https://jobs.ashbyhq.com/artificialanalysis"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_56d8154fc2adb1bd04c0",
    "grade": 0,
    "confidence": "high",
    "reason": "The senior engineering role explicitly requires 3+ years of experience and limits remote eligibility to the US, conflicting with junior work remotely from Mexico. The degree policy is unstated.",
    "evidence": [
      "Confido Legal | Sr. Engineer | REMOTE (US only) | Full-time | $175k–$225k base",
      "We're looking for an expert in three or more of these (TypeScript required) with 3+ years of engineering experience."
    ],
    "unmet_requirements": [
      "Junior role",
      "Remote eligibility from Mexico",
      "Fully remote work without required onsite meetings"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Sr. Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_504c8fe5fff05e5a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US only)"
      ],
      "evidence_ids": [
        "ev_195660623d10fa96"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_23868fbc717198ac"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 225000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175k–$225k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_49ef0fe87d769700"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Confido Legal | Sr. Engineer | REMOTE (US only) | Full-time | $175k–$225k base\n\nConfido Legal builds payments infrastructure for the legal industry. We're hiring a senior engineer to design, build, and maintain our software — leading architecture and product design, and translating business requirements into technical specs.\n\nThis is a broad, high-ownership role on a small team: you'll ship and maintain features end-to-end, lead architecture discussions, write clean and testable code, build automated E2E tests, do code reviews, and participate directly in company strategic planning. You'll also work closely with marketing and sales to keep technical work aligned with the business.\n\nStack: TypeScript everywhere, React + Next.js (mid-migration to Next.js), AWS with Pulumi IaC, Docker/ECS, GraphQL API, Figma (engineers participate in UI/UX).\n\nWe're looking for an expert in three or more of these (TypeScript required) with 3+ years of engineering experience.\n\n~2 onsite meetings/year. Open PTO, fully paid medical/vision/dental.\nApply: https://careers.confidolegal.com/careers/sr-engineer"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_5398409fd45cb159d204",
    "grade": 0,
    "confidence": "high",
    "reason": "The backend work is relevant, but the role explicitly requires founding or senior engineering experience and on-site/hybrid work in Stockholm, conflicting with junior and fully remote work from Mexico. The degree policy is unstated.",
    "evidence": [
      "You have previous experience working at a SaaS product company as a founding or senior engineer",
      "Pango (YC S26) | Founding Software Engineer | On-site (hybrid) in Stockholm, Sweden | Full time"
    ],
    "unmet_requirements": [
      "Junior role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Founding Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_a1e6d87c3984e3ae",
        "ev_db65b32ff9ca950d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-site (hybrid) in Stockholm, Sweden"
      ],
      "evidence_ids": [
        "ev_01e74e9dde61982b"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "SE"
      ],
      "evidence_ids": [
        "ev_f7ca8294ea3c59e9"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "go",
        "label": "Go"
      }
    ],
    "role_kind": "single_role",
    "description": "Pango (YC S26) | Founding Software Engineer | On-site (hybrid) in Stockholm, Sweden | Full time\n\nPango is building the world's first Agentic Operating System for e-commerce logistics. Our vision is to create the AI e-commerce employee of the future. We are forming our core team in Stockholm and are looking for exceptional engineers. We are backed by some of the most some of the most prominent investors in the world. In less than a year, we have seen massive growth where we can't keep up with the demand and need engineers to bring the product faster to the market.\n\nYou are a good fit if:\n\n* You are comfortable maintaining, expanding and operating an B2B SaaS platform with a high sense of ownership.\n\n* You have previous experience working at a SaaS product company as a founding or senior engineer\n\n* You have strong proficiency in any backend language or platform (we particularly like Rust or Golang background)\n\n* You have a pragmatic attitude and understand the importance of shipping velocity at an early stage startup\n\n* E-commerce (Shopify, WMS, IMS, shipping carrier integrations) experience is a plus.\n\nYou will take a key role in shaping the product and company, with ability to make an impact and advance career limited only by your aptitude and interest.\n\nReach out to [email protected] if you are interested or have any questions. We review applications immediately and move quickly.\n\nPlease don't use AI to write the initial message."
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_50bd18e5912be3bfef5f",
    "grade": 1,
    "confidence": "high",
    "reason": "The role supports building defenses through code audits, security tools, and vulnerability research, but does not state intrusion investigation or incident-response duties.",
    "evidence": [
      "* Work directly with the developers of the most successful teams in the blockchain industry to audit their code and secure their products",
      "* Contribute to our security tools and create new ones in collaboration with our internal research team"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Investigation of intrusions or attacker activity"
    ]
  },
  "posting": {
    "title": "Blockchain Security Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_8a5011d94c6c3d74",
        "ev_5e12971ba33bd10d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "INTERNS , HYBRID/REMOTE, Zurich, Switzerland"
      ],
      "evidence_ids": [
        "ev_7d00934b5e9d6f43"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CH"
      ],
      "evidence_ids": [
        "ev_605b61b5bf01399a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "security",
        "label": "Security engineering"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "ChainSecurity | Blockchain Security Engineer | Full-time | INTERNS , HYBRID/REMOTE, Zurich, Switzerland | VISA possible (for an employment) | https://chainsecurity.com/\n\nChainSecurity is a young and innovative cybersecurity company that operates in the blockchain and cryptocurrency space. Our mission is to make the blockchain space secure and trustworthy for people, companies, and governments alike. We are proud of our security experts from the renowned universities ETH Zurich, EPFL Lausanne and others.\n\nWe are trusted by 100+ blockchain companies and established corporations with security audits and services. We have secured complex systems for top blockchain clients, such as decentralized finance (DeFi) projects, and multinational organizations, such as banks and industrial consortia. A ChainSecurity Auditor will review the most complex blockchain projects to find vulnerabilities which no-one else can. By using state of the art tools, expert knowledge and a deep understanding of the fundamentals, we secure projects handling billions, often forming the foundation in the new paradigm of an open financial system.\n\nYour Responsibilities:\n\n* Work directly with the developers of the most successful teams in the blockchain industry to audit their code and secure their products\n\n* Contribute to our security tools and create new ones in collaboration with our internal research team\n\n* Conduct security research and publish your findings\n\nRequirements:\n\n* Strong background in software engineering, focused on security relevant areas and most importantly being able to reason about complex code\n\n* Experience with penetration testing, vulnerability scanning, threat modeling or similar is a\nplus\n\n* Good knowledge of cryptography\n\n* Proficiency with Linux and Git\n\n* Good written communication skills\n\n* Fluent in OOP programming language\n\nBonus Points:\n\n* Formal Verification, White Box, Vulnerability Scanning\n\n* Solid Blockchain Knowledge\n\n* Consensus Algorithms\n\nJoin us here: https://www.chainsecurity.com/jobs/blockchain-security-engin...\n\nQuestions about the role? Contact: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_5db895928a1171e1c9f0",
    "grade": 1,
    "confidence": "high",
    "reason": "The Applied AI/ML software engineering opening is plausibly relevant to machine learning engineering, but no compensation is stated to support the required USD 400,000 annual minimum.",
    "evidence": [
      "- Software Engineer (Applied AI/ML): https://job-boards.greenhouse.io/oklo/jobs/6150355004"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year"
    ]
  },
  "posting": {
    "title": "Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/4018702004; Senior Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/5739483004; Software Engineer (Applied AI/ML): https://job-boards.greenhouse.io/oklo/jobs/6150355004",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_53d2a82119b17abc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US) or Santa Clara or Brooklyn"
      ],
      "evidence_ids": [
        "ev_047a4d1fec307b30"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7435eb2704b3490e"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Oklo | Remote (US) or Santa Clara or Brooklyn | Full time | https://oklo.com\n\nJoin us in pioneering the next generation of nuclear reactors! You'll leverage your software skills alongside nuclear engineers to model, simulate, design, and deploy advanced fission power technology. You will work at the forefront of the nuclear industry, developing novel techniques to reach new levels of safety, efficiency, and resiliency. Come be a part of powering the future with advanced fission power plants to provide clean, reliable, affordable energy.\n\nWe are hiring for:\n\n- Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/4018702004\n\n- Senior Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/5739483004\n\n- Software Engineer (Applied AI/ML): https://job-boards.greenhouse.io/oklo/jobs/6150355004\n\nSee more opportunities here: https://job-boards.greenhouse.io/oklo\n\nPlease mention Hacker News in your cover letter!"
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_5c62c22d038cfe26bdae",
    "grade": 1,
    "confidence": "high",
    "reason": "The design-engineering work includes UX, interface design, and interaction prototyping, but user interviews and testing product experiences are not stated.",
    "evidence": [
      "Senior Design Engineer — Own interfaces from UX and visual design through production React.",
      "You’ll establish our design language and design system, prototype interactions, and ship responsive, accessible frontend experiences."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Conducting user interviews",
      "Testing product experiences and prototypes"
    ]
  },
  "posting": {
    "title": "Senior Design Engineer, Senior Platform Engineer — Edge Systems",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_aa7af2520adf37f5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US)"
      ],
      "evidence_ids": [
        "ev_e0eba5421d8506f3"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_beac62dd69d13ae1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "single_role",
    "description": "Odin | Senior Design Engineer, Senior Platform Engineer — Edge Systems | Remote (US) | Full-time\n\nOdin builds workforce visibility and compliance software for critical infrastructure. We’re deployed on 500+ active projects with 100K+ workers, securing more than $100B in construction value.\n\nSenior Design Engineer — Own interfaces from UX and visual design through production React. You’ll establish our design language and design system, prototype interactions, and ship responsive, accessible frontend experiences. We need someone who genuinely designs and codes.\n\nSenior Platform Engineer, Edge Systems — Build software connecting cameras, access-control readers, rugged devices, and local compute to our cloud across unreliable networks. Work includes protocols, real-time streams, buffering and synchronization, remote deployment, diagnosis, and recovery.\n\nOut stack: TypeScript, Node.js, GraphQL, Postgres, Kubernetes, GCP, React, React Native.\n\nBoth roles are US-remote with periodic jobsite travel. US work authorization is required.\n\nApply here: https://useodin.com"
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_7142c67187fdb6d9427f",
    "grade": 0,
    "confidence": "high",
    "reason": "The role involves developing and shipping robotics software, not teaching programmers through tutorials, workshops, or code examples.",
    "evidence": [
      "You will own (or learn) a subsystem, debug messy field data, and ship to machines that mow for a living."
    ],
    "unmet_requirements": [
      "Teaching other programmers through tutorials, workshops, and working code examples."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Robotics Software Engineer (Early Career + Experienced)",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_16aa816e45914626",
        "ev_a1afd8d2488d36dc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Atlanta, GA"
      ],
      "evidence_ids": [
        "ev_0f8a6042555a849f"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Greenzie | Robotics Software Engineer (Early Career + Experienced) | Atlanta, GA | ONSITE/HYBRID | Full-time | https://greenzie.applytojob.com/apply\n\nGreenzie builds the autonomy software that runs on commercial mowers. We don't sell the iron — Wright, Mean Green, Bobcat, and Greenworks Commercial do, with our stack on them. Mission is to free humans from repetitive outdoor labor. The software is on hundreds of machines in the field today.\n\nWe're hiring roboticists who want production robots doing real outdoor work, not lab demos. C++, Python, ROS/ROS2. You will own (or learn) a subsystem, debug messy field data, and ship to machines that mow for a living.\n\n- Robotics Software Engineer | Early Career (0–3 yrs): https://greenzie.applytojob.com/apply/zaDr7OyOmj/Robotics-So...\n- Robotics Software Engineer | Experienced (3–6 yrs): https://greenzie.applytojob.com/apply/UdRcDlWSzs/Robotics-So...\n\nAlso open in Atlanta: Technical Service Coordinator.\n\nApply on those pages and mention HN. Questions: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_5a85d285783e78e6473f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires onsite work in Oklahoma City, conflicting with remote work from Mexico. It also does not establish senior analytics engineering duties. The citizenship/green-card restriction is not itself an explicit US-residence requirement.",
    "evidence": [
      "Leidos | https://www.leidos.com/ | Oklahoma City, OK, USA | Full Time | Onsite",
      "* Only hiring US Citizens/Green Card Holders for this position due to contractual requirements."
    ],
    "unmet_requirements": [
      "Remote work from Mexico"
    ],
    "unknown_requirements": [
      "Senior analytics engineer role",
      "Whether employment is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_55448c0a8f602a38"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Oklahoma City, OK, USA"
      ],
      "evidence_ids": [
        "ev_f85b97a2365cfc3b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "unreal",
        "label": "Unreal Engine"
      },
      {
        "id": "swift",
        "label": "Swift"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Leidos | https://www.leidos.com/ | Oklahoma City, OK, USA | Full Time | Onsite\n\n* Great opportunity to do meaningful work at the FAA with a welcoming team, interesting projects, and amazing benefits.\n\n* Tech Stack: C++ (14/17/20), Sockets (TCP/IP), MFC v14, Git/Bitbucket, Jira, Confluence, Agile, Kanban, Unreal Engine 5 (UE5), Swift, Blender, GDI/GDI+, PowerShell, Gemini, Jenkins, SonarQube, GoogleTest.\n\n* Only hiring US Citizens/Green Card Holders for this position due to contractual requirements.\n\n* Check out the posting and apply below:\n\nhttps://www.linkedin.com/jobs/view/4460147611/\n\nhttps://careers.leidos.com/jobs/18180624-software-engineer"
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_69cca05b94836277da12",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes documenting reusable modules for other teams, but its primary work is Terraform module engineering rather than developer education or a dedicated documentation role.",
    "evidence": [
      "We're building a reusable Terraform module catalog: versioned, tested, documented modules published to a registry that other teams consume, across cloud, container, and virtualization environments.",
      "You'd own the standards: module interfaces, validation, testing, releases, deprecation."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role includes developer education or substantial documentation-focused responsibilities."
    ]
  },
  "posting": {
    "title": "Terraform Module Developer (Infrastructure as Code)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_35649117c94b564a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_d291915c71489af5"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_1b0b6c4d8461711a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "azure",
        "label": "Azure"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "3C Digital Solutions | Terraform Module Developer (Infrastructure as Code) | REMOTE (US) | Full-time | https://jobs.curriculo.me/3c-digital/job/a14f0ded-8f8f-49ad-...\n\nWe're a small IT consulting firm working in federal and other regulated environments. We're building a reusable Terraform module catalog: versioned, tested, documented modules published to a registry that other teams consume, across cloud, container, and virtualization environments. Module and platform engineering, not one-off deployments.\n\nYou'd own the standards: module interfaces, validation, testing, releases, deprecation. Small team, no layers, and real influence over how we build. Growing, with room to move into broader platform ownership or technical leadership.\n\nLooking for someone who has built and maintained a shared module library other teams actually used. Semantic versioning, automated testing, input validation, policy compliance checks, CI gates. Production experience with AWS, Azure, GCP, or OCI.\n\nMultiple positions. US citizenship required (federal contract). No visa sponsorship.\n\nFull description and application: https://jobs.curriculo.me/3c-digital/job/a14f0ded-8f8f-49ad-..."
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_5ef4d190054331b0ff73",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is explicitly onsite, conflicting with remote work from Mexico. Its engineering duties focus on deploying AI systems rather than analytics engineering.",
    "evidence": [
      "Snowflake | Forward Deployed Engineer, Product Manager | Menlo Park, CA | Warsaw, Poland | London, UK | ONSITE",
      "We work directly with strategic customers to design, build, deploy, and improve production AI systems on Snowflake."
    ],
    "unmet_requirements": [
      "Remote work from Mexico",
      "Analytics engineering work"
    ],
    "unknown_requirements": [
      "Eligibility to work from Mexico",
      "Whether the senior role is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_eef712abeace7736"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Menlo Park, CA",
        "Warsaw, Poland",
        "London, UK"
      ],
      "evidence_ids": [
        "ev_e3ce87182501028b",
        "ev_b3c1d9b2b1eaae5d",
        "ev_f1508bffc32f9452"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "PL",
        "GB"
      ],
      "evidence_ids": [
        "ev_866c49986ff1e0ce",
        "ev_34b5dd2384e6670a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Snowflake | Forward Deployed Engineer, Product Manager | Menlo Park, CA | Warsaw, Poland | London, UK | ONSITE\n\nI’m part of Snowflake’s Applied AI / Forward Deployed Engineering team, and we’re hiring for multiple roles on the team.\n\nWe work directly with strategic customers to design, build, deploy, and improve production AI systems on Snowflake. That includes LLM applications, RAG and agentic workflows, evaluation frameworks, guardrails, observability, and production iteration using Snowpark, Cortex, and Snowflake’s native AI capabilities.\n\nFor the FDE role, we’re looking for strong engineers who can build and ship customer-facing AI systems end to end, especially if you’ve worked on LLM apps and care deeply about evals and quality. For the Senior role, we’re looking for someone who can lead multi-engineer AI engagements, mentor other engineers, and still be hands-on in architecture and implementation. The roles are customer-facing and involve travel, including at least 25% onsite time with strategic customers.\n\nIf you like working in ambiguity, building real AI systems instead of demos, and partnering closely with customers to get things into production, these roles are a good fit.\n\n* Senior Forward Deployed Engineer, Menlo Park, CA: https://careers.snowflake.com/us/en/job/SNCOUSA253CD7A2E6945...\n\n* Forward Deployed Engineer, Warsaw, Poland: https://careers.snowflake.com/us/en/job/SNCOUS7EFCFE1247594E...\n\n* Staff Product Manager, London, UK: https://careers.snowflake.com/us/en/job/SNCOUSCACA807AEC0548..."
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_5a567b90cb76cad6e191",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for fullstack software development of an analytics SDK, not analytics engineering involving SQL and dbt data transformations.",
    "evidence": [
      "Quill | Fullstack SWE | Full-time | Remote, PT/ET hours preferred | $150 - 210K USD + equity | https://quill.co/",
      "a fullstack SDK for adding customer-facing analytics & data features to your app."
    ],
    "unmet_requirements": [
      "Analytics engineering work"
    ],
    "unknown_requirements": [
      "SQL use",
      "dbt use"
    ]
  },
  "posting": {
    "title": "Fullstack SWE",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d81915d4f06e6f31"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, PT/ET hours preferred"
      ],
      "evidence_ids": [
        "ev_b915765e88f51139"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 210000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150 - 210K USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_e750c9e4eb95c5e6"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Quill | Fullstack SWE | Full-time | Remote, PT/ET hours preferred | $150 - 210K USD + equity | https://quill.co/\n\nI’m a co-founder of Quill, a fullstack SDK for adding customer-facing analytics & data features to your app. Backed by YCombinator & top-tier SV-based investors (fundraising not publicly disclosed; happy to share any details when we chat).\n\nSome examples of how customers get value from Quill:\n• pre-IPO fintech adds custom reporting & data export features to their money movement product.\n• Series B healthtech is now able to deliver completely custom in-product reports & dashboards to every enterprise customer they onboard.\n• Series A govtech adds analytics and reporting capabilities within their existing agent/chat product.\n\nReasons you’d love working with us:\n• Work with a small, focused, talented team on a highly technical product (by developers for developers).\n• Funded company in a big market, but still prelaunch with a team size <5\n• High level of product ownership with tight feedback loops: the products you build are shipped quickly and get used by real customers immediately. Our latest hire built our entire CLI product from 0 -> 1, and it was used in production by customers the day it shipped.\n\nWe are growing the team to keep up with demand for new features that our customers are asking us for, while also preparing for launch. We're looking for someone that will make us better. We’re just getting started, and want you to bring your opinions, expertise, and experience to the table (not just execute on the ideas we already have).\n\nContact: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_72436fca11d40af647b3",
    "grade": 0,
    "confidence": "high",
    "reason": "The role develops machine-learning models for systematic trading, not robotics for warehouse navigation or physical object manipulation.",
    "evidence": [
      "Join us build and scale the research framework behind our systematic trading models.",
      "You’ll work closely with Quantitative Researchers, drive end‑to‑end ML pipelines, and shape global standards for data‑driven model development."
    ],
    "unmet_requirements": [
      "Work on machines navigating warehouses and picking up physical objects."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Research Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_954a5d24f479176d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hong Kong/ London (onsite)"
      ],
      "evidence_ids": [
        "ev_6628b38b604d9b76"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "HK"
      ],
      "evidence_ids": [
        "ev_f409068451331183"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      }
    ],
    "role_kind": "single_role",
    "description": "Flow Traders | Research Engineer | Hong Kong/ London (onsite) | Full Time | Visa | Relocation\n\nFlow Traders is a leading proprietary trading firm with an entrepreneurial and innovative Tech culture at the heart of its business. We are looking for Research Engineers in our Hong Kong office. Join us build and scale the research framework behind our systematic trading models. You’ll work closely with Quantitative Researchers, drive end‑to‑end ML pipelines, and shape global standards for data‑driven model development. Research Engineers have joint responsibility for conducting research and delivering models.\n\nYou’ll thrive if you have: - 8+ years in ML / Data Science / Research Engineering (Postdoc/Faculty can count towards this); - Strong Python and libraries such as Ray, numpy, PyTorch, and pandas; - Solid math/stats background; - Experience with modern dev practices & cloud technologies.\n\nIf you're interested, apply here: https://lnkd.in/dWhh_m28\n\nOr if you'd like to see other roles at Flow Traders, please check our careers website: https://flowtraders.com/careers/"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_5a2ab1bdcafaf4f7632e",
    "grade": 0,
    "confidence": "high",
    "reason": "This is a product engineering role centered on building and shipping software, not a UX/product design or user research role. Customer conversations and workflow analysis are supporting engineering activities.",
    "evidence": [
      "We're looking for Senior Product Engineers who like owning ambiguous problems end-to-end.",
      "You talk to customers, understand messy workflows, make product decisions, ship, and own whether it actually works."
    ],
    "unmet_requirements": [
      "UX/product design or user research as the primary work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_dc0a10e401ca2f9c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Europe)"
      ],
      "evidence_ids": [
        "ev_d42ad86b148ce144"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 110000.0,
        "min": 75000.0,
        "period": null,
        "currency": "EUR",
        "original": "€75k–110k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_a4eb3c54929ca038"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Modash.io | Senior Product Engineer | Remote (Europe) | Full-time | €75k–110k | https://modash.io\n\nModash helps brands find, manage, and pay creators - and helps creators earn a living.\n\nThe product looks simple on the surface. Underneath, we index 380M+ public creator profiles across Instagram, TikTok, and YouTube so that 1,700+ brands search, evaluate, manage, and pay creators without drowning in spreadsheets and tabs.\n\nWe're looking for Senior Product Engineers who like owning ambiguous problems end-to-end. No perfectly shaped tickets. You talk to customers, understand messy workflows, make product decisions, ship, and own whether it actually works.\n\nThe problems we care about:\n\n- How do you make a 380M-profile dataset feel fast, trustworthy, and easy to explore?\n\n- How do you turn chaotic influencer marketing workflows into product that feels obvious?\n\n- How do you build tools that work for both small teams and brands like Stanley, Sennheiser, Birkenstock, and NordVPN??\n\nWe're 85 people, raised an €11M Series A, and ARR is doubling every year. HQ is in Tallinn, engineering is fully remote across Europe.\nNo ticket factory. No seven layers of approval. Small teams, real ownership, hard product problems.\n\nEngineering blog: https://modash.io/engineering\n\nApply: https://apply.workable.com/modash/j/C1507B65C3"
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_608d5a81e6e2446d5170",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is senior scientific computing infrastructure work rather than junior ML engineering, and its hybrid arrangement conflicts with fully remote work. Mexico eligibility and a no-degree policy are not established.",
    "evidence": [
      "Spanish National Cancer Research Centre (CNIO) | Madrid, Spain | HYBRID | Senior Scientific Computing Engineer | Full-time",
      "- Several years running Linux HPC environments in production (Slurm or similar)"
    ],
    "unmet_requirements": [
      "Junior role: the posting requires senior-level, multi-year production HPC experience.",
      "Fully remote work: the posting specifies hybrid."
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico.",
      "No university degree required."
    ]
  },
  "posting": {
    "title": "Senior Scientific Computing Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_faa8b857ea4e1a21"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Madrid, Spain"
      ],
      "evidence_ids": [
        "ev_06707a32b6c55ca4"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "ES"
      ],
      "evidence_ids": [
        "ev_09d0df9fd141ada9"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Spanish National Cancer Research Centre (CNIO) | Madrid, Spain | HYBRID | Senior Scientific Computing Engineer | Full-time\n\nCNIO is one of Europe's leading cancer research centres. We're looking for a senior scientific computing engineer to join the IT, Scientific Computing and AI area and take ownership of the infrastructure behind our research, from genomics pipelines to AI models. You'll be the senior scientific computing person in the area, reporting directly to me (the area head), and you'll help define where scientific computing at CNIO goes over the next few years.\n\nWhat you'll do:\n\n- Shape the roadmap for scientific computing at the centre and drive it forward\n\n- Own and evolve our HPC cluster (Slurm): scheduling, monitoring, capacity planning, user support\n\n- Build out our GPU / AI infrastructure as the centre's ML workloads grow\n\n- Work with researchers to turn their analyses into robust, reproducible pipelines and tools\n\n- Optional: co-author research papers\n\nWhat we're looking for:\n\n- Several years running Linux HPC environments in production (Slurm or similar)\n\n- Comfortable with automation (Ansible, Python), containers (Apptainer/Docker) and workflow managers (Nextflow, Snakemake or similar)\n\n- Someone who wants to set direction, not just keep the lights on\n\n- Bonus: Ceph, Kubernetes, GPU stacks, a bioinformatics background\n\n- Spanish not required\n\nIf interested: tdidomenico-at-cnio-dot-es."
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_723d563ec8307b356066",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires US residence, conflicting with remote work from Mexico and the exclusion of US-resident-only jobs.",
    "evidence": [
      "You need to live in the USA and be under one of the following conditions:",
      "we're looking for a Senior Data Engineer."
    ],
    "unmet_requirements": [
      "Ability to work remotely from Mexico",
      "Exclude jobs restricted to US residents"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_822031a178a5ddc9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (USA)"
      ],
      "evidence_ids": [
        "ev_80f0cb28b2b88bb7"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9f373dd2578dcc24"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90.0,
        "min": 80.0,
        "period": "hour",
        "currency": "USD",
        "original": "80-90 USD per hour",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_b7e6d308443deaab"
      ]
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "dbt",
        "label": "dbt"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "spark",
        "label": "Spark"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "airflow",
        "label": "Airflow"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Virtasant (1099 contractor for a client of ours) | Virtasant.com | Remote (USA)| full-time\n\nHey, we are a finops/cloud optimization company that also helps some of our clients with their hiring needs. For one of them (a solid healthcare data company) we're looking for a Senior Data Engineer.\n\nThe legal stuff:\nYou need to live in the USA and be under one of the following conditions:\na) US citizen\nb) Green Card holder\nc) Sole owner of your own LLC company (not co-owner, sole owner)\n\nSadly, all other options are not possible, like H1B, OPT, EAD, or CPT visas, are not possible for us.\n\n80-90 USD per hour, changes of going a bit above if the candidate is amazing.\n\nThe tech stuff:\n7 yoe (5 of which building production-grade data or platform services), AWS-heavy (if you're stronger on Azure or GCP, then it's not for you, sorry), Python, SQL, dbt, (Snowflake OR BigQuery OR Redshift), Spark, Kafka, (Iceberg OR Delta OR Hudi), (Airflow OR Dagster OR Prefect), CI/CD, Docker, AWS.\n\nHere's the JD, where you can apply - https://virtasant.teamtailor.com/jobs/7563920-senior-data-en...\n\nThank you!"
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_5cbf63e44d695c31eb83",
    "grade": 2,
    "confidence": "medium",
    "reason": "The Full Stack Python Developer opening matches Python engineering work encompassing backend development. The request specifies no additional restrictions.",
    "evidence": [
      "- Full Stack Python Developer: (ONSITE Dulles, VA) - Mid to Senior levels. Minimum of 5 years of professional experience."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_2d7739d672f9f6fb",
        "ev_6f44ee30041ab885"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only. Candidates MUST be based in the United States with US work authorization."
      ],
      "evidence_ids": [
        "ev_e57bb0852ada4c1a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f1c77510501f2fbc"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      },
      {
        "id": "spring",
        "label": "Spring"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Solution Street | Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only. Candidates MUST be based in the United States with US work authorization.\n\nWe are a software consulting company based in Northern Virginia.\n\nOur Website: https://www.solutionstreet.com/\n\nInterested? Apply on our Careers Page (Make sure to mention you found our post on Hacker News): https://solutionstreet.com/join.php\n\nCurrent Opportunities:\n- Java Engineers: (ONSITE Chantilly, VA) Seeking Mid-to-Senior/Lead levels of Full Stack Java Engineers with experience in Java, Spring, Hibernate, Kubernetes, and Helm.\n\n- Automation Testers: (ONSITE Chantilly, VA) Seeking Mid-to-Senior/Lead levels of Automation Testers with experience with Javascript and WebdriverIO. Must be comfortable coding in Javascript. Open to considering junior software engineers with expertise in Javascript for these roles as well.\n\n- Full Stack Python Developer: (ONSITE Dulles, VA) - Mid to Senior levels. Minimum of 5 years of professional experience.\n\n- Automated Test Engineer - Electrical Engineering: (ONSITE Dulles, VA) Contract role for 1.5 years. Skills and Qualifications: Experience in Python programming; Electrical Engineering experience; Python - async-io cooperative multitasking; State machines; SCPI equipment such as Keysight or Keithley."
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_584a083b6e92b0a1c60a",
    "grade": 0,
    "confidence": "high",
    "reason": "The technical opening is MLOps infrastructure and model serving, not analytics engineering. Neither SQL nor dbt work is stated, and the other openings concern corporate development and marketing.",
    "evidence": [
      "MLOps Engineer: own the infra behind our modeling; production pipelines and serving for causal graph inference, state space models, and world models (JEPA-I, JEPA-II style).",
      "Stack: Python, PyTorch, some Rust; GCP; Ray for distributed training."
    ],
    "unmet_requirements": [
      "Analytics engineering work"
    ],
    "unknown_requirements": [
      "SQL usage",
      "dbt usage"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c09e8cd85d31dd1d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (NYC / SEA / global overlap)"
      ],
      "evidence_ids": [
        "ev_ce7ca1e21cab0f76"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 140000.0,
        "period": null,
        "currency": "USD",
        "original": "$140K–$200K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_5801d24b3fe04f7f"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Lucia | Director of Corp Dev · Product Marketing Associate · MLOps Engineer | Remote (NYC / SEA / global overlap) | $140K–$200K + meaningful equity\n\nDistribution is one of the last durable moats left; models are commoditizing, but knowing how attention and demand actually move through a system still compounds. That's what we're building: a growth control plane that turns distribution into something you can model and act on with certainty. Get this right and the outcome isn't in question.\n\nWe're hiring across three roles:\n\nDirector, Corporate Development: own strategic partnerships, fundraising support, and M&A/inorganic growth. For someone who can operate at the intersection of deal-making and narrative, and help steer where this company goes next.\n\nProduct Marketing Associate: translate a technically deep product into sharp positioning and demand. For someone who can make causal modeling and world models land with real buyers. Experience with working with social media and influencers, Reddit strongly preferred. Data Science Background heavily preferred.\n\nMLOps Engineer: own the infra behind our modeling; production pipelines and serving for causal graph inference, state space models, and world models (JEPA-I, JEPA-II style). Creating certainty in distribution, in production, not just in notebooks. Stack: Python, PyTorch, some Rust; GCP; Ray for distributed training.\n\nInterview process: intro call, screen, virtual onsite, decision.\n\nApply: with an email with your CV to [email protected] mention HN SEPT2026 in subject"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_7d8d03f44dc02ab7fce2",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves SQL and relational data systems, but focuses on production software engineering rather than analytics engineering. dbt and analytics transformation duties are not stated.",
    "evidence": [
      "You’ll work on pricing algorithms, high-volume data ingestion, marketplace integrations, scalability, and enabling our product to be used by AI agents.",
      "Stack: Python, Postgres, FastAPI, SQLAlchemy."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "dbt usage",
      "Analytics engineering duties"
    ]
  },
  "posting": {
    "title": "Python + SQL Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_8373e93350d80221"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Mauritius"
      ],
      "evidence_ids": [
        "ev_c89eb7f407183a80"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      }
    ],
    "role_kind": "single_role",
    "description": "Multiply | Python + SQL Software Engineer | On-site | Mauritius\n\nWe build repricing software that keeps online sellers on top of their competition on 130+ marketplaces.\n\nYou’ll work on pricing algorithms, high-volume data ingestion, marketplace integrations, scalability, and enabling our product to be used by AI agents.\n\nWe’re looking for someone with extensive experience building data-intensive web applications backed by relational databases, and who is comfortable designing, deploying, operating, debugging, scaling and evolving production systems.\n\nStack: Python, Postgres, FastAPI, SQLAlchemy.\n\nOur office is beautifully located in Mauritius. We sponsor visas and handle all relocation/immigration.\n\nApply: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_770df67afca8253cfab3",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds interactive learning software rather than developer education or documentation. APIs are part of the software being built, not a stated documentation responsibility.",
    "evidence": [
      "We're hiring an interactive-focused engineer to craft the building blocks that power it.",
      "Each interactive exposes an API used by learning designers, our authoring agents, and the tutor itself."
    ],
    "unmet_requirements": [
      "Developer education or documentation work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior/Staff Software Engineer (Interactives)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b548d8b59b090b3f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (North America), SF, NYC"
      ],
      "evidence_ids": [
        "ev_059f8a6f37df4695"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 250000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k-$250k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_7b998dec53a1dd20"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Brilliant.org | Senior/Staff Software Engineer (Interactives) | Remote (North America), SF, NYC | Full-time | $180k-$250k | https://brilliant.org\n\nBrilliant is building the world's first graphical AI tutor: a collection of interactive learning experiences that both the learner and their AI tutor can see and manipulate. In a world of cognitive offloading, Brilliant's AI gets people to actually think and solve hard problems.\n\nWe're hiring an interactive-focused engineer to craft the building blocks that power it. Each interactive exposes an API used by learning designers, our authoring agents, and the tutor itself. And every configuration those APIs can produce has to be a correct, solvable, meaningful puzzle. It's a tricky technical problem with a big payoff for our learners.\n\nEngineers at Brilliant think about both \"building the right thing\" AND \"building the thing right\" while pursuing high standards of excellence for ourselves, our product, and our codebase.\n\nIf you're energized by the prospect of doing the best work of your career and changing how the world learns, you can learn more and apply here: https://brilliant.org/careers."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_7f4606b4db8cf8cff405",
    "grade": 2,
    "confidence": "medium",
    "reason": "End-to-end consumer product engineering with Python and PostgreSQL supports the requested server-side and relational-database work, although endpoint development is not separately described.",
    "evidence": [
      "Comfortable owning 0 to 1 consumer products end-to-end",
      "Stack: python, claude, postgres, react.js /react native"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9b4344121804be8b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE ALMOST ANYWHERE IN THE WORLD"
      ],
      "evidence_ids": [
        "ev_9b849db3919ca435"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 750000.0,
        "min": 750000.0,
        "period": null,
        "currency": "USD",
        "original": "$750k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_9a20d6e5d0008b0c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "ALBERT | REMOTE ALMOST ANYWHERE IN THE WORLD| Hiring principal and distinguished engineers to build net new products | up to ~ $750k\nHiring: exceptional consumer product engineers at Albert.\n\nWe're a consumer fintech with 25M+ users who trust us to budget, save, invest, and bank in one place. Profitable for 4+ years. And as of today, our average employee tenure is 3.6 years, a number you almost never see in startup tech, and one we're quietly proud of. People stay because the work is good, the people are sharp, and we've built something worth staying for.\n\nNow we're building net-new consumer products from zero, and we're looking for people who love to tinker and build stuff to ship them with us.\n\nThe kind of person we're looking for: • Top fraction of a percentile in craft, the kind of good that's hard to fake • Builds for fun, not just for work. The kind who ships a working prototype over the weekend and can't help themselves • Comfortable owning 0 to 1 consumer products end-to-end • Allergic to politics, theater, and bureaucracy\n\nWhat you get: • Remote, anywhere with reasonable timezone overlap (and for someone truly exceptional, we'll make async work) • Real scale from day one (20M+ users, real money, real consequences) • Compensation that beats the market. We pay well and we mean it. Base, discretionary year-end bonus, meaningful 401(k) match, and meaningful equity in a profitable, growing unicorn (the kind that's actually worth something) • Platinum PPO health benefits with Blue Shield, top of the top of the line, covering your entire family • A mission worth your time: make money simple, so people spend less time managing it and keep more of it • Small senior-heavy teams, direct ownership, no layers • Forthcoming with the business metrics that matter, so you always know how the company is actually doing • The startup perks done right: catered lunches, wellness stipend, team offsites, casual dress. The stuff that compounds when you're showing up engaged for years, not months • Profitable for 4+ years, so you build with conviction, not runway anxiety\n\nStack: python, claude, postgres, react.js /react native\n\nIf this is you, email us at [email protected]\n\nEdit: we are in the process of rebuilding our career site to speak to how we hire (e.g. hunt, dont post, find the best). Just an FYI\n\nAlso, we carefully review every application. If we think there may be a fit, we'll reach out within a few business days. Either way, thank you for your interest in what we're building and for taking the time to connect with us."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_7e93d48960c77da7b18e",
    "grade": 2,
    "confidence": "high",
    "reason": "The role includes server-side platform engineering with Python/FastAPI and Postgres, directly matching work on web endpoints and relational databases.",
    "evidence": [
      "Architecture decisions and code review on the platform (Python/FastAPI, TypeScript/React, Postgres, Azure)",
      "Same territory at an earlier stage: the platform, the data pipeline and informatics, and the agents we run against our own operations"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Technical Product Engineer, Technical Product Engineer (Early Career)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_5d2de6cdce3a7679"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US, Canada)"
      ],
      "evidence_ids": [
        "ev_566b1b402e6fe987"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_eb100546f8b4d20a",
        "ev_4315080bd7dcf50c"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 230000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150–230k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_f710cd908e82db06"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "azure",
        "label": "Azure"
      }
    ],
    "role_kind": "single_role",
    "description": "Biobase | Senior Technical Product Engineer, Technical Product Engineer (Early Career) | REMOTE (US, Canada) | Full-time | $150–230k / $90–170k + equity\n\nBiobase has grand ambitions. We broker biospecimens, whole slide images, and the clinical metadata attached to them, on a supply-chain backbone that we're steadily automating. We’re building healthcare-data-focused agents on top of the datasets that we’re assembling, too.\n\nWe'd rather build the thing that removes the work than throw people at it. Two roles, one team, both reporting to the CPO:\n\nSenior Technical Product Engineer ($150–230k + meaningful equity).\nThe product team's technical interface. Architecture decisions and code review on the platform (Python/FastAPI, TypeScript/React, Postgres, Azure); the data pipeline and informatics that take specimen, slide, and clinical data in from suppliers and labs; and product ownership of the internal platform that builds our agents (permissions, evals, cost control, guardrails for sensitive data). You've been the reviewer of record somewhere, you've operated what you shipped, and you think in business problems before tickets.\n\nTechnical Product Engineer, early career ($90–170k + equity).\nSame territory at an earlier stage: the platform, the data pipeline and informatics, and the agents we run against our own operations — with a senior product engineer and our lead engineer reviewing your work and pairing when it helps. Open on background – self-taught, bootcamp, degree, research lab, a career you're leaving – selective on the bar. You've built something and someone else used it.\n\nWe build with Claude Code every day and expect you to become both fluent with it and skeptical of it. No ticket queue, no spec handed to you. Comp is salary + equity combos you choose between.\n\nFull postings: https://biobase.ai/careers\n\nTo apply: email [email protected] with something you built that eliminated manual work and what happened after it shipped. Links over resumes, no cover letter."
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_8441ac2fb313c3524e8d",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting lists product management, engineering, marketing, and developer relations roles, not UX/product design or user research work.",
    "evidence": [
      "We are looking for a Product Manager, Product & Backend Engineers, Product Marketing Manager and Developer Relations Engineers to join us in building the most widely adopted open-source LLM engineering platform."
    ],
    "unmet_requirements": [
      "UX/product design and user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_5891e170b4a62325",
        "ev_a2130a0363e831ce",
        "ev_7b5358bfae367161"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_d5cef5b614510fae"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 90000.0,
        "period": null,
        "currency": "EUR",
        "original": "€90–160k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_7ed47ff47ddd0b6e"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "We’re hiring at Langfuse — now part of ClickHouse.\n\nWe are looking for a Product Manager, Product & Backend Engineers, Product Marketing Manager and Developer Relations Engineers to join us in building the most widely adopted open-source LLM engineering platform.\n\n- Berlin or EU hybrid (Engineering roles) / US-fully remote (Product & Marketing roles)\n\n- ~1 week onsite in Berlin every 2 months — travel covered\n\n- Full-time\n\n- €90–160k + ClickHouse equity\n\nHi, I’m Max, CTO and co-founder. Langfuse is focused on AI/LLM observability, with a lot of interesting challenges ahead, from AI data and developer experience to scaling systems for production workloads.\n\nRight now, we’re focused on helping customers segment their traces, surface insights from them, and ship changes to their agents faster — building observability at serious scale while creating the product surface engineers actually live in day to day.\n\nThe best way to get a feel for what we’re building and how we work:\n\n• Company Handbook (https://langfuse.com/handbook)\n\n• How we work (https://langfuse.com/handbook/how-we-\nwork/principles)\n\n• How we hire (https://langfuse.com/handbook/how-we-hire)\n\n• Product Documentation (https://langfuse.com/docs)\n\n• All our open roles (https://jobs.ashbyhq.com/langfuse)\n\nIf you’re excited about building the infrastructure and product layer for the next generation of AI applications, we’d love to hear from you.\n\nHappy to answer any questions!"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_8619d40c4d30d6d9918c",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers senior engineering and robotics roles, not junior product design. Its remote engineering roles require EU residence, conflicting with working from Mexico.",
    "evidence": [
      "Roles: [Engineering Manager (Ruby on Rails), Lead Product Engineer (Ruby on Rails), Robotics Lead]",
      "For both the Lead Product Engineer and Engineering Manager roles, professional knowledge of German is required, and you need to be based in the EU."
    ],
    "unmet_requirements": [
      "Junior product designer work",
      "Fully remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_41fdb595f9d91a80",
        "ev_cd9f4e5482555439"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (EU) / on-site in Bremen, Germany"
      ],
      "evidence_ids": [
        "ev_dee303cec4af8fb1"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_f892263447f0040c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "AREO | Remote (EU) / on-site in Bremen, Germany | Full-Time | Equity | Roles: [Engineering Manager (Ruby on Rails), Lead Product Engineer (Ruby on Rails), Robotics Lead]\nMy name is Marius and I am the CTO at AREO (https://goareo.com/).\n\nAREO, founded in January 2023 by a team with 20+ years of combined experience in retail and startups, is a young startup specializing in developing innovative solutions for supermarkets and grocery retail stores.\n\nOur cutting-edge B2B SaaS platform optimizes workflows for employees by providing real-time access to inventory, product information, and customer inquiries. We serve large supermarket chains in Germany and across the EU.\n\nWe already hired two backend developers through \"HN - Who is hiring\" and are now seeking a Lead Product Engineer (Ruby on Rails) / Engineering Manager (Ruby on Rails) with a minimum of 8 years of experience (preferably in startups), as we recently closed another large contract with a major retail chain and are growing quickly.\n\nFor both the Lead Product Engineer and Engineering Manager roles, professional knowledge of German is required, and you need to be based in the EU.\n\nIf you're passionate about building innovative retail products from scratch, these roles are for you.\n\nBackend Stack: Ruby / Rails (8.x), StimulusJS / Hotwire / Turbo, AlpineJS, Postgres, Docker, DigitalOcean, OpenAPI, LLMs\n\nWe are also seeking a Robotics Lead to help us set up and run our new robotics lab in Bremen, Germany. We are building a retail robot, initially focusing on teleoperation and later on autonomous model development. You should have at least 3 years of experience with humanoid robots, VLAs, teleoperation, and other relevant robotics systems. Professional knowledge of German is required, and you must live in or be ready to move to Bremen.\n\nPerks: Fully remote roles in Europe for the Engineering Manager and Lead Product Engineer, work where you are most productive, sizeable equity in a rapidly growing company, flat hierarchies, no-ego work environment, work in a lean but highly experienced team.\n\nApply here: marius[at]goareo.com and mention \"HN - Who is hiring?\" and the role you are applying for in the subject."
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_7e9a8c7a6dfae260bc69",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for full-stack software engineering rather than developer education and explicitly restricts remote work to the US, conflicting with working from Mexico. Junior level and a no-degree policy are not stated.",
    "evidence": [
      "- Location: Remote (US only)",
      "PrairieLearn (Remote US) — Full-Stack Software Engineer — TypeScript / Postgres / React / AI"
    ],
    "unmet_requirements": [
      "Remote work from Mexico",
      "Developer educator duties"
    ],
    "unknown_requirements": [
      "Junior-level eligibility",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b65209d9f4b4a3e1"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_57eb3ac40f51926f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 180000.0,
        "min": 100000.0,
        "period": null,
        "currency": "USD",
        "original": "$100k-$180k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_353749679113e5cc"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "PrairieLearn (Remote US) — Full-Stack Software Engineer — TypeScript / Postgres / React / AI\n\nPrairieLearn (https://www.prairielearn.com) is an open-source assessment platform used by universities across the US (Berkeley, Princeton, Michigan, Illinois, and others). We power mastery-based learning and large-scale exams.\n\nWe’re a small, profitable, early-stage company (bootstrapped, no VC) that is growing quickly. Our users love us and we have very high retention and rapid spread through word of mouth. As an early-stage hire, you’ll work across the stack and enjoy meaningful ownership from day one.\n\nTech we use: Node.js / TypeScript backend, Postgres, AWS, React. We’re also developing AI tooling, including LLM agents to help instructors create content, and vision-language models to help grade student work. PrairieLearn is open core: https://github.com/PrairieLearn/PrairieLearn\n\nDetails:\n\n- Location: Remote (US only)\n\n- Salary: $100k-$180k depending on experience\n\n- Benefits: Stock options (0.5% - 1.5%), unlimited PTO, flexible hours\n\n- Role: Full-time. (We’re not able to sponsor visas at this time.)\n\nApply at https://www.prairielearn.com/jobs-ashby?utm_source=YeEJ5MAKk..."
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_8cedc677037577125a89",
    "grade": 2,
    "confidence": "high",
    "reason": "The posting explicitly hires for ML roles and lists PyTorch in its ML stack, matching the requested work and technology.",
    "evidence": [
      "We’re hiring across Engineering (Full-stack and Infra) and Data Science / ML roles.",
      "Across the team you’ll see: • Python, Go, Rust, Scala • PostgreSQL, Snowflake • Kafka, Redis • Terraform, Kubernetes • ML: XGBoost, PyTorch, Feature stores, real-time scoring pipelines"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_48d136755c618c93",
        "ev_95dfea5e10991827",
        "ev_7ae4a1d2b783e959"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE, HYBRID, and ONSITE (USA)"
      ],
      "evidence_ids": [
        "ev_e2ccd2676eb72b43"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_10d83b25fed0144f"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "scala",
        "label": "Scala"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "SentiLink | https://www.sentilink.com/ | Engineering & Data Science | REMOTE, HYBRID, and ONSITE (USA) | Full Time\n\nPrimarily hiring in the U.S. for more senior level roles.\n\nWe’re hiring across Engineering (Full-stack and Infra) and Data Science / ML roles. Hiring at Manager/Director level as well as mid-level/Senior levels. We’re language-agnostic and hire for fundamentals.\n\nAcross the team you’ll see: • Python, Go, Rust, Scala • PostgreSQL, Snowflake • Kafka, Redis • Terraform, Kubernetes • ML: XGBoost, PyTorch, Feature stores, real-time scoring pipelines\n\nIf you love solving complex distributed systems challenges, building customer-facing ML products, or working on detection systems that must be both high-precision and low-latency, you’ll fit right in.\n\nRoles are here: https://jobs.ashbyhq.com/sentilink?utm_source=hacker_news\nIf you have questions, feel free to reach out directly at liz.woodfield at sentilink dot com.\n\nAt SentiLink, we stop identity fraud at scale. Our products protect banks, fintechs, marketplaces, and leading financial institutions from synthetic identity fraud, identity theft, and emerging threat. We analyze millions of applications while keeping real users moving fast.\n\nWe’ve seen tremendous traction and are growing extremely quickly. Our real-time APIs have helped verify hundreds of millions of identities, starting with financial services and rapidly expanding into new markets. SentiLink is backed by world-class investors including Craft Ventures, Andreessen Horowitz, NYCA, and Max Levchin.\n\nSentiLink supports a variety of ways to work, ranging from fully remote to in-office. We operate as a digital-first company with strong collaboration across the U.S. and India. We maintain physical offices in Austin, San Francisco, New York City, Seattle, Los Angeles, and Chicago in the U.S., and in Gurugram (Delhi) and Bengaluru in India. If you’re located near one of these offices, we would love for you to spend time in the office regularly. Some roles are hybrid or in-office by design. For example, our engineering team in India works primarily from our Gurugram office.\n\nWe’re a small, high-impact team solving one of the most interesting and adversarial problems in fintech: how do you build systems that reliably determine whether a real human is on the other side of a financial transaction?"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_7dea51e5e040f397d4d6",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on onboard connectivity and network infrastructure, not senior analytics engineering. Its Berlin hybrid arrangement and limited remote days abroad also do not support ongoing remote work from Mexico.",
    "evidence": [
      "We're hiring an Onboard Technology Manager to own everything that keeps passengers connected and crew productive on the train: Wi-Fi and network infrastructure, onboard units, and mobile devices for train staff.",
      "Perks: hybrid office/remote work model, up to 60 extra remote days/year from abroad (work from anywhere), 12 free FlixTrain travel vouchers/year + 12 for friends and family, mental health support, L&D budget, mentoring program."
    ],
    "unmet_requirements": [
      "Analytics engineering work",
      "Ongoing remote work from Mexico"
    ],
    "unknown_requirements": [
      "Senior-level designation"
    ]
  },
  "posting": {
    "title": "Technical Expert Onboard Connectivity",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_b7b35ff3f8468bbc",
        "ev_931ffe0b8d8adf8c",
        "ev_134e3f9700849d2e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany"
      ],
      "evidence_ids": [
        "ev_045431d18fabd014"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_698e2f120f7d5266"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "FlixTrain | Technical Expert Onboard Connectivity | Berlin, Germany | ONSITE (hybrid) | Full-time\n\nFlixTrain is on a mission to make long-distance rail travel affordable and sustainable across Europe. Every passenger we shift to rail matters, and the onboard connectivity is a key part of what makes people switch.\n\nWe're hiring an Onboard Technology Manager to own everything that keeps passengers connected and crew productive on the train: Wi-Fi and network infrastructure, onboard units, and mobile devices for train staff. As satellite constellations and 5G redefine what's possible for high-speed mobile connectivity, you'll help set the direction for the technology being adopted on the largest non-governmental train fleet: writing specs, defining network architectures, monitoring live performance, and driving improvement projects from their conception to the finish line.\n\nThe role is highly cross-functional. You'll work with internal partners (operations, customer product, and rail engineering) and external ones, such as tech vendors (Icomera and Advantech) and train manufacturers (Siemens, Talgo).\n\nWhat we're looking for:\n\n- Bachelor's or Master's in Telecommunications, CS, Electrical Engineering, or similar\n\n- 2+ years hands-on with network architecture, Wi-Fi systems, or Mobile Device Management (ideally in rail or a similarly complex environment)\n\n- Strong troubleshooting skills on complex networked systems\n\n- Comfortable leading cross-functional initiatives and communicating clearly with both engineers and non-technical stakeholders\n\n- Fluent German and English (internally, English is preferred, but German is often mandatory when working with suppliers and regulatory bodies)\n\nPerks: hybrid office/remote work model, up to 60 extra remote days/year from abroad (work from anywhere), 12 free FlixTrain travel vouchers/year + 12 for friends and family, mental health support, L&D budget, mentoring program.\n\nApply: https://flix.careers/job/?jobid=8729129002"
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_8637cddf28769608b68b",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for senior backend engineering, not developer education, and its stated Europe-only remote location conflicts with working remotely from Mexico.",
    "evidence": [
      "Spacelift | Remote (Europe) | Full-time | Senior Software Engineer | $80k-$110k+ (can go higher)",
      "We're looking for backend developers who like doing DevOps'y stuff sometimes (because in a way it's the spirit of our company), or have experience with the cloud native ecosystem."
    ],
    "unmet_requirements": [
      "Developer educator work",
      "Remote work from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_0fbd7b69c0f5d5d6"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Europe)"
      ],
      "evidence_ids": [
        "ev_e72d78c5e4da7dab"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 110000.0,
        "min": 80000.0,
        "period": null,
        "currency": "USD",
        "original": "$80k-$110k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c5249c13dcc05222"
      ]
    },
    "skills": [
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Spacelift | Remote (Europe) | Full-time | Senior Software Engineer | $80k-$110k+ (can go higher)\n\nWe're a VC-funded startup (recently raised $51M Series C) building an infrastructure orchestrator and collaborative management platform for Infrastructure-as-Code – from OpenTofu, Terraform, Terragrunt, CloudFormation, Pulumi, Kubernetes, to Ansible.\n\nOn the backend we're using 100% Go with AWS primitives. We're looking for backend developers who like doing DevOps'y stuff sometimes (because in a way it's the spirit of our company), or have experience with the cloud native ecosystem. Ideally you'd have experience working with an IaC tool, i.e. Terraform, Pulumi, Ansible, CloudFormation, Kubernetes, or SaltStack.\n\nOverall we have a deeply technical product, trying to build something customers love to use, and have a lot of happy and satisfied customers. We promise interesting work, the ability to open source parts of the project which don't give us a business advantage, as well as healthy working hours.\n\nIf that sounds like fun to you, please apply at https://careers.spacelift.io/jobs/3006934-software-engineer-...\n\nYou can find out more about the product we're building at https://spacelift.io and also see our engineering blog for a few technical blog posts of ours: https://spacelift.io/blog/engineering"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_93a2c46c1f9ef65b7cd6",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks engineers for model research, backend agents, data pipelines, and ML infrastructure, not UX/product design or user research.",
    "evidence": [
      "Xaira Therapeutics | Midlevel/Senior/Staff Engineers | Seattle or SF",
      "- Research Engineering: work on a modeling team with the goal of making a model better. You think in tensors, understand what makes a kernel fast, and obsess over training throughput."
    ],
    "unmet_requirements": [
      "UX/product design and user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "Seattle or SF"
      ],
      "evidence_ids": [
        "ev_7dac349dd7710c77"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Xaira Therapeutics | Midlevel/Senior/Staff Engineers | Seattle or SF\n\nXaira Therapeutics is developing biological foundation models (not LLMs) to hit undruggable targets and cure disease. We've put together an incredible cross-disciplinary team of pharma veterans who have brought drugs to market, drug designers/AI scientists from Nobel laureate David Baker's lab, and engineers from tech in order to meet the moment and build a company to reimagine how drugs are made in the pursuit of better medicines. We're not a SaaS company, and the ultimate goal is to see the medicines we make delivered to patients.\n\nI lead the engineering team and am hiring across multiple teams. There's:\n\n- Research Engineering: work on a modeling team with the goal of making a model better. You think in tensors, understand what makes a kernel fast, and obsess over training throughput.\n\n- X-Scientist: building an agentic copilot for drug development with access to our internal suite of tools. You have backend experience, have built tools for agents to interact with, and enjoy tinkering with agent harnesses.\n\n- Data Engineering: we generate large volumes of data from our lab that provide critical feedback loops to our modeling efforts. You either hate or love lakehouses, have a preferred ETL orchestrator, and are intrigued by the problem of capturing data off of lab instruments.\n\n- ML Platform: boy do we have some GPUs for you. Modeling teams need productive compute infrastructure, job scheduling, and numerous other affordances so that they can \"just focus\" on the model. You shudder at the words \"falling off the bus\", you have an opinion on how checkpoints should be recorded, and you've built tools that improve the modeling lifecycle.\n\nSend me an email to apply: [email protected]\nInclude a resume and tell me about something you've built that illustrates your skills."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_822cc2c86fe86de173ba",
    "grade": 1,
    "confidence": "high",
    "reason": "The platform engineering role is adjacent to backend engineering, but backend development duties are not clearly established. The USD pay range has no stated time period, so it does not establish the requested annual minimum.",
    "evidence": [
      "Platform Engineer | Full-Time | Remote (US) | $175,000 - $215,000 USD + equity",
      "Our ideal candidate has a passion for automating ops, troubleshooting infrastructure, and creating first-class developer experiences."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role primarily involves backend engineering.",
      "Whether guaranteed annual pay is at least USD 400,000; the compensation period is unspecified."
    ]
  },
  "posting": {
    "title": "Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9f868f84c37690ca"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US)"
      ],
      "evidence_ids": [
        "ev_61e269bdf5aa0652"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9a1585300652a168"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 215000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175,000 - $215,000 USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_1d874b481de2e053"
      ]
    },
    "skills": [
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "Chronograph (chronograph.pe) | Platform Engineer | Full-Time | Remote (US) | $175,000 - $215,000 USD + equity\n\nChronograph was founded to bring next-generation technology to private capital markets. Through our suite of cloud-based analytics and data management solutions, we help many of the world's largest and most sophisticated venture capital, private equity, and credit funds understand their investment performance in unprecedented detail. As our business grows, we're expanding the team, backed by a recent $140M+ growth equity raise.\n\nWe are looking for a candidate with a generalist background in software development, including 5+ years of experience on Platform Engineering, DevSecOps, Site Reliability Engineering (SRE), or MLOps teams. You'd be joining a small cross-functional team and have the chance to make critical contributions. Our ideal candidate has a passion for automating ops, troubleshooting infrastructure, and creating first-class developer experiences. On top of that, expertise with the following (or similar) tools/technologies is a strong signal of fit: Kubernetes, Prometheus, Grafana, Terraform, AWS, GitHub Actions, PostgreSQL, Node.js, Ruby on Rails, Nix, and Docker.\n\nIf interested, apply here: https://grnh.se/1pm4u2ys7us"
  }
}

{
  "judgment": {
    "query_id": "embedded_exclusion",
    "job_id": "job_92eda3c80b6193e74000",
    "grade": 0,
    "confidence": "high",
    "reason": "The firmware work matches, but the required in-person work in San Francisco explicitly conflicts with working remotely from Mexico. Seniority and Mexico eligibility are not established.",
    "evidence": [
      "We're hiring a firmware engineer to work close to the hardware across C/C++ or Rust, RTOS, BLE, embedded Linux, microcontrollers, sensors and audio pipelines, power optimization, device communication, and low-level debugging.",
      "This is a full-time, in-person role in San Francisco. We can't provide current or future U.S. visa sponsorship."
    ],
    "unmet_requirements": [
      "Remote work from Mexico"
    ],
    "unknown_requirements": [
      "Senior-level role",
      "Eligibility for a Mexico-based worker without a US-residency restriction"
    ]
  },
  "posting": {
    "title": "Firmware Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_d7a8a3a2a46f9b18"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_403c5f992098825c"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "MIRA | Firmware Engineer | San Francisco, CA | ONSITE | Full-time\n\nMIRA builds lightweight AI glasses that act as a second brain: they remember conversations, answer questions in under a second, translate 60+ languages, and surface useful context through a private display. We recently sold out and shipped our first batch, and have raised $6.4M from General Catalyst, Naval Ravikant, Pillar VC, and others.\n\nWe're hiring a firmware engineer to work close to the hardware across C/C++ or Rust, RTOS, BLE, embedded Linux, microcontrollers, sensors and audio pipelines, power optimization, device communication, and low-level debugging. We're looking for 3+ years of software or firmware engineering experience and a track record of shipping complex technical products end-to-end. Consumer hardware and early-stage startup experience are strong pluses.\n\nThis is a full-time, in-person role in San Francisco. We can't provide current or future U.S. visa sponsorship.\n\nApply: https://go.trymira.com/pages/firmware-engineer/"
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_961825fcef3266147788",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds Rust genomics infrastructure and a workflow execution engine, rather than training predictive models or deploying, evaluating, and monitoring them.",
    "evidence": [
      "St. Jude Children's Research Hospital is hiring Rust software engineers to rebuild the genomics ecosystem in Rust.",
      "The primary project we’re working on is a bioinformatics workflow execution engine for local, HPC, and Cloud called Sprocket (https://github.com/stjude-rust-labs/sprocket)."
    ],
    "unmet_requirements": [
      "Work focused on training predictive models and putting them into production with evaluation and monitoring."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Sr. Staff or Principal Software Engineer, Rust Genomics Infrastructure",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_7698ffa3ba88b22e",
        "ev_4eac4d55d1705012"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Memphis, TN",
        "ONSITE (2x/week onsite) or REMOTE"
      ],
      "evidence_ids": [
        "ev_7f3258e0608652ec",
        "ev_38505d28f48aa319"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 238160.0,
        "min": 125840.0,
        "period": null,
        "currency": "USD",
        "original": "$125,840 - $238,160",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_8ab163e51e5b6535"
      ]
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "single_role",
    "description": "St. Jude Children's Research Hospital | Sr. Staff or Principal Software Engineer, Rust Genomics Infrastructure | Memphis, TN | ONSITE (2x/week onsite) or REMOTE | $125,840 - $238,160 | https://www.stjude.org/\n\nSt. Jude Children's Research Hospital is hiring Rust software engineers to rebuild the genomics ecosystem in Rust. We work at the intersection of computer science and genomics, and we're trying to build a better foundation upon which genomics can be done using Rust. The primary project we’re working on is a bioinformatics workflow execution engine for local, HPC, and Cloud called Sprocket (https://github.com/stjude-rust-labs/sprocket). You can also check out the other projects we have going on at https://github.com/stjude-rust-labs.\n\nNOTE that prior experience in bioinformatics or biology is NOT required for any of the positions below. You must be interested in learning though! If you'd like to get a sense of what you'd be learning, check out the guide we wrote to teach software engineers about genomics here: https://learngenomics.dev.\n\n* Sr. Staff or Principal Software Engineer: https://talent.stjude.org/careers/JobDetail/Senior-Staff-Pri...\n\nWith any questions, email me at [email protected]. Please do not email me your application directly—be sure to submit it through the job portal."
  }
}

{
  "judgment": {
    "query_id": "security_constraints",
    "job_id": "job_93405f3497eeb9633f82",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for a senior security engineer and limits its remote option to the US, conflicting with junior work and remote work from Mexico. Its degree policy is unstated.",
    "evidence": [
      "Odyssey | Sr. Security Engineer | Full-time | Remote (US) or NYC"
    ],
    "unmet_requirements": [
      "Junior security engineer role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Sr. Security Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_fd9eef5c6773a913"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US) or NYC"
      ],
      "evidence_ids": [
        "ev_48dca28747a4be73"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_e974c964db20ca17"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Odyssey | Sr. Security Engineer | Full-time | Remote (US) or NYC\n\nOdyssey is building the leading financial technology platform for school choice. We help families access funding for tuition, tutors, curriculum, software, and enrichment programs—empowering them with greater educational opportunities.\n\nWe’re well-funded, backed by top investors including Andreessen Horowitz (a16z), and we are rapidly scaling.\n\nAs Odyssey's first Security Engineer, you'll have full ownership of our security posture — shaping strategy, building programs from the ground up, and driving best practices across our entire technology stack and product suite. This is a high-impact, high-visibility role where your decisions will directly influence how we protect our customers, vendors, and employees.\n\nYou'll partner closely with cross-functional teams to embed security into everything we build and ship, champion solutions to emerging security challenges, and ensure we stay ahead of an evolving threat landscape. You're someone who embraces AI tools to work smarter — whether that's accelerating threat detection, streamlining vulnerability analysis, or improving how we respond to incidents.\n\nhttps://jobs.ashbyhq.com/odyssey"
  }
}

{
  "judgment": {
    "query_id": "robotics_keywords",
    "job_id": "job_933379e4e9c28e7234db",
    "grade": 1,
    "confidence": "medium",
    "reason": "The role involves electronics, simulation, and deploying models to real hardware, making it adjacent to robotics engineering, but robotics-specific engineering duties are not stated.",
    "evidence": [
      "Origamics is building AI models that reason about electronics and help turn schematics into production-ready boards.",
      "You’ll tackle open-ended research problems, push models from experiments to production and real hardware, and have the opportunity to publish novel research along the way."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role involves robotics engineering."
    ]
  },
  "posting": {
    "title": "Founding Researcher",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_4f86d4c8943c3233",
        "ev_cb58841ccd664852"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco",
        "ONSITE/REMOTE"
      ],
      "evidence_ids": [
        "ev_3547b3be55b3c35c",
        "ev_4d90d50dcf7d45c4"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "ORIGAMICS | Founding Researcher | San Francisco | ONSITE/REMOTE\n\nOrigamics is building AI models that reason about electronics and help turn schematics into production-ready boards.\n\nWe’re looking for a Founding Researcher to work directly with the founders on physics-informed models for Electronics design — physical behavior, simulation, and scientific ML. You’ll tackle open-ended research problems, push models from experiments to production and real hardware, and have the opportunity to publish novel research along the way.\n\nYou’ll likely be a good fit if you have strong ML/research fundamentals, enjoy 0→1 problems, and have experience with scientific ML, geometric deep learning, numerical methods, simulation, EE, or applied physics. PhD is a plus, not a requirement.\n\nApply: https://www.origamics.ai/join-us?ashby_jid=7acf3a2d-46a5-420...\n(Mention HN when applying.)"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_9eea5af36e26c11972f4",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed backend role is senior, conflicting with the requested junior level. Fully remote work is stated, but Mexico eligibility and a no-degree policy are not established.",
    "evidence": [
      "Senior Backend Engineer - $178,500 USD + equity",
      "DuckDuckGo - all roles fully remote, but some US-only as noted."
    ],
    "unmet_requirements": [
      "Junior backend engineer role"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Web Security Engineer, Browser Platform - $178,500 USD + equity; Senior Backend Engineer - $178,500 USD + equity; Staff Data Scientist - $222,033 USD + equity; Director, Data Science - $243,800 USD + equity (+4)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e7fa3f27de7237d5"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_bf6939f587af4a5b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "DuckDuckGo - all roles fully remote, but some US-only as noted.\n\nSenior Web Security Engineer, Browser Platform - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/a447e823-fd8f-438f-909...\n\nSenior Backend Engineer - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/53022b02-da3d-4fda-827...\n\nStaff Data Scientist - $222,033 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/9c381171-f346-4d7a-876...\n\nDirector, Data Science - $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/0269aeaa-8d8f-4c8d-b78...\n\nSenior Privacy Engineer - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/80797cf4-64b2-4e94-9d8...\n\nDirector, Privacy Engineering- $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/494caa52-2916-49f0-9c4...\n\nSenior Business Development Manager (USA) - $200,267 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/dc1027ae-8f6a-44eb-b11...\n\nDirector, Paid Marketing (Subscriptions) - (Remote within USA) - $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/f8570953-8ea3-4955-bfb...\n\nSenior Growth Marketing Manager (Subscriptions) (Remote within USA) - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/ec51a831-c582-425c-a8c...\n\nMore, including product and design roles: duckduckgo.com/careers"
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_98fb97acb58ca5c48242",
    "grade": 0,
    "confidence": "high",
    "reason": "The role involves shipping features for an online board-game platform, not firmware engineering. Junior seniority, eligibility to work remotely from Mexico, and a no-degree policy are not stated.",
    "evidence": [
      "Colonist.io is a multiplayer board game platform.",
      "You'll own features end-to-end and ship to a live player base within days."
    ],
    "unmet_requirements": [
      "Firmware engineering work"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Remote work eligibility from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_6db55e49c005e216"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote & async"
      ],
      "evidence_ids": [
        "ev_090a9ed48e330341"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Colonist | Product Engineer| Full-time | Remote & async\n\nColonist.io is a multiplayer board game platform. ~20 people, millions of monthly players, no middle management between you and the product.\n\nYou'll own features end-to-end and ship to a live player base within days. Right now we're evolving the core experience and building toward a multi-game platform. The mission is to become the internet's biggest board game platform.\n\nThis role is a good fit if you: want to see your work matter at real scale without a large team around you, are comfortable with ambiguity and don't need someone to define your tasks, and use AI tools as a genuine multiplier in your workflow.\n\nMore on the role, culture and values: https://jobs.ashbyhq.com/colonist"
  }
}

{
  "judgment": {
    "query_id": "frontend_exclusion",
    "job_id": "job_a0991c2153bb297871e6",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for senior backend Rust work, not frontend engineering, and requires primarily in-office work in Berlin rather than remote work from Mexico.",
    "evidence": [
      "We are currently looking for a Senior Rust Engineer to join one of our backend teams in Berlin.",
      "The role is primarily based in-office in Berlin, with a possibility for hybrid work (which can be discussed during the course of the interview)."
    ],
    "unmet_requirements": [
      "Frontend engineering work",
      "Remote work from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_98feaa8401ac42cb",
        "ev_73a7a334f88694d3"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany"
      ],
      "evidence_ids": [
        "ev_d42590c731189917"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_bde063243c7dab06"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Frequenz Energy-as-a-Service GmbH | Full-Time | Berlin, Germany\n\nWe are a vibrant technology company developing groundbreaking solutions that enable the rapid transition towards a world of decentralized energy. We’re helping companies to rapidly transition from being passive electricity consumers to becoming fully self-sustaining prosumers, capable of leveraging various renewable energy assets.\n\nWe are currently looking for a Senior Rust Engineer to join one of our backend teams in Berlin.\n\nThe role is primarily based in-office in Berlin, with a possibility for hybrid work (which can be discussed during the course of the interview).\n\nOur homepage: https://www.frequenz.com/\n\nApply here: https://www.frequenz.com/jobs/senior-rust-engineer\nWe would appreciate if you could attach links to your code examples from github, gitlab, or the like to your application.\n\n(PS: If you choose to apply, we would appreciate if you could mention that you have come from HN :) )"
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_9a25ede0cdb475175993",
    "grade": 0,
    "confidence": "high",
    "reason": "This is an experienced cloud/platform infrastructure role, not junior firmware engineering, and remote eligibility is limited to the USA rather than Mexico. The degree policy is unstated.",
    "evidence": [
      "Looking for: 5+ years platform/cloud infra, production Kubernetes (EKS ideal), managed Postgres (backup/recovery/tuning), IaC, solid networking, strong Python/Bash.",
      "Remote anywhere in the USA."
    ],
    "unmet_requirements": [
      "Firmware engineering work",
      "Junior-level role",
      "Fully remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_77a3dd590e262461"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (USA)"
      ],
      "evidence_ids": [
        "ev_36b8c6047dbafc3f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_567550bcfe9fc5af"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "scala",
        "label": "Scala"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Senzing (entity resolution SDK) | Platform Engineer | Remote (USA) | Full-time\n\nSenzing builds enterprise entity-resolution SDK technology — an embeddable library that runs entirely inside customer infrastructure with zero data exfiltration. We're hiring a platform engineer to own the AWS infrastructure behind Placekey (our location-data subsidiary), a production API service running at scale.\n\nDay one, this is a cloud/platform role: you'd own the operational health of Placekey's stack, close out post-migration hardening, and have real input on where the infrastructure goes next. Over time the role grows to include internal IT and systems work (Active Directory, endpoint/laptop provisioning, Tailscale, security) — so we're looking for someone who's happy owning things end to end, not only the glamorous layer.\n\nStack: EKS Fargate, Aurora PostgreSQL, S3, Lambda, Cloudflare, API gateway (Kong/AWS), Terraform, Grafana/CloudWatch/Datadog. Apps are Scala and Rust.\n\nLooking for: 5+ years platform/cloud infra, production Kubernetes (EKS ideal), managed Postgres (backup/recovery/tuning), IaC, solid networking, strong Python/Bash. You don't need to be an expert on the IT/systems side today — but you should want to grow into it.\n\nRemote anywhere in the USA. Competitive salary, full health/dental/vision, 401(k) match, flexible PTO.\n\nTo apply: email [email protected] with your resume and a short note — tell us about a challenging production system you've owned end to end, including an incident where your monitoring missed something and what you changed afterward."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_91c9f27764e878630168",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on machine-learning classification and privacy risk scoring, not business revenue reporting or dashboard development.",
    "evidence": [
      "You will develop and improve models that classify digital activity, identify meaningful privacy and security behaviors, and assess the confidence and significance of findings."
    ],
    "unmet_requirements": [
      "Work transforming business data into revenue reports and dashboards"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Data Scientist, Classification and Scoring",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d394a7ede4f8c973"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE: North America / Europe, UTC-8 to UTC+2"
      ],
      "evidence_ids": [
        "ev_c07e84261d8f74a9"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Lokker.com | Data Scientist, Classification and Scoring | REMOTE: North America / Europe, UTC-8 to UTC+2 | Full-time\n\nLokker is a privacy platform. We continuously analyze websites, applications, third-party technologies and data flows to identify privacy, security and consent risks in production. We have built a large proprietary dataset from years of observing real-world digital behavior, and we are hiring a data scientist to help us expand and improve the classification, scoring and risk intelligence built on it.\n\nYou will develop and improve models that classify digital activity, identify meaningful privacy and security behaviors, and assess the confidence and significance of findings.\n\nLooking for 2 to 4 years of production experience in data science and machine learning. Strong Python and SQL, pandas or Polars, scikit-learn and modern classification techniques, familiarity with model evaluation and explainability. Practical experience in training and evaluating supervised classification models on real PRODUCTION data, practical LLM experience beyond simple demonstrations, and curiosity about how websites and internet technologies actually behave. You do not need a privacy or adtech background. We will teach the domain.\n\nYou will work closely with engineering, product and privacy experts, and what you build goes directly into the product.\n\nIMPORTANT: the timezone range above is a hard requirement, not a preference. We cannot make an exception.\n\nON APPLICATIONS: we assume you used AI to help write it. So do we. What we cannot do is verify a claim that exists only in the document you sent us, so make sure the skills you claim are visible somewhere public: LinkedIn with real dates and role detail, GitHub, papers, Kaggle, a writeup, a talk. If your best work is under NDA, say so and describe it in your own words.\n\nA human reads every application. No keyword filter, no automated rejection.\n\nApply: https://lokker.com/careers/openings/data-scientist-classific..."
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_9e5e6c1f3501b0bbd28d",
    "grade": 1,
    "confidence": "high",
    "reason": "The speech AI/ML engineering work matches the requested role, but compensation is unstated, so the USD 400,000 annual minimum is not supported.",
    "evidence": [
      "Research Engineer (Speech AI/ML)",
      "- know the full data-to-model pipeline: collection, annotation, fine-tuning, evaluation, and deployment"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year"
    ]
  },
  "posting": {
    "title": "Research Engineer (Speech AI/ML)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_0e8dc07d1738e210"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (worldwide)"
      ],
      "evidence_ids": [
        "ev_f09293acb3ad56da"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_69b83d93a166afbb"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Renaissance Philanthropy | Research Engineer (Speech AI/ML) | Remote (worldwide)\n\nRenaissance Philanthropy's aim is to activate a virtuous circle of increasing ambition and impact between philanthropists and innovators: by identifying frontier experts both in science and in new ways of solving problems; by tapping into the growing number of emerging philanthropists; and by building multi-sector initiatives that can harness the power of philanthropy, markets, and governments.\n\nRenPhil's Engineering Hub supports mission-driven, grant-funded educational technology projects that seek to improve educational outcomes in fundamental skills like math and reading. This summer we're launching a program called LEVI Literacy, which has a goal of halving the number of struggling readers in the US within 5 years.\n\nWe're looking for an expert in modern voice AI to support this work. Our partner teams are building tools that assess and support early reading directly from children's speech in real classrooms — oral reading, spoken vocabulary tasks, whole-class instruction. These are hard, meaningful speech problems: young children's voices, noisy multi-speaker environments, and high stakes for getting it right — and fair — for every student.\n\nWe're looking for folks who:\n\n- have built and operated production ASR or speech-processing systems\n\n- know the full data-to-model pipeline: collection, annotation, fine-tuning, evaluation, and deployment\n\n- can speak the languages of both research and engineering\n\n- want to help create a world where all children learn to read well.\n\nIf this sounds like you, please apply!\n\nhttps://www.renaissancephilanthropy.org/careers"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_a5daf4cdc91900922101",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised roles are systems engineering, hardware engineering, and founder's office work, not senior analytics engineering. Mandatory in-office work in Noida explicitly conflicts with working remotely from Mexico.",
    "evidence": [
      "We are not flexible on in-office work because of operational requirements - please do not apply if you can't relocate/work from office.",
      "Hiring across OS, software, and hardware."
    ],
    "unmet_requirements": [
      "Remote work from Mexico",
      "Senior analytics engineering role"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_1d5df76e99db987f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Noida, India (Delhi NCR)"
      ],
      "evidence_ids": [
        "ev_d9b57713e92eb174"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "IN"
      ],
      "evidence_ids": [
        "ev_ea9e78d93f159d1e"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Stpkr Technologies | Noida, India (Delhi NCR) | ONSITE | Multiple roles\n\nStpkr Technologies is hiring for the following roles to build the next generation of wearable devices.\n\nWe are currently looking for the following roles but we are also open to interviewing any candidates who feel like they will do their best work here - even if your skillset/experience doesn't fit the current defined roles. Our current team doesn't fit the conventional mold, and we don't expect our future hires will either. If you don't fit the advertised roles, just send us a mail per the same process with whatever job title would fit you the best.\n\nWork is in person near Noida Sector 18, walking distance from Sector 18 Metro Station. We prefer in office work, and for you to be located within Delhi/NCR, Pay is competitive (9-12 LPA), and there are opportunities to earn meaningful equity down the line. We prefer current and recent undergraduates for our roles. If you are still in college we welcome you to apply nonetheless provided you can work as an intern for us in person. Super-flexible overall and all of our current team started out as interns. We are not flexible on in-office work because of operational requirements - please do not apply if you can't relocate/work from office.\n\nHiring across OS, software, and hardware. AI policy across all roles: you should be able to do the work without AI, and much faster with it.\n\nSystems Engineer - Everything at the OS layer. You've rooted phones, flashed custom ROMs, broken and fixed Linux for fun. Comfortable in C/C++. GitHub with kernel-adjacent or LineageOS-type projects a plus. Stack: Android, Linux, C, C++, Java. Filter: send us something you built where you had to fight the OS or hardware.\n\nHardware Engineer - Bring-up/Debug/Integration - Take EVT/DVT boards and make them work. Comfortable with J-Link and IDE debugging, reading schematics and reference designs. KiCad/Altium/EasyEDA hobby work would make you ideal. PetaLinux experience or hunger to learn it. ECE undergrad fine. Filter: photo of a board you designed or debugged, plus what went wrong.\n\nHardware Engineer - Power/RF/Wireless - Make the power and RF paths behave on EVT/DVT boards. Hands-on with schematic capture, layout, soldering, scope/logic analyzer. Given two unknowns, you pick one and start measuring. Filter: sensor fusion work, how noise behaves across protocols, and SPI debug chops.\n\nFounder's Office - Work closely with the founder and the rest of the team to manage the day to day and long term affairs of the company, the Man Friday of the company. Must have a decent degree of technical knowledge (we are a tech company after all) and be efficient at administrative tasks as well as management. Speed and learning ability are prized here, there will not always be a clear path to the work you have to do here, so you will have to figure some of it out on your own.\n\nTo apply, contact [email protected] with the subject line \"HN - Human\" and a brief intro for further communication. Attach any documents you deem useful there. Please include the role you are applying for at the top of the email if it is one of the above mentioned, otherwise whatever role fits you best. Shortlisting will be online, interviews will be in person. We are hiring quickly, expect to hear back from us within 2-3 days of applying. If you don't, assume you will not. If you are using an AI agent to mass apply for jobs and we can tell, then you will not hear back. Use an expensive one :P (reiterating this, because we receive so much AI spam now. Thanks for your time!"
  }
}

{
  "judgment": {
    "query_id": "security_exclusion",
    "job_id": "job_a16e3658c82676e5034c",
    "grade": 0,
    "confidence": "high",
    "reason": "The role matches senior security engineering, but its stated remote location is Australia, conflicting with the requirement to work remotely from Mexico.",
    "evidence": [
      "Senior Security Engineer (product security)",
      "REMOTE (AUS)"
    ],
    "unmet_requirements": [
      "Remote work from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Security Engineer (product security)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_fe3698feab69f0cd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (AUS)"
      ],
      "evidence_ids": [
        "ev_bf1ac15d7a62dc10"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Zepto | Senior Security Engineer (product security) | REMOTE (AUS) | https://zepto.bamboohr.com/careers/104\n\nAs a Senior Security Engineer (Product Security), you will play a significant role in keeping our product safe and secure by building on and maturing Zepto's product security practices. You will work hands-on and shoulder-to-shoulder with Engineering and Product teams, providing guidance and coaching across the software development life cycle while continuing to raise the bar on our security expectations and capability.\n\nThis is a security role at its core, but not a gatekeeping one. We are builders – we expect you to read and write production-level code, build tooling and automation, and contribute paved-road solutions that engineers actually want to use.\nReporting to the Security Engineering Lead, you will work closely with them to develop and build Zepto's product security strategy and approach. You will apply a consultative and advisory approach when working with the wider Zepto team, empowering them to work confidently and to use the self-service capabilities you help establish.\n\nWe have excellent working relationships with our developers and we need to keep it that way. We are not the team of no. We are the team that helps make things better.\n\nZepto is moving quickly towards an AI-native way of building and operating. You will be someone who is already experimenting with AI and agentic tooling, or is genuinely keen to, and who is open to developing the skills to secure these systems as we adopt them.\nWithin the Security team, you are the go-to person for:\n\nSecure development practices\nVulnerability management\nSecurity architecture advice\n\nWorking in a scale-up, means you get the opportunity to flex your skills in a variety of ways. We are agile and always willing to roll up our sleeves to get things done. You can, however, expect your day to day to be involved in the following:\n\nCoach engineering teams and collaborate to ensure every step of the software development life cycle follows security best practices\nDesign, build and maintain security tooling, automation and paved-road controls as production-quality software\nConduct security assessments and architecture reviews of Zepto's applications and services\nEmbed within project teams to ensure they are effectively considering information security risk and prioritising security controls\nEstablish and document security architecture and practices in collaboration with the Security Engineering Lead, Product and Engineering teams\nWork with the Security Engineering Lead to support Zepto's adoption of AI and agentic systems, and experiment with AI tooling to improve how the Security team works\nHelp manage application security incidents in collaboration with the rest of the Security team"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_a8d8395bac03c71859cf",
    "grade": 2,
    "confidence": "high",
    "reason": "The role includes production server-side web development using a NestJS API, workers, and a relational PostgreSQL database, matching the requested work despite its additional prompting focus.",
    "evidence": [
      "An experienced developer who has genuinely run software in production — deployments, incidents, on-call.",
      "A NestJS API plus a separate NestJS worker on Railway, Next.js 16 / React 19 on Vercel, Postgres with Prisma, Redis and BullMQ, Pinecone, S3-compatible storage."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "CTO Partner",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a4d4fcce4e414e85"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (worldwide)"
      ],
      "evidence_ids": [
        "ev_04ab556c00fae734"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_305b5d06af480fec"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "single_role",
    "description": "BOSS-IQ | CTO Partner | REMOTE (worldwide) | Full-time | Istanbul-based company | https://boss-iq.com\n\nBOSS-IQ is an AI strategic-planning product for owner-operators of small and medium businesses. The boss describes an idea that has been stuck for years; a research-and-question session returns an implementation-ready plan. In production since June, hand-onboarding our first paying customers since August, invitation-only.\n\nI am looking for a partner rather than a first hire, and I need two things in one person. An experienced developer who has genuinely run software in production — deployments, incidents, on-call. And a black-belt prompter. I mean that as a level, not a flourish. The tell: if you watch other developers work in AI environments and feel real frustration — everyone prompts, most prompt badly — and you have quietly built your own standing rule files, your own context discipline, your own reusable prompt library, then you already know what I am describing. That is the rarer of the two skills, and the one I weight hardest.\n\nUnder the product, 60+ specialist agents run continuous extraction over each customer's documents and sessions into a persistent, per-company memory: every fact dated and traced to its source sentence, contradictions kept rather than overwritten — a discipline we call Total Capture. Patent-pending since July, in context engineering.\n\nStack: TypeScript throughout. A NestJS API plus a separate NestJS worker on Railway, Next.js 16 / React 19 on Vercel, Postgres with Prisma, Redis and BullMQ, Pinecone, S3-compatible storage. Agents are LangChain.js / LangGraph ReAct agents on Anthropic Claude across three model tiers, with OpenAI embeddings. Every prompt body and model config lives in one versioned master file synced to LangSmith, never hardcoded in TypeScript.\n\nI am the founder, and not an engineer — thirty years a strategy consultant, first terminal at the end of 2022. A contract developer built the first ~20,000 lines between December and February. Since February I have been the only developer, and it is now about 264,000 lines of TypeScript. I wrote the prompts first, 18,500 lines across 79 agent files, and the code came after to serve them.\n\nThat was the environment, not me: 45 interconnected instruction files deploying sub-agents, around 300,000 words of standing rules, orchestrated by one always-on kernel that classifies each session, auto-attaches the rules matching the files being touched, and generates sub-agentic plans for the work.\n\nCompensation is the honest startup shape: generous equity, austerity salary. No number here — it is set against what you currently earn, and that is a conversation rather than a billboard.\n\nFull posting: https://boss-iq.com/cto-partner.html\n\nApply: https://boss-iq.com/apply-cto.html — one question at a time, ending by asking you to write the prompts you would use on day one, not code. I read every one myself.\n\nOr write to me directly: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_a6d6dae0f7f68ab2a4ae",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes web-interface work and emphasizes UI/UX simplicity, but it does not explicitly mention accessibility. It also includes substantial broader platform responsibilities.",
    "evidence": [
      "- The Stack: C#/.NET, gRPC, SolidJS/TypeScript, and PostgreSQL, built with strict domain-driven design and rigorous testing.",
      "Strong UI/UX experience with an obsession for user simplicity is a must."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether interface work includes accessibility requirements."
    ]
  },
  "posting": {
    "title": "Lead Founding Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_cb71141a3818488d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Sugar Land / Houston, TX (HYBRID)"
      ],
      "evidence_ids": [
        "ev_5e4b3271a9b2e65e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 120000.0,
        "period": null,
        "currency": "USD",
        "original": "$120k–$160k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_9098bfbb0501e77e"
      ]
    },
    "skills": [
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "dotnet",
        "label": ".NET"
      },
      {
        "id": "grpc",
        "label": "gRPC"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Axo | Lead Founding Engineer | Sugar Land / Houston, TX (HYBRID) | Full-time | $120k–$160k + Founding Equity\n\nWant to help out healthcare providers? Clinicians using our software are already saving hours a day and loving their job again. We are building Axo to make the software layer as invisible and ambient as possible, letting clinicians direct 100% of their attention to patients rather than screens.\n\nOur first market is orthotics and prosthetics (O&P), the field designing braces and artificial limbs that restore human mobility and underserved by the tech sector. You’ll join as a founding engineer working directly with myself (former Google SWE) and my co-founder (one of the US's best known O&P clinicians), and small engineering team we want to grow.\n\nYou will own massive surfaces end-to-end, making foundational architectural decisions for our entire platform. We've got a massive pipeline ahead and need your help to build it. And we participate in humanitarian missions to expand prosthetic access in critical parts of the world like Ukraine and Sri Lanka.\n\n- The Stack: C#/.NET, gRPC, SolidJS/TypeScript, and PostgreSQL, built with strict domain-driven design and rigorous testing.\n\n- How we work: Flexibility! Love AI-assisted speed coding? Go for it. Prefer to write by hand because your mental model is faster than prompting? Perfect. We only care about delivering safely and quickly.\n\n- Requirements: Senior-level depth with production systems, a strong habit of domain modeling, and a philosophy that defaults to simplicity. Strong UI/UX experience with an obsession for user simplicity is a must.\n\nTo apply, email me directly at [email protected] with a short story about a favorite technical challenge you solved end-to-end. Please put \"HN\" in the subject line! MUST be in Texas."
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_ab316083952e42fd07fc",
    "grade": 0,
    "confidence": "high",
    "reason": "The senior analytics role matches the requested work, but it is restricted to US/Canada rather than allowing remote work from Mexico.",
    "evidence": [
      "Sr./Staff Analytics & Data Architecture Engineer (US/Canada)",
      "REMOTE (US/Canada/Brazil/Poland/UK/India)"
    ],
    "unmet_requirements": [
      "Eligibility to work remotely from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Sr./Staff Security Engineer (Brazil); Sr./Staff Analytics & Data Architecture Engineer (US/Canada); Sr./Staff Java Backend Engineer (Brazil/Poland); Staff Web SDK Engineer (US/Brazil/India/Canada/Poland/UK) (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_46654a1e869b38aa"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US/Canada/Brazil/Poland/UK/India)"
      ],
      "evidence_ids": [
        "ev_dad68d33846602fd"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA",
        "BR",
        "PL",
        "GB",
        "IN"
      ],
      "evidence_ids": [
        "ev_39e215af5c506f8a",
        "ev_90690f0e84088e67",
        "ev_d48a7d66339c6c3e",
        "ev_9bee94e26869c1e0",
        "ev_ba929ac1d2242011",
        "ev_95cd44a1d8cf84e5"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Oscilar.com | Sr/Staff Software Engineers, Security Engineer, Data Scientist | REMOTE (US/Canada/Brazil/Poland/UK/India)\n\nFull-time AI Risk Decisioning™ platform that helps organizations manage onboarding, fraud, credit, and compliance risks\n\nOpen roles:\n\n- Sr./Staff Security Engineer (Brazil)\n- Sr./Staff Analytics & Data Architecture Engineer (US/Canada)\n- Sr./Staff Java Backend Engineer (Brazil/Poland)\n- Staff Web SDK Engineer (US/Brazil/India/Canada/Poland/UK)\n- Data Scientist (US/Canada)\n\napply at: https://jobs.ashbyhq.com/oscilar?utm_source=HackerNews"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_95a2ef88910718673724",
    "grade": 1,
    "confidence": "high",
    "reason": "The product manager role includes user engagement and shaping developer experience, but the posting does not offer a UX/product designer role or explicitly describe user research or hands-on design responsibilities.",
    "evidence": [
      "Product Manager — Own product areas end-to-end, working closely with engineering and design to shape the roadmap and deliver a great developer experience.",
      "Engage with users, translate real-world use cases into product decisions, and help define how modern data infrastructure should feel to build with."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "UX/product design responsibilities",
      "User research responsibilities"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_bac647873fe938b7"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US-Based / Remote"
      ],
      "evidence_ids": [
        "ev_45d6ce2d0182fc4a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_483ee7378ef17f53"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Estuary | US-Based / Remote | Full-time – https://estuary.dev/\n\nEstuary is a VC-backed, post–Series A startup powering right-time data replication and transform — from sub-second CDC replication to terabyte-scale OLAP data flows. We're open-source, developer-first, and focused on making data movement radically simpler across both our Platform and Applications layers.\n\nWe're hiring for:\n\nHead of Engineering — Own the engineering function end-to-end as a partner to our founder CTO: strategy, people, delivery, and operations across a compact but high-leverage team. You'll grow the leaders already running our teams, set technical strategy jointly with the CTO, and be accountable for what engineering ships and what it costs.\n\nProduct Manager — Own product areas end-to-end, working closely with engineering and design to shape the roadmap and deliver a great developer experience. Engage with users, translate real-world use cases into product decisions, and help define how modern data infrastructure should feel to build with.\n\nCustomer Success Manager — Own the post-sale relationship for our data engineering and platform customers as our first CS hire. You'll build onboarding, account health monitoring, and the expansion playbook from scratch while staying technical enough to resolve most issues yourself.\n\nTechnical Product Marketing Manager — Founding product marketing hire working closely with Estuary's Head of Marketing and Developer Relations team. Help shape how we position and communicate the platform to technical audiences through product launches, messaging, technical content, demos, customer stories, and developer-facing campaigns.\n\nSenior Growth Marketer, Content & Video — Take the technical content our team already produces and multiply its reach: slicing long-form posts into social, video, and email, running our webinar program, and owning our social and lifecycle channels. You're a hands-on writer, designer, and video editor who knows how to turn one strong piece into a dozen that actually get seen.\n\nSenior Compliance Engineer — Own our GDPR and PCI DSS programs while keeping our audited SOC 2 and HIPAA programs running smoothly, alongside hands-on ownership of identity, endpoint, and SaaS estate management. This is a governance-first role for someone who has run a compliance program end-to-end, not just contributed to one.\n\nWhat we're looking for: People who care about building reliable, maintainable systems and processes and enjoy working with complex APIs, data flows, or customer relationships. We value curiosity, clear communication, and a willingness to learn.\n\nBonus points for experience with CDC tools, open source contributions, or fast-paced startups.\n\nTo apply: Email your resume to [email protected]"
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_88a57f47783c8139c44a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for senior-level engineering, not developer education, and its stated eligible countries are US and GB, excluding Mexico. Remote candidates are welcome, but that does not establish Mexico eligibility.",
    "evidence": [
      "Software Engineers (Senior, Staff, Principal)",
      "We're hiring across compute, security, platform engineering, network and edge protocols, release engineering, network architecture, client services engineering, and more.",
      "Onsite preferred, but remote candidates with a strong fit are welcome!"
    ],
    "unmet_requirements": [
      "Developer educator work",
      "Eligibility to work remotely from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineers (Senior, Staff, Principal)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_1ac185252edabcff",
        "ev_40f47d486b0556d2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US, UK, EU, APAC ONSITE PREFERRED"
      ],
      "evidence_ids": [
        "ev_c8e56b5aa93afc4a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "GB"
      ],
      "evidence_ids": [
        "ev_15b689d108c623f6",
        "ev_e6c389d22ff8dc8b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "webassembly",
        "label": "WebAssembly"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "*Fastly | Software Engineers (Senior, Staff, Principal) | US, UK, EU, APAC ONSITE PREFERRED | Full-time*\n\nWhen you look at the headers of major websites, you’ll see us. If it has to be performant, secure, scaled worldwide, and always-on, it uses Fastly.\n\nWe're a global edge cloud platform for performance and security, emphasizing open standards, sustainable engineering, and resilience-by-design.\n\nWe're hiring across compute, security, platform engineering, network and edge protocols, release engineering, network architecture, client services engineering, and more.\n\nOnsite preferred, but remote candidates with a strong fit are welcome!\n\nRather than building walled gardens, we co-founded the Bytecode Alliance, heavily upstream our work to open standards, actively author IETF drafts, and power the global infrastructure for open-source Python, Rust, Ruby, OpenStreetMap, and much more.\n\n* The Stack: Rust, C/C++, Go, Javascript, Typescript, WebAssembly (Wasm/WASI), Wasmtime, Cranelift, eBPF/XDP, QUIC, HTTP, TLS, TCP, Varnish/VCL, Linux kernel internals, distributed systems, professional services.\n* Apply: https://www.fastly.com/about/careers"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_aa8f60ec42678fe08445",
    "grade": 0,
    "confidence": "high",
    "reason": "The work is backend engineering and remote, but the explicitly senior role requiring shipped production systems conflicts with the junior requirement. Mexico eligibility and a no-degree policy are unstated.",
    "evidence": [
      "Senior Backend Engineer, Payments, Ledger & Provable Fairness",
      "Must have shipped: a double-entry ledger or equivalent money system in production, a payment integration including webhook idempotency, auth and sessions you built and operated, and infrastructure you owned end to end."
    ],
    "unmet_requirements": [
      "Junior backend engineer role"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Backend Engineer, Payments, Ledger & Provable Fairness",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_589f6823e5f8dbd2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (2h overlap with US Pacific)"
      ],
      "evidence_ids": [
        "ev_243150baa35dd729"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160.0,
        "min": 120.0,
        "period": "hour",
        "currency": "USD",
        "original": "$120-160/hr",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_35ed8359d68e38fb"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Noricum | Senior Backend Engineer, Payments, Ledger & Provable Fairness | REMOTE (2h overlap with US Pacific) | Contract to permanent | $120-160/hr | Start by 14 Sep\n\nI'm the founder of Noricum where we build platforms – currently the money infrastructure, ledger, engine and payment rails behind a pre-launch wagering platform with a Steam skins economy. The games, a cashier and a bet ledger are built and live as a front end, with written specs for the server contract: ledger schema, refusal table, round lifecycle, every game's arithmetic. Processing and licensing are secured. The server does not exist. That is the job. You would own:\n\n- A server-authoritative game engine - seeds, nonces, outcome computation\n- A double-entry ledger where balance is derived and no client write can change it\n- Server-side enforcement of every limit and refusal\n- Payment rails idempotent under duplicated webhooks\n- Seed custody and the provably-fair lifecycle\n- An affiliate system with referral attribution and commission payouts\n\nMust have shipped: a double-entry ledger or equivalent money system in production, a payment integration including webhook idempotency, auth and sessions you built and operated, and infrastructure you owned end to end. Provably-fair systems, settlement-side gaming or trading infra, or Steam trade automation all stand out.\n\nEmail [email protected] with your start date and a few lines on the last money system you shipped - what it guaranteed, and how you knew it held."
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_a3a0c3c37a9f04f51c1a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires US residence, conflicting with remote work from Mexico and the exclusion of US-resident-only jobs. Its platform engineering duties also only partially overlap analytics engineering.",
    "evidence": [
      "Sorry, given our industry and size, you must be in the US and able to work without visa sponsorship.",
      "- data engineering and operational support"
    ],
    "unmet_requirements": [
      "Remote work eligibility from Mexico",
      "Exclude jobs restricted to US residents"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Staff Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7c20626ec1629770"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_30e36e02b7b0e18a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_126799f0306ad698"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "airflow",
        "label": "Airflow"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Enrollment123 | https://e123insurtech.com | Staff Platform Engineer | REMOTE (US) | Full-time\n\nWe are SaaS platform that connects Insurance Carriers, Agencies and Agents, and enables sales to consumers.\n\nMy team is hiring a Staff Platform Engineer to keep things running smoothly and help our engineers modernize and build new products.\n\nWe are responsible for:\n\n- security for PCI and HIPAA data\n- AWS infrastructure that serves millions of people every month\n- developer tools and infrastructure to allow our teams to deliver\n- data engineering and operational support\n- automation, monitoring, and on-call rotations (especially during Open Enrollment!)\n\nOur stacks include:\n\n(70% --) SQL Server + ColdFusion\n(25% ++) Postgres + node/typescript\n(5%) Airflow + python\n\nIt's not a flashy product or stack I'll admit, but we have a lot of opportunities to improve the product and a lot of growth potential to expand our impact. Happy to tell you more!\n\nIf you're interested, email me at [email protected] with your honest, hand-written resume. I don't want some super polished AI bullshit, show me your real experience! The interview process is hopefully short and sweet: 1) meet with me for a quick intro to ensure we'll be a good mutual fit, 2) advance to a technical interview with the team, then 3) a last culture + company info session so you have all the info to make a decision.\n\nSorry, given our industry and size, you must be in the US and able to work without visa sponsorship."
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_a0c3f4dd2642b0fdccd5",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is quantitative research in energy trading, not Swift iOS mobile engineering.",
    "evidence": [
      "We are hiring a mid-level quantitative researcher; the ideal candidate is process oriented and has a team-first approach.",
      "- 3+ years of experience trading virtuals/PTPs/FTRs on US ISOs (experience with PJM strongly preferred)"
    ],
    "unmet_requirements": [
      "Swift iOS mobile engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Quantitative Researcher",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_51c6801d9dfc1a8b",
        "ev_1a54a74e1cff0cdc",
        "ev_7882b3593d9e358c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "SF / Seattle / US"
      ],
      "evidence_ids": [
        "ev_e3b58703f67a1721"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9a28da242b8b2d80"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 375000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k - $375k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_4ca7abbdbfd95b4f"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Amplify Renewables | Quantitative Researcher | SF / Seattle / US | Hybrid (Remote Possible) | Full-Time | $200k - $375k (all cash) | https://www.amplifyrenewables.com\n\nWe're a systematic energy trading company trading virtuals and PTPs across the US. We are hiring a mid-level quantitative researcher; the ideal candidate is process oriented and has a team-first approach. You would work closely together with the founders to build out our expansion in the US with focus on PJM. Our team is ex-D.E. Shaw, Optiver, and Stanford. We're bootstrapped, profitable, and growing. Compensation is all-cash and paid from company profits, not venture funding.\n\nWhat we're looking for:\n\n- 3+ years of experience trading virtuals/PTPs/FTRs on US ISOs (experience with PJM strongly preferred)\n\n- Fluent Python skills (e.g. numpy, matplotlib, pandas, or similar)\n\n- Fluency with statistics (e.g., sampling, biases, t-stats)\n\n- Crisp written communication — we're deep-work focused and async-heavy\n\nNice to have: experience with LLM-assisted development, experience building quantitative trading algorithms\n\nHybrid, based in San Francisco or Seattle. Fully remote US-based exceptions can be made if the candidate is a particularly strong/good fit. Candidates are expected to work in person 3 days a week.\n\nApply: email [email protected] with resume + an (optional) short note on a research project you’ve owned end-to-end; we’re interested in how you generated the idea, tested it, communicated to others, and implemented it. Please mention HN.\n\nSearch terms: quantitative trading, energy, power markets, ISO, forecasting, electricity, PJM"
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_b5562227d6b18635843a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for C#/.NET software development, not developer education or documentation work.",
    "evidence": [
      "We're hiring 4 C#/.NET developers."
    ],
    "unmet_requirements": [
      "Developer education or documentation duties"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Developer C#/.NET (4 openings)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_a1ce09033675a0bd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Isny im Allgäu, Germany"
      ],
      "evidence_ids": [
        "ev_85f7c69f6c04a79b"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_e1e034353801baa6"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "dotnet",
        "label": ".NET"
      }
    ],
    "role_kind": "single_role",
    "description": "motan | Software Developer C#/.NET (4 openings) | Isny im Allgäu, Germany | ONSITE (partial home office) | Full-time | NO VISA (EU work authorisation required)\n\nmotan builds the equipment that feeds plastics processing - drying, mixing and conveying material into injection molding and extrusion machines. Our equipment runs in manufacturing worldwide.\n\nWe're hiring 4 C#/.NET developers.\n\nFull job posting: https://www.motan-group.com/en/news/career/jobs/detail/softw...\n\nI'm the architect of the software platform. My mail is in my profile - write me directly if you are interested or have questions."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_a801ed0c76acd675c391",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds backend infrastructure and developer tooling, not business-data revenue reporting or dashboards.",
    "evidence": [
      "You'd build for other engineers: the paved-road patterns under our Python/Flask API layer (REST + GraphQL, auth, permissions, migrations), the Flask→FastAPI path, production observability standards, and our AI dev platform — DevDawg (cloud dev environments for the whole stack) and Spice (our agent layer that already auto-approves simple PRs)."
    ],
    "unmet_requirements": [
      "Work transforming business data into revenue reports and dashboards."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior/Staff Backend Engineer, Backend Platform",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7b88964c621ca994"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_39d7a9234b8f8524"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Remote (US) Close (https://close.com) | Senior/Staff Backend Engineer, Backend Platform | Full-time\n\nWe're bootstrapped, profitable, and 130 people, all remote, building an AI-powered CRM. We're spinning up a new Backend Platforms team and you'd be one of the first hires — unusual influence over what it owns.\n\nYou'd build for other engineers: the paved-road patterns under our Python/Flask API layer (REST + GraphQL, auth, permissions, migrations), the Flask→FastAPI path, production observability standards, and our AI dev platform — DevDawg (cloud dev environments for the whole stack) and Spice (our agent layer that already auto-approves simple PRs). Making Spice safe across more of our review surface is the team's biggest project.\n\nStack: Python, Flask, FastAPI, GraphQL, TaskTiger, Rust, TypeScript, Kafka, Redis, MongoDB, PostgreSQL, Elasticsearch, Docker, Kubernetes, AWS.\n\nLooking for: deep Python, shipped LLM/agentic work to real users, daily coding-agent use with a real POV, strong observability and API design instincts.\n\nAlso: ~5 weeks PTO + winter break, optional 4-day week at 80% pay, 1-month sabbatical every 5 years, 99% of medical premiums covered, 401k match to 6%.\n\nOur code: https://github.com/closeio (TaskTiger, SocketShark, ciso8601)\nEng blog: https://making.close.com\nApply: https://jobs.ashbyhq.com/close/5bf4629b-d2ee-4129-980f-e31b9..."
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_aa9cae6bb5f735aeecba",
    "grade": 1,
    "confidence": "high",
    "reason": "The data engineering role involves data and stakeholder needs, but the posting does not establish SQL, dbt, or analytics engineering duties.",
    "evidence": [
      "Data Engineer",
      "Working with stakeholders--and understanding what their pain points are--is more important than optimizing a query."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "SQL use",
      "dbt use",
      "Analytics engineering duties"
    ]
  },
  "posting": {
    "title": "Data Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_f3db8384af755849"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid NYC"
      ],
      "evidence_ids": [
        "ev_d17b7b582d47afcc"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Cerity Partners (https://ceritypartners.com) | Data Engineer | Full Time | Hybrid NYC\n\nWe are a RIA looking for an incredibly inquisitive person who enjoys rolling their sleeves up and diving into data. Technology is only part of the role. Working with stakeholders--and understanding what their pain points are--is more important than optimizing a query.\n\nhttps://ceritypartners.wd12.myworkdayjobs.com/en-US/ceritypa..."
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_ac77b685b8c0e8c77bc8",
    "grade": 1,
    "confidence": "high",
    "reason": "The DevSecOps work overlaps with cloud infrastructure and incident response, but focuses on security rather than container-cluster reliability or operational outage response.",
    "evidence": [
      "DevSecOps Engineer: own security architecture for AI agent infra — threat models, agent permissioning, secure CI/CD, detection/IR for AI-native threats, HIPAA-aligned data governance.",
      "~6+ years security eng, GCP, IaC, hands-on incident response."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Responsibility for container-cluster reliability",
      "Responsibility for cloud deployment availability and operational outage response"
    ]
  },
  "posting": {
    "title": "Senior Software/AI Engineer + DevSecOps Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_407becd6b1ed7506"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC, ONSITE 3-4 days/wk"
      ],
      "evidence_ids": [
        "ev_0b072943b77dac5c"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180-200K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_7d658fd214f68018"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Pathos AI | Senior Software/AI Engineer + DevSecOps Engineer | NYC, ONSITE 3-4 days/wk | Full-time | $180-200K + equity | VISA (transfer only)\n\nPathos is building Foundry, an AI-native platform pairing the largest foundation model in oncology with 200+ petabytes of multimodal patient data. Backed by a $365M Series D; pipeline now spans 4 clinical assets, including new licensing deals with AstraZeneca and Alphamabs. Small teams of 2-4 experts orchestrate hundreds of AI agents. NY-based candidates preferred. https://pathos.com\n\nSenior Software/AI Engineer: build AI agents/copilots for BD, clinical, comp bio, and lab teams, MCP-style servers, pipelines into a governed knowledge graph. ~6-8+ years, Python + TypeScript, shipped LLM workflows to production (LangGraph), own services end-to-end.\n\nDevSecOps Engineer: own security architecture for AI agent infra — threat models, agent permissioning, secure CI/CD, detection/IR for AI-native threats, HIPAA-aligned data governance. ~6+ years security eng, GCP, IaC, hands-on incident response.\n\nApply: [email protected] — one sentence on relevant production work you've shipped."
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_b4a60422df7d064fd16f",
    "grade": 1,
    "confidence": "high",
    "reason": "The remote worldwide Brand Designer - Web opening is plausibly adjacent to product design and supports working remotely from Mexico, but product-design duties, junior seniority, and a no-degree policy are not stated.",
    "evidence": [
      "+Brand Designer - Web:",
      "REMOTE (Worldwide)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the Brand Designer - Web role involves product-design work",
      "Whether the design role accepts junior candidates",
      "Whether a university degree is not required"
    ]
  },
  "posting": {
    "title": "+Senior Product Engineer (full-stack); +Brand Designer - Web; +Senior Growth Marketer; +Senior Product Marketer (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d592542cb93b6e24"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Worldwide)"
      ],
      "evidence_ids": [
        "ev_5cc4038f6e04ab0f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_522bffffe485459a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Railway | Senior Product Eng (full-stack), Brand Designer - Web, Senior Growth Marketer, Senior Product Marketer, Account Executive, Scale| REMOTE (Worldwide) | https://railway.com/careers\n\nDo you feel scared and alone when opening the AWS console? Do you wish you could just tell Claude to manage your infra, and it would just work? Do you dream of a future where software is abundant and developers and normies alike are free to build their wildest dreams?\n\nWe're Railway, and we think infrastructure can be better. We're working at the forefront distributed systems engineering, interface design, and agentic computing to bring about the infrastructure platform we've always wanted. So far we've built out a platform loved by 3M+ users and we're just getting started.\n\nFair warning! The problems are complex: racking and stacking servers, home-rolled hypervisors, cut-above container orchestration, over/under/whateverlay networks, virtio device drivers, edge proxies, IAM that doesn't suck, kitchen sinks - we need to build it and we're looking for likeminded individuals who think this stuff is fun.\n\nFive open roles (apply below!):\n\n+Senior Product Engineer (full-stack):\n-Apply here: (https://railway.com/careers/full-stack)\n\n+Brand Designer - Web:\n-Apply here: (https://railway.com/careers/brand-designer-web)\n\n+Senior Growth Marketer:\n-Apply here: (https://railway.com/careers/growth-marketer)\n\n+Senior Product Marketer:\n-Apply here: (https://railway.com/careers/product-marketer)\n\n+Account Executive, Scale\n-Apply here: (https://railway.com/careers/account-executive-scale)"
  }
}

{
  "judgment": {
    "query_id": "tools_intent",
    "job_id": "job_af49989016ab1500ad9f",
    "grade": 2,
    "confidence": "high",
    "reason": "The posting explicitly includes a compiler software engineering role, matching the requested work improving software-building tools for programmers. The request does not require both compiler and command-line tool duties.",
    "evidence": [
      "Senior Software Engineer, Compiler: https://jobs.ashbyhq.com/category-labs/e5c34899-cea1-4d25-be..."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f8c49ac557b63adf"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote and NYC"
      ],
      "evidence_ids": [
        "ev_4eb853fb57e22617"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Category Labs | https://www.category.xyz/ | Remote and NYC | Full Time | $200K USD+\n\nCategory Labs (formerly known as Monad Labs) is a team of systems engineers and researchers on a mission to design and build at the frontier of decentralized technology. We strive to design and build step-function improvements over existing blockchain solutions. After raising $225M in series A funding, led by Paradigm, we are growing our team.\n\nWe’re the team behind Monad, a high-performance, EVM-compatible Layer 1 whose public mainnet is now live. We write the core software that runs it: a parallel-execution EVM, a custom state database, and a BFT consensus client, all developed in the open.\n\nRecruiting outreach from Category Labs will always come from a @category.xyz email address. We currently don't work with external or third-party recruiters, so anyone claiming to recruit for Category Labs from another company isn't legitimate. If someone reaches out about a role, check their email address and confirm the role on our Careers Page: www.category.xyz/category-careers.\n\nSenior DevOps / Infrastructure Engineer: https://jobs.ashbyhq.com/category-labs/55b5fe17-e7b4-4679-b4...\n\nSenior Software Engineer (C++ / Rust): https://jobs.ashbyhq.com/category-labs/a0af69a1-8a77-4bda-b5...\n\nSenior Software Engineer, Formal Verification: https://jobs.ashbyhq.com/category-labs/4717412e-8243-4eb9-be...\n\nSenior Software Engineer, Compiler: https://jobs.ashbyhq.com/category-labs/e5c34899-cea1-4d25-be..."
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_b84888f956ba712d623c",
    "grade": 0,
    "confidence": "high",
    "reason": "The role centers on C++ software platform development, not developer education or documentation. Sharing knowledge with teammates does not establish education or documentation duties.",
    "evidence": [
      "-You will write clean, maintainable, and scalable code in C++ and share your knowledge with the team.",
      "You will contribute to the development and enhancement of our company-wide software platform"
    ],
    "unmet_requirements": [
      "Developer education or documentation work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "(Senior) Software Engineer – Platform Development",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_9ade1a796baa8906",
        "ev_7bc899035b81e438"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Bergisch Gladbach, Germany",
        "ONSITE or PARTIALLY REMOTE"
      ],
      "evidence_ids": [
        "ev_f660b5835474b6cc",
        "ev_f6edeb30a9a60ad7"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_399869f2e36e9b75"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Miltenyi Biotec | (Senior) Software Engineer – Platform Development | Bergisch Gladbach, Germany | ONSITE or PARTIALLY REMOTE | Full-time\n\nFor 35 years, Miltenyi Biotec has been developing innovative medical devices to empower biomedical research and advance medical treatments. This is how we are pushing the boundaries of cell and gene therapy and personalized medicine. To realize our vision, we combine sophisticated research with advanced engineering solutions in agile software development, data science, internet of things, artificial intelligence and connectivity. Today, more than 4,800 experts from over 50 countries contribute to breakthrough innovations and sustainable success.\n\nWe are looking for a (Senior) Software Engineer in Platform Development. You will contribute to the development and enhancement of our company-wide software platform, playing a key role in implementing a state-of-the-art technology platform for software development in our medical GMP (Good Manufacturing Practice) and RUO (Research Use Only) instruments. In this role, you will take on significant technical responsibilities and act as a key point of contact for collaboration with various teams and stakeholders.\n\n- You will contribute to the platform roadmap and its implementation, collaborating with project and program managers, software architects, feature owners, requirements engineers, UX/UI designers, developers, and testers. You will drive the platform’s technical advancement and ensure high-quality, on-time delivery.\n\n- You will continuously advance the software platform by developing innovative solutions used across software and instrument products while driving our transition to an AI-first engineering and development approach.\n\n-You will write clean, maintainable, and scalable code in C++ and share your knowledge with the team.\n\n- You will collaborate closely with other departments in our interdisciplinary and international environment, including other software development teams, biologists, IT, Quality, Regulatory Affairs, Service, and Marketing.\n\n- You will support communication with external stakeholders, contribute to critical business decisions, and provide input and ideas to shape the future of our global software development organization.\n\nIf this interests you, apply here: https://www.miltenyibiotec.com/DE-en/about-us/careers/open-p..."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_b91dbe15612018a279b7",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks software engineers for application development and AI model evaluation, not business-data analysis or revenue reporting and dashboards.",
    "evidence": [
      "Back-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4",
      "our current work would especially benefit from from ai-forward senior engineering expertise that can design RL benchmarks, red-team model outputs, and create rubrics to evaluate and enhance the agentic coding capabilities of various frontier models."
    ],
    "unmet_requirements": [
      "Work transforming business data into revenue reports and dashboards."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Back-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_feb5f0be82a34610",
        "ev_b778c37d031fc41e",
        "ev_28a216b5ceb39dcf"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US – Remote and Hybrid"
      ],
      "evidence_ids": [
        "ev_d8f2d3f855f4a312"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_5a059bfa2d8b5394"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 264000.0,
        "min": 140000.0,
        "period": "year",
        "currency": "USD",
        "original": "$140K-$264K annual",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2eff3b284d40dddd"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Prophet Town LLC | Various Software Engineering Roles | US – Remote and Hybrid | English fluency required | Full-time | $140K-$264K annual total comp (multiple)\n\nWe are a people-first, boutique tech agency creating on-demand teams and software solutions for long-standing clients. These clients trust us to practice engineering excellence as though we were members of their own staff. Our leadership team is ex-Fortune 100 with software engineering backgrounds: we’re still coding. Notable recent projects include a gigantic ERP migration for Anduril, and working with Surge Labs to help develop some of the frontier LLM models from the big guys themselves (yes, seriously). This is a remote-first agency, but some projects involve onsite work.\n\nI’m the founder and CEO, and I’m trying to do what I call “enlightened business”. I take responsibility for both staff and clients, and I look for people who approach their work with a similar sense of ownership.\n\nFor September 2026: our current work would especially benefit from from ai-forward senior engineering expertise that can design RL benchmarks, red-team model outputs, and create rubrics to evaluate and enhance the agentic coding capabilities of various frontier models. We received 216 applications in our August posting, and issued offers to approximately 10 (still following up with a few).\n\nApplicants must meet a high bar - I intend to have a personal relationship with every hire. In return you’ll get:\n\n* Flexibility and a low-bureaucracy environment\n\n* Clients that won’t treat the vendor like “the B Team”\n\n* The chance to act as a code architect, not just implement tickets\n\n* Exposure to a wide variety of industries and modern challenges\n\n* Me as your personal champion and advocate\n\nFeel free to submit, even if you already did in the past.\n\nCurrent roles available:\n\nBack-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4\n(Typescript/Javascript, React, NextJS; Ruby on Rails; Python; DevOps, and third-party API integrations)\n\nTier 3 roles are typically 5-10 years experience with $140-$180K total comp. Tier 4 roles are 11-20 years experience, $210-$264K total comp. Higher tiers exist, and we always welcome exceptional applications.\n\nPlease apply using this Google Form: https://forms.gle/tZwq7j2Ldwcas1wb7."
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_c33eb0ca3b0bf614c2e1",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting focuses on machine learning and biopharma data harmonization, not Swift or iOS mobile engineering.",
    "evidence": [
      "- Data harmonization and curation\n- Machine learning and predictive modeling"
    ],
    "unmet_requirements": [
      "Swift iOS mobile engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software Engineer, Software Engineer, Senior AI Researcher, AI Researcher",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_185ddddb197e51b7",
        "ev_1e4d3cfbeda94c80"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Cambridge, MA, Bethesda, MD",
        "ONSITE (US, hybrid)"
      ],
      "evidence_ids": [
        "ev_b3e61f8ba539a02c",
        "ev_d5b17fc41f603186"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_fc2ed5e74184bd77"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Netrias | Senior Software Engineer, Software Engineer, Senior AI Researcher, AI Researcher | Cambridge, MA, Bethesda, MD | ONSITE (US, hybrid) | Full-time | www.netrias.com/careers\n\nNetrias is a fast-growing Artificial Intelligence (AI) company that specializes in the application of machine learning models for data harmonization and curation. We apply these technologies within the biopharma and life sciences domains, and are increasingly expanding the domains and applications we can apply them to.\n\nWe are hiring across several positions - from entry level to senior - to support the development and deployment of technology for our biopharma and life sciences customers focusing on:\n\n- Data harmonization and curation\n- Machine learning and predictive modeling\n\nWe have several new, exciting efforts that we are looking for support on. Are you, or someone you know, passionate about multi-omics data integration and AI-ready data? If so, please reach out!\n\nTo learn more and apply:\n\nwww.netrias.com/careers"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_b1c34142321b3f750090",
    "grade": 0,
    "confidence": "high",
    "reason": "This is a hybrid ML/AI engineering role requiring work in Leuven, not a remote-from-Mexico analytics engineering job. Seniority is not specified.",
    "evidence": [
      "Klassif.ai | ML/AI Engineer | Hybrid (Leuven, Belgium; remote 3 days/week)",
      "You’ve fine-tuned LLMs, even just for fun"
    ],
    "unmet_requirements": [
      "Remote work from Mexico: the role requires hybrid work in Leuven, Belgium.",
      "Analytics engineering work: the stated duties focus on ML/AI engineering."
    ],
    "unknown_requirements": [
      "Senior-level role"
    ]
  },
  "posting": {
    "title": "ML/AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_e0ede6f91b0af44b",
        "ev_1fe9207f210f1e30"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid (Leuven, Belgium; remote 3 days/week)"
      ],
      "evidence_ids": [
        "ev_823c94d501f01aec"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "BE"
      ],
      "evidence_ids": [
        "ev_2099abcc84a42192"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Klassif.ai | ML/AI Engineer | Hybrid (Leuven, Belgium; remote 3 days/week)\n\nWe started off naively as just another intelligent document processing SaaS. Years of experience have shown us where the real pain points and value lies. Join my AI team and be horrified by how many critical business processes rely on email. Then help me execute on our ambitious roadmap!\n\nIf you find yourself nodding along with the following statements, you may be a good fit:\n\n- You enjoy getting your work into the hands of users\n\n- You’re okay debugging a stray tensor in the morning and designing services in the afternoon\n\n- You care about the field of AI and interact with its community\n\n- You can ‘sense’ when a loss curve is doomed\n\n- You’ve fine-tuned LLMs, even just for fun\n\n- You’ve been thinking a lot about agents lately, for some reason\n\n- You don’t mind the odd bit of customer support (it’s where we get our best insights!)\n\nAll credentials welcome, including recent graduates. We’ll shape the role around you. What matters is creativity and visible engagement with the field.\n\nWho may apply: EU citizens or holders of a Belgian work permit. (Everything else is more admin than we have time for.)\n\nhttps://klassif.ai/careers/ai-ml-engineer"
  }
}

{
  "judgment": {
    "query_id": "frontend_exclusion",
    "job_id": "job_bee8e084ff439dcad167",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting includes a senior frontend role, but explicitly requires onsite work in New York, conflicting with remote work from Mexico. Mexico eligibility and US-residency restrictions are not stated.",
    "evidence": [
      "3. Senior Frontend Engineer - $125K-245K + equity",
      "NYC Onsite Roles | apply at: https://jobs.ashbyhq.com/permitflow?departmentId=d33195eb-89..."
    ],
    "unmet_requirements": [
      "Remote work from Mexico"
    ],
    "unknown_requirements": [
      "Eligibility to work from Mexico",
      "Whether the job is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Staff Software Engineer - $200K-275K + equity; Fullstack Software Engineer - $125-245K + equity; Senior Frontend Engineer - $125K-245K + equity; 1. Staff Software Engineer - $200K-275K + equity (+2)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_600c68ba4d17ff08"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY"
      ],
      "evidence_ids": [
        "ev_d2310f449f525545"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "PermitFlow (YC W22) | Staff, Fullstack & Frontend Software Engineers | New York, NY | ONSITE | Full-time | https://permitflow.com\nPermitFlow’s mission is to streamline and simplify construction permitting in the $1.6 trillion United States construction market. Our software reduces time to permit, supporting permitting end-to-end including permit research, application preparation, submission, and monitoring.\n\nWe recently raised a $54M Series B led by Accel with participation from Kleiner Perkins, Felicis, Altos Ventures, and YC.\n\nPermitting is a challenging yet interesting problem; thousands of municipalities across the United States have their own processes and requirements - many which are continually updating. Software, AI, and LLMs provide an exciting opportunity for us to reason at scale and distill a nuanced and localized permitting process into a standard and streamlined experience for our customers.\n\nWe're looking for customer-obsessed, ambitious, and hard-working teammates who are excited about solving a real-world problem with technology at its helm.\n\nNYC Onsite Roles | apply at: https://jobs.ashbyhq.com/permitflow?departmentId=d33195eb-89...\n\n1. Staff Software Engineer - $200K-275K + equity\n\n2. Fullstack Software Engineer - $125-245K + equity\n\n3. Senior Frontend Engineer - $125K-245K + equity\n\nhttps://permitflow.com/hiring"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_bc07fd76c9565fc34724",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for staff/principal software engineering on industrial analytics products, not business revenue reporting or dashboard development.",
    "evidence": [
      "Staff/Principal Software Engineer (Full-Stack, AI, Backend, Platform)",
      "Our core product is a robust calculation engine capable of executing advanced math and machine learning algorithms on streaming time-series data."
    ],
    "unmet_requirements": [
      "Work transforming business data into revenue reports and dashboards"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Staff/Principal Software Engineer (Full-Stack, AI, Backend, Platform)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c9488237c7723821"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Some crossover w/ PST required)"
      ],
      "evidence_ids": [
        "ev_75aa90d0c9330adf"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9245b00038b8466f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 205000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170k-$205k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_41ee19461d4a6f55"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Seeq | https://seeq.com | Staff/Principal Software Engineer (Full-Stack, AI, Backend, Platform) | REMOTE (Some crossover w/ PST required) | Full-time | $170k-$205k + annual cash bonus + equity. Salary range for US-based; local adjustments for other countries. Seeq creates cutting-edge data analytics software for industrial process data, serving sectors like pharmaceuticals, energy, and manufacturing. Our core product is a robust calculation engine capable of executing advanced math and machine learning algorithms on streaming time-series data. By leveraging generative AI, we enhance usability and accelerate outcomes for our users.\nWe've built up a great remote culture (e.g. annual meetups, home office allowance, generous PTO, a remote office app we created to collaborate) and a dev team that enjoys tackling hard problems that make a difference for our customers (dev blog for more: https://geeq.seeq.com/).\n\nBe sure to mention that you came from Hacker News in your application!\n\nStaff/Principal Backend Software Engineer (JVM, Postgres): https://apply.workable.com/seeq/j/CDBF1AE73C\n\nStaff Full-Stack (React, Python, AI Technologies): https://apply.workable.com/seeq/j/1378093793\n\nStaff/Principal Full-Stack (React, JVM, Postgres): https://apply.workable.com/seeq/j/610FB07CEB"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_aecad691ebca8d52968c",
    "grade": 1,
    "confidence": "high",
    "reason": "The backend role includes SQL and analytics-facing data pipelines, making it plausibly relevant, but it does not establish analytics-engineering duties or dbt use.",
    "evidence": [
      "Backend Engineer",
      "Looking for 5+ years building production backend systems, hands-on agentic AI coding experience, and experience with APIs/data pipelines feeding analytics or ML systems. Python, SQL, TypeScript, React."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "dbt use",
      "Analytics engineering as the primary work"
    ]
  },
  "posting": {
    "title": "Backend Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_8437234021c995c8"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_6a0db8a60927feaf"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_40ead314a0a6dd8b"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 190000.0,
        "min": 165000.0,
        "period": null,
        "currency": "USD",
        "original": "$165k–$190k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_ebc434e4a7e43808"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "single_role",
    "description": "Product Genius | Backend Engineer | REMOTE (US) | Full-time | $165k–$190k + equity\n\nWe build real-time learning AI: the APIs and data pipelines connecting live user and merchant behavior to systems that learn from it. Patented tech, backed by $35M in DARPA-funded R&D. AI-native team, you'll use agentic coding tools daily, including running multiple parallel sessions, on a fast-moving codebase. We share context, not tickets.\n\nLooking for 5+ years building production backend systems, hands-on agentic AI coding experience, and experience with APIs/data pipelines feeding analytics or ML systems. Python, SQL, TypeScript, React.\n\nApply: https://jobs.ashbyhq.com/productgenius/b9f0cb32-612d-45ff-bc..."
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_be6bb3e7e8e0fcfea9e9",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting lists engineering, customer success, sales, and technical writing openings, not UX/product design or user research work.",
    "evidence": [
      "* we're hiring: ai research engineer, technical customer success managers (americas & emea), technical account executives, technical content writers, bdr team lead, SREs (americas), clickhouse engineer, and more."
    ],
    "unmet_requirements": [
      "UX/product design and user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Technical CSMs, Technical Content Writers, AI Research Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_889a2b8127627419"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (all remote)",
        "Hiring GMT-8 to GMT+2"
      ],
      "evidence_ids": [
        "ev_d71c12d1b7cbd0a2",
        "ev_4bfde2799d8b7586"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "clickhouse",
        "label": "ClickHouse"
      }
    ],
    "role_kind": "single_role",
    "description": "PostHog | Full-Time | Technical CSMs, Technical Content Writers, AI Research Engineer | REMOTE (all remote) | Hiring GMT-8 to GMT+2 | PostHog makes your product self-driving.\n* we have a public handbook (posthog.com/handbook) if you want to learn how we work, pay and more in complete detail.\n\n* we are growing through more autonomy and transparency not through process.\n\n* we have a ton of scale and a bunch of super interesting technical problems to solve\n\n* we're building 20 more products over the next couple of years, so you could end up building one of those\n\n* public compensation calculator! see immediately what you'd get paid\n\n* we're hiring: ai research engineer, technical customer success managers (americas & emea), technical account executives, technical content writers, bdr team lead, SREs (americas), clickhouse engineer, and more.\n\nhttps://posthog.com/careers"
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_bb5696ce191062cd9493",
    "grade": 0,
    "confidence": "high",
    "reason": "The requested work involves physical robotics for warehouse navigation and object manipulation. This role instead builds full-stack software for a mobile-game commerce platform.",
    "evidence": [
      "I run the engineering team at Neon, the commerce platform for mobile games.",
      "We're looking for senior engineers looking for full-stack, product work."
    ],
    "unmet_requirements": [
      "Work on machines navigating warehouses and picking up physical objects."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_8a91d1b38cc66872"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY (On-Site)"
      ],
      "evidence_ids": [
        "ev_f9f694288e8e1f82"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Neon Commerce | https://neonpay.com | Senior Software Engineer | New York, NY (On-Site) | Full-time\n\nI run the engineering team at Neon, the commerce platform for mobile games. We're working on making it easier for game developers to monetize their games. We're going after the Apple/Google duopoly by creating ways for developers to reach their players directly and avoid the App Store tax.\n\nWe're a small team, and growing quickly. We just raised our Series A and are focused on expanding to more countries, growing our commerce offering, and scaling the core product.\n\nWe're looking for senior engineers looking for full-stack, product work. The stuff you build will ship directly to our customers (game developers) and their customers (game players). There's a lot to own and manage, and you'll sit alongside a world-class team in doing so.\n\nYou can apply here: https://jobs.ashbyhq.com/Neon/86131334-4a12-4e86-8b53-d81651... - I review every resume myself. (Don't forget to add your favorite game!)"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_bd1de4e71a71e0bbfaa6",
    "grade": 1,
    "confidence": "medium",
    "reason": "The role involves backend-like platform engineering and enterprise integrations, but centers on agentic AI rather than web-product endpoints and relational databases.",
    "evidence": [
      "You will own that platform end to end, not manage the people.",
      "- Agent orchestration: tool calling, planner/executor and multi-agent patterns, MCP/A2A integrations with enterprise systems"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Building server-side web-product endpoints",
      "Working with relational databases"
    ]
  },
  "posting": {
    "title": "Staff Engineer – Agentic AI",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f56b05bae58fb0cc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_3dcd6571a51b6a8e"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f7f8cc6ac4042583"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 175000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2444dbe21e7e48c1"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "Republic Services | Staff Engineer – Agentic AI | REMOTE (US) | Full-time | $175k is our salary midpoint + 20% target bonus\n\nRepublic Services is the second largest environmental services companies in North America — ~40K employees, thousands of trucks, hundreds of facilities, and a mountain of operational data that has never had an AI layer on top of it. We have a backlog of hundreds of Agentic AI ideas that we need to deliver and a foundation of ontologies, evaluations, guardrails, etc... that we need to build.\n\nWe're hiring a Staff Engineer now to be the first hire and plan to expand the team aggressively. You will own that platform end to end, not manage the people.\n\nWhat you'll work on\n\n- Agent orchestration: tool calling, planner/executor and multi-agent patterns, MCP/A2A integrations with enterprise systems\n\n- Making enterprise context reliably available at inference time — retrieval, memory, hybrid search, reranking, access controls\n\n- LLMOps that isn't hand-wavy: evals and golden datasets, prompt/agent versioning, tracing, token and cost budgets, CI/CD for agents\n\n- Safety in a regulated enterprise: prompt injection, data exfiltration, PII handling, human-in-the-loop, audit logging\n\nYou should have\n\n- 7–10+ years building and scaling production systems, with recent, hands-on GenAI/agentic work in production (not just demos)\n\n- Shipped agents or LLM pipelines at scale\n\n- Solid data chops — vector stores, chunking, hybrid search, knowing when retrieval is the wrong answer\n\n- Cloud experience (we're primarily AWS / Bedrock); comfortable with both containers and serverless\n\n- Track record of technical leadership and mentoring without needing a manager title\n\nNice to have: LangGraph / Semantic Kernel / PydanticAI, GraphRAG, knowledge graphs, LangFuse/LangSmith, multimodal.\n\nComp & benefits: $175k is our midpoint for salary + 20% annual target bonus, 401(k) with company match, ESPP, medical/dental/vision, PTO. Remote eligible, prefer AZ timezones +/-1. Not sponsorship eligible.\n\nWhy you should want to work here: We build cool stuff\n\nemail me ([email protected]) directly with the most interesting agent you've shipped."
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_c61ece4e6b30f60a90ed",
    "grade": 1,
    "confidence": "high",
    "reason": "The product engineering role includes designing software, but user interviews, experience testing, and prototyping are not stated.",
    "evidence": [
      "- *Product Engineer (Design):* Design and build intuitive software for complex projects."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "User interviews",
      "Testing product experiences",
      "Designing and testing prototypes"
    ]
  },
  "posting": {
    "title": "Product Engineer (Design) & Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_155fffaf42fe082c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE in London, UK"
      ],
      "evidence_ids": [
        "ev_9bcd03c7604b0d07"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_ae619e94aa647954"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 100000.0,
        "period": null,
        "currency": "GBP",
        "original": "100k-160k GBP",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_848df0a211c658f7"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Planlab.ai | | Product Engineer (Design) & Platform Engineer | ONSITE in London, UK | 100k-160k GBP + 0.25-0.75% Equity | Visa sponsorship\n\nWe’re building AI coworkers for project scheduling, helping teams deliver complex construction and infrastructure projects.\n\nWe’re hiring:\n\n- *Product Engineer (Design):* Design and build intuitive software for complex projects.\n- *Platform Engineer:* Build our algorithms, infrastructure, shared components, agents and internal tooling.\n\nEarlier-career through senior applicants welcome, with ownership and support matched to your experience. Both roles offer the compensation above. Company rapidly growing, with 9 team members today. We value initiative, creativity, and ownership.\n\nFor more information, including how to apply, see https://planlab.ai/jobs"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_c5e9533f75cd34cb0e93",
    "grade": 1,
    "confidence": "high",
    "reason": "The Product Performance Analyst role and business-data platform are plausibly relevant, but the posting does not specify revenue reporting or dashboard-building duties.",
    "evidence": [
      "- Product Performance Analyst",
      "We take messy transaction data and turn it into structured, verified records — with a platform, models, and tooling that help our customers use it everywhere it matters."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work transforming business data into reliable revenue reports and dashboards"
    ]
  },
  "posting": {
    "title": "Senior Platform Security Engineer; Backend Engineer (Mid Level); Data Scientist - AI/ML (Mid & Sr Levels); Product Performance Analyst (+2)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_c1d2d35b01551e2c",
        "ev_d80e602a35e9908b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE NYC or REMOTE (US/Can)"
      ],
      "evidence_ids": [
        "ev_bb31b4e1d1d76240"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f3038a45fbdf7190"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170-240K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_1c3913c7d14a38ea"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Spade | Multiple Engineering, AI/ML Data Science, and Revenue Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity\n\nSpade is the data and AI platform for modern finance. We take messy transaction data and turn it into structured, verified records — with a platform, models, and tooling that help our customers use it everywhere it matters.\n\nWe're looking for extraordinary builders to play a foundational role in a company designed for scale:\n\n- Senior Platform Security Engineer\n\n- Backend Engineer (Mid Level)\n\n- Data Scientist - AI/ML (Mid & Sr Levels)\n\n- Product Performance Analyst\n\n- Account Executive - Enterprise\n\n- Account Manager - Enterprise\n\nWe're well-funded by top investors (YC/a16z/OAK), and known for building intentional, inclusive culture. We offer competitive compensation (salary + equity) and comprehensive benefits.\n\nIf interested, please apply here (https://spade.com/careers/) and mention this post."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_b7baad2d2c906cb3c04d",
    "grade": 1,
    "confidence": "high",
    "reason": "The full-stack roles include backend engineering, but the posting does not establish compensation of at least USD 400,000 per year. Its listed USD ranges have no stated pay period.",
    "evidence": [
      "Both openings are full stack on the core platform: Go backend, React/TypeScript frontend, PostgreSQL and Redis.",
      "*Staff Full Stack Engineer* $172,724 - $227,135 USD"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed pay of at least USD 400,000 per year; the listed salary ranges do not specify a time period."
    ]
  },
  "posting": {
    "title": "Senior Full Stack Engineer* $142,723 - $172,723 USD; Staff Full Stack Engineer* $172,724 - $227,135 USD",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_829125c7c5d99085"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US and Canada)"
      ],
      "evidence_ids": [
        "ev_9a61ea521ce5251c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_076a18eab30d03ed",
        "ev_decd3c4d27ad8f75"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Mattermost | Remote (US and Canada) | FT | Multiple roles\n\nMattermost (https://mattermost.com) is an open-core collaboration and workflow automation platform for air-gapped, on-prem and private clouds. Our customers are in defense, intelligence, security and critical infrastructure, including the USAF and NASA. Y Combinator led our Series B, their largest open source investment at the time.\n\nBoth openings are full stack on the core platform: Go backend, React/TypeScript frontend, PostgreSQL and Redis. The codebase is public (https://github.com/mattermost/mattermost), so most of what you build is too. We would rather hire people who ship and own complex software end to end than chase an exact stack match, so any systems or backend language and any frontend stack counts. What we look for in both roles: REST and WebSocket APIs with real networking fundamentals (HTTP, connection lifecycle), and relational databases including schema design and query optimization.\n\nWe use coding agents daily (Claude Code, Cursor, and others) for scaffolding, refactors, code review and test generation, and we treat that as core craft rather than a shortcut around the fundamentals. If you have a track record of shipping and owning complex software end-to-end, we want to hear from you.\n\n*Senior Full Stack Engineer* $142,723 - $172,723 USD\nArchitect and ship full stack features end to end, own the testing strategy for what you ship, and build internal tooling and testing infrastructure that makes the rest of the team faster. You will work without close supervision and hold the security and compliance bar our customers require. Nice to have: distributed systems and high availability architecture, regulated-environment security, open-source contributions, experience on remote-first teams.\n\nJoin our team: https://job-boards.greenhouse.io/mattermost/jobs/5379251008\n\n*Staff Full Stack Engineer* $172,724 - $227,135 USD\nSet technical direction for the platform rather than for a feature area: architecture and roadmap across the stack, the standards for how the org uses coding agents, and the strategy for internal tooling and testing. You will influence direction across teams, partner with security and compliance on it, and mentor senior engineers. Nice to have: staff, principal or tech lead experience elsewhere, open-source maintainership, FedRAMP or ITAR familiarity, defense or critical infrastructure background.\n\nJoin our team: https://job-boards.greenhouse.io/mattermost/jobs/5405811008\n\nBoth roles have Canadian postings: https://job-boards.greenhouse.io/mattermost"
  }
}

{
  "judgment": {
    "query_id": "mobile_no_match",
    "job_id": "job_ae2b5577c93e3d2fc7f2",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting includes software engineering roles, but does not specify iOS work or establish a guaranteed annual salary of at least USD 400,000. Compensation currency and pay period are unstated.",
    "evidence": [
      "Junior SWE ($300k + equity + bonus), SWE ($350k + equity + bonus), Research Engineer, Alignment ($300k-$400k + equity + bonus)",
      "We build environments that frontier AI labs use to train their models to do real-world software engineering."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "iOS engineering duties",
      "Guaranteed pay of at least USD 400,000 per year"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_98890e2d955bcb4e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA (Onsite)"
      ],
      "evidence_ids": [
        "ev_a2e6751df9ffbf96"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Mechanize | San Francisco, CA (Onsite) | Junior SWE ($300k + equity + bonus), SWE ($350k + equity + bonus), Research Engineer, Alignment ($300k-$400k + equity + bonus)\n\nApplying takes <2 min: https://www.mechanize.work/apply/\n\nWe build environments that frontier AI labs use to train their models to do real-world software engineering. We have more demand than we can keep up with, so we're hiring fast."
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_ca49fa5ec990dbb2e89d",
    "grade": 0,
    "confidence": "high",
    "reason": "The role involves building and maintaining a marketplace, not teaching programmers through tutorials, workshops, or code examples.",
    "evidence": [
      "We're are looking for full-stack software engineers to build and maintain our peer-to-peer marketplace."
    ],
    "unmet_requirements": [
      "Teaching programmers through tutorials, workshops, and working code examples"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_438f45c69d069818"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Boulder, CO or remote"
      ],
      "evidence_ids": [
        "ev_f25034319b211093"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Jawa.gg | Software Engineer | Boulder, CO or remote | Contract or Full Time\n\nJawa is the marketplace for gamers - think gaming PCs, GPUs, consoles, and the like. We're a small, VC-funded team with a big business, and have been operating since 2021.\n\nWe're are looking for full-stack software engineers to build and maintain our peer-to-peer marketplace. The tech stack is mostly Typescript, with Next.js, Node.js, Postgres, and other fairly standard web-tools / infra.\n\nLearn more at https://jawagg.notion.site/Full-Stack-Software-Engineer-412c..."
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_bf6f1ff8a31ad20f0ceb",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting requires onsite work in Los Angeles, conflicting with fully remote work from Mexico. It lists engineering openings but does not establish a junior developer educator role or a no-degree policy.",
    "evidence": [
      "Apex Space | Multiple Roles | Full-Time | Onsite | Los Angeles, CA | apexspace.com",
      "NOTE: Due to federal law, you must be a US person (citizen, green card holder, some other classifications) to work at Apex Space."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Developer educator duties",
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_95e1ec47b580001b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Los Angeles, CA"
      ],
      "evidence_ids": [
        "ev_c32330d32d9516d2"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Apex Space | Multiple Roles | Full-Time | Onsite | Los Angeles, CA | apexspace.com\n\nApex Space is building standardized spacecraft platforms to enable true mass-production of spacecraft and enabling getting varied and similarly mass-produced payloads to orbit.\n\nWe're hiring everything from technicians to product/project managers and supply chain to all sorts of engineers: thermal, mechanical, mechanisms, solar, optical, power systems, electronics/avionics, PCB, embedded software, ground software, devops, and more.\n\nYou can apply at https://www.apexspace.com/careers. Or, email me with a resume at maabonnet [at] gmail [dot] com, and I'll see if I can get you a direct referral link so that you get a call with a recruiter ASAP if you're a particularly good fit.\n\nNOTE: Due to federal law, you must be a US person (citizen, green card holder, some other classifications) to work at Apex Space. Please state your residency or citizenship status in your email. If you are not a US person, I can't help you."
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_c24583b24198119d6f7a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting advertises engineering and product work rather than developer education and explicitly restricts remote locations to the US or Ontario, excluding work from Mexico. Junior seniority and a no-degree policy are not stated.",
    "evidence": [
      "Multiple Engineering + Product Roles | Remote US or Ontario, Canada | Full Time",
      "Founding Data Engineer - be our first data hire: make sense of hundreds of millions of rows from vet practice-management systems and our own app, and turn our Postgres and dbt warehouse into a foundation the whole company trusts."
    ],
    "unmet_requirements": [
      "Remote work from Mexico",
      "Developer educator role"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_838839ee68cf7559"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote US or Ontario, Canada"
      ],
      "evidence_ids": [
        "ev_3190734490bfa23f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_f09e00e918b30ac3",
        "ev_f547938696197afe"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "dbt",
        "label": "dbt"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "html-css",
        "label": "HTML/CSS"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Snout https://snout.com/ | Multiple Engineering + Product Roles | Remote US or Ontario, Canada | Full Time\n\nJoin us at Snout on our mission to ensure no one ever has to make a health decision for their pet based on the cash in their bank account. Snout plans pay for 100% of routine veterinary care, unlimited visits, and additional member benefits - think pet insurance, that you will actually use every year.\n\nWe're growing the team and hiring across the board. Featured role this month:\n\nFounding Data Engineer - be our first data hire: make sense of hundreds of millions of rows from vet practice-management systems and our own app, and turn our Postgres and dbt warehouse into a foundation the whole company trusts.\n\nOur tech stack includes Node.js, React, PostgreSQL, AWS, Tailwind, and Python. We use both JavaScript and TypeScript heavily. Our team uses LLM-based tooling day to day, but we're fundamentally a human-centric team, and our product itself does not heavily feature AI components.\n\nApply at https://jobs.gem.com/snout"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_c497c8053e6c457fe6b4",
    "grade": 1,
    "confidence": "high",
    "reason": "The AI engineering work is plausibly related to server-side development, but the posting does not establish responsibility for web endpoints or relational databases. The product engineering work is explicitly frontend-focused.",
    "evidence": [
      "Expect hands-on Python, ML system design, experimentation, and production reliability.",
      "You will craft performant, stable frontends that explain technical concepts to non-technical users and help us iterate fast based on customer feedback."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Server-side web endpoint development",
      "Relational database work"
    ]
  },
  "posting": {
    "title": "Senior AI Engineer and Senior Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_0be59f96bba82bbe",
        "ev_479ec603b8207ef6"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC or Remote"
      ],
      "evidence_ids": [
        "ev_b8efa3c84746ca78"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      }
    ],
    "role_kind": "single_role",
    "description": "Starbridge | Senior AI Engineer and Senior Product Engineer | NYC or Remote | Full-time |\n\nhttps://starbridge.ai/\nStarbridge is building an AI platform that turns large-scale public and enterprise data into reliable sales insights. We are early, moving fast, and building from zero to one, so this role will have huge ownership and product impact.\n\nAI Engineer: Applied AI plus strong software engineering. You will build, evaluate, and deploy LLM-driven features like deep document analysis and interactive chat, working with models from OpenAI, Anthropic, and Gemini. Expect hands-on Python, ML system design, experimentation, and production reliability. Bonus for RAG depth and frameworks like LangChain, LlamaIndex, or Hugging Face.\n\nProduct Engineer: (React/Typescript) who would work closely with product and design to build user-facing parts of the platform. You will craft performant, stable frontends that explain technical concepts to non-technical users and help us iterate fast based on customer feedback.\n\nWe're looking to build our in-person team in NYC but also open to remote!\n\nApply: https://starbridge.ai/careers and mention HackerNews or email [email protected] with your resume."
  }
}

{
  "judgment": {
    "query_id": "mobile_constraints",
    "job_id": "job_c78555c6f79e92530824",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is full-stack TypeScript and AI-agent engineering, not junior iOS engineering. It is remote, but Mexico eligibility, junior seniority, and a no-degree policy are not stated.",
    "evidence": [
      "You should be a full-stack TypeScript engineer who has built agents and who can explain technical decisions clearly to engineers who haven't seen your code.",
      "Mastra | Customer Engineer | REMOTE (AMER or EMEA time zones) | Full-time"
    ],
    "unmet_requirements": [
      "iOS engineering role"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Customer Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d39cd3cdb951d4e1"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (AMER or EMEA time zones)"
      ],
      "evidence_ids": [
        "ev_6578289b72bcce1f"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Mastra | Customer Engineer | REMOTE (AMER or EMEA time zones) | Full-time\n\nMastra is the open-source TypeScript framework for building AI agents (agents, workflows, memory, evals, tracing). From the team behind Gatsby, YC-backed,https://github.com/mastra-ai/mastra\n\nWe're hiring a customer engineer. Some companies would call this an FDE; we don't, because roughly half the job is shipping in the framework itself. The other half you're embedded with paying customers deploying agents to production: in their Slack channels and on calls, writing code in their repos, reviewing their PRs, working through architecture with their engineers. What you learn there comes back as bug fixes, features, and new primitives in Mastra. One of our current customer engineers is among the top bug-fixers in the entire codebase.\n\nYou should be a full-stack TypeScript engineer who has built agents and who can explain technical decisions clearly to engineers who haven't seen your code.\n\nRemote. We have a lot of EU customers and response-time SLAs, so US Eastern/Central or EU hours work best.\n\nProcess: a call with Shane (co-founder/CPO, leads customer engineering), a conversation with a customer engineer, a 2-3 hour take-home, then you present it to us and get feedback.\n\nApply: {https://jobs.ashbyhq.com/Mastra/05172cb0-47ec-44f9-9fe8-07d4...} We get back to everyone."
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_c8de1c6c28c6cf6138de",
    "grade": 0,
    "confidence": "high",
    "reason": "The role delivers customer technical training and creates training materials, rather than engineering Kubernetes infrastructure.",
    "evidence": [
      "Technical Trainer specialist is responsible for the presenting to the customer (MSOs) technical specialists, field technicians etc. the full overview of all possible product offerings by Harmonic, the full technical overview of every possible deployment (depending on the client's requirements) and full configuration for all hardware involved, including 3rd-party hardware.",
      "The other half of the responsibilities is creating training materials, both text and graphics (designer is assisting our team too). Recording live narrated sessions too."
    ],
    "unmet_requirements": [
      "Kubernetes infrastructure engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Technical Trainer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_07b0e10b33d32830"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (USA, East Coast based)"
      ],
      "evidence_ids": [
        "ev_516f570cd8aa69fb"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_cf34d50b0846b7c9"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 105000.0,
        "min": 85000.0,
        "period": null,
        "currency": "USD",
        "original": "85k-105k USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_70408d8b1908ca2b"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Harmonic | Technical Trainer | REMOTE (USA, East Coast based) | Full-time | 85k-105k USD\n\nKey requirements: Up to 50% time can be mandatory travel for on-site in-person training sessions, very variable across the year. But no requirement to work in the office. Corollary to that - fluent or very good spoken English level is required. (PS: in actual practice it's about 1-2 work weeks every 2 months or so, irregularly)\n\nHarmonic is a telecom hardware vendor. We are making hardware for the DOCSIS cable, PON fiber and mixed deployments.\n\nTechnical Trainer specialist is responsible for the presenting to the customer (MSOs) technical specialists, field technicians etc. the full overview of all possible product offerings by Harmonic, the full technical overview of every possible deployment (depending on the client's requirements) and full configuration for all hardware involved, including 3rd-party hardware. So no debugging and accessing code is needed, but if anything is customer facing, it must be explained.\n\nAs a brief example:\n\n- Configuration for the DOCSIS core;\n- Configuration for the PON core;\n- Video streaming config;\n- Network L2/L3 switching configuration for multiple vendors;\n\nThe other half of the responsibilities is creating training materials, both text and graphics (designer is assisting our team too). Recording live narrated sessions too.\n\nA familiarity with networking and/or DOCSIS is required. Both would be great.\n\nFormal job listing:\nhttps://egmn.fa.us2.oraclecloud.com/hcmUI/CandidateExperienc...\n\nJust apply at the link above, it's not a dead listing, we are actively looking for people now. Valid until I will comment otherwise. Reply under this comment for any clarifications."
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_ce5de82ad58b5617d690",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting includes machine learning engineering work through multimodal model training, but does not state use of PyTorch.",
    "evidence": [
      "We're looking for engineers to join our research, product, and GTM teams.",
      "Large-scale multimodal model training"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Use of PyTorch"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_97176cebd1bbb8ec"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA, USA"
      ],
      "evidence_ids": [
        "ev_c7e096d80c4bb925"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_e905913ca0059a24"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Krea | Fulltime | San Francisco, CA, USA | Onsite\nKrea (https://www.krea.ai/) builds creative tooling and large-scale infrastructure for multimedia teams. Users range from hobbyists to world-renowned creatives: architects behind the World Trade Center or creative teams at Apple.\n\nWe treat research, engineering, and creativity as first-class citizens. We're looking for engineers to join our research, product, and GTM teams.\n\nWhat we value (staff & company writings):\n\n- AGI: https://www.matthewnewton.com/blog/arc-challenge-diffusion\n\n- Diffusion research: https://re-n-y.github.io/devlog/rambling/steering/\n\n- Pragmatic LLM reflections: https://maxemitchell.com/writings/i-read-all-of-cloudflares-...\n\n- Low-level computing: https://gab-menezes.github.io/2025/01/13/using-the-most-unhi...\n\n- Open-sourcing AI research: https://www.krea.ai/blog/flux-krea-open-source-release\n\nCurrent projects:\n\n- WebGL2/WebGPU for node-based tools & CRDTs for collaboration\n\n- Large-scale multimodal model training\n\n- Cross-service metrics, tracing, and observability\n\n- LLM-driven JS bundle optimization\n\n--\nTo apply, email [email protected] (use the +hn suffix to make sure your email is prioritized!)"
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_ccf5f10bd64ef794db00",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on productionizing machine-learning models for desktop and cloud platforms, not microcontroller firmware. Required C/C++ skills alone do not establish matching work.",
    "evidence": [
      "Responsibilities: productionize novel steganography models, build inference pipelines, integrate models into cloud platforms, benchmark performance, and turn research into maintainable production code.",
      "Required: PyTorch, ONNX export, experience deploying deep learning models to the cloud, Python and C/C++, strong cross-team communication."
    ],
    "unmet_requirements": [
      "Microcontroller firmware engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Machine Learning Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_13f65a8467668b04"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Irvine, CA (Onsite)"
      ],
      "evidence_ids": [
        "ev_00d2dfd275c1afe9"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "computer-vision",
        "label": "Computer vision"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Steg.AI | Machine Learning Engineer | Irvine, CA (Onsite) | Full Time\n\nSteg.AI develops AI-powered watermarking technology to protect and authenticate digital media. Our invisible watermarks are imperceptible to humans but robustly detectable by our proprietary models. Founded in 2019, we're an NSF- and investor-backed startup in Orange County, CA, with a team of 6 PhDs in computer vision.\n\nWe're hiring a Machine Learning Engineer to help push the frontier of AI for watermarking, steganography, and media provenance. You'll take state-of-the-art steganography models and own their journey to production — optimizing and deploying them on desktop and cloud platforms, serving as the link between research and customer-facing products.\n\nResponsibilities: productionize novel steganography models, build inference pipelines, integrate models into cloud platforms, benchmark performance, and turn research into maintainable production code.\n\nRequired: PyTorch, ONNX export, experience deploying deep learning models to the cloud, Python and C/C++, strong cross-team communication.\n\nBonus: background in steganography/watermarking/media provenance, video/image codecs, MLOps tooling, CV/ML publications or open-source contributions.\n\nTo apply, send your resume to [email protected]"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_c65371c891e8a7c45474",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes APIs and databases, but its primary work is AI agent workflows and retrieval rather than server-side web product development. Relational database work is not specified.",
    "evidence": [
      "You'll own the intelligence layer: LLM-powered agentic workflows (tool use, structured outputs, multi-step orchestration), RAG/retrieval pipelines, lightweight ML for classification/ranking/entity matching, and evaluation loops for hallucination risk and output quality.",
      "Looking for: 6+ years professional SW engineering (Python/TypeScript/APIs/DBs), hands-on experience with LLM APIs and agentic workflows, and ideally RAG/embeddings/vector DB experience beyond basic chatbots."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Explicit responsibility for web product endpoints and relational databases."
    ]
  },
  "posting": {
    "title": "Founding AI Engineer — Agentic Systems",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_10174623d1082ae7"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (async)"
      ],
      "evidence_ids": [
        "ev_96a89fcac3115b5b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 280000.0,
        "min": 190000.0,
        "period": null,
        "currency": "USD",
        "original": "$190k-$280k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_68856e5aaf88eff2"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      }
    ],
    "role_kind": "single_role",
    "description": "Astoria AI | Founding AI Engineer — Agentic Systems | Remote (async) | Full-time | Equity-only pre-seed, $190k-$280k + equity post-seed\n\nAstoria AI is building an agentic runtime for human potential — a suite of specialized AI agents serving candidates and companies across the entire hiring and talent lifecycle: career strategy, networking intelligence, verified matching, compliance-native hiring, onboarding, and retention.\n\nThe hiring market is structurally broken: 44% of resumes contain fabrications, ATS filters reject 88% of qualified candidates, and 27% of posted jobs are ghost jobs — while regulation (EU AI Act, Mobley v. Workday, FCRA suits) is forcing enterprises to rethink hiring AI. We're building the fix.\n\nYou'll own the intelligence layer: LLM-powered agentic workflows (tool use, structured outputs, multi-step orchestration), RAG/retrieval pipelines, lightweight ML for classification/ranking/entity matching, and evaluation loops for hallucination risk and output quality.\n\nLooking for: 6+ years professional SW engineering (Python/TypeScript/APIs/DBs), hands-on experience with LLM APIs and agentic workflows, and ideally RAG/embeddings/vector DB experience beyond basic chatbots.\n\nStage: pre-launch, pre-seed, founding team, equity-only until seed round closes (~4-6 months), then competitive salary + refresh grants.\n\nApply: [email protected] with „HN“ in subject, plus resume or GitHub"
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_c5a5b86d29a4208b8575",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves integrating AI into a production SaaS product, but does not state responsibilities for training predictive models, evaluating them, or monitoring deployed models.",
    "evidence": [
      "are now leveraging LLMs and related tech to surface the right information.",
      "we are looking for a product minded engineer with experience in working with integrating AI feature or an ML background to join our team."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Training predictive models",
      "Deploying predictive models into production",
      "Model evaluation and monitoring"
    ]
  },
  "posting": {
    "title": "AI Application Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_46c9ea9a81022dcd",
        "ev_f8ae6fc87047fd4c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "DE Frankfurt a.M., ONSITE/HYBRID PREFERRED"
      ],
      "evidence_ids": [
        "ev_cf34dbb736c2c189"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Operations1 | AI Application Engineer | DE Frankfurt a.M., ONSITE/HYBRID PREFERRED | Full-time | German language skills required\n\nWe make the manufacturing industry more productive. Our SaaS product is used by 150+ big companies across industries and countries to provide the right guidance to shop floor operators. We help our customers to keep up with a high amount of variability in their processes, integrate into their existing systems and and are now leveraging LLMs and related tech to surface the right information.\n\nTo help us further build our product we are looking for a product minded engineer with experience in working with integrating AI feature or an ML background to join our team. You will be working in a cross functional team in an ambitious but down to earth environment having the chance to impact how manufacturing companies across Europe operate.\n\nThis and other positions at: https://career.operations1.com/jobs"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_d7f42ed1bfa5e5509a6a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for junior frontend rather than backend work and explicitly requires US residence, conflicting with remote work from Mexico. The degree policy is unstated.",
    "evidence": [
      "FitMate | Frontend Engineer (Junior) | REMOTE (US) | $80-120k + bonus",
      "* Applicants must be based in the US, we are unable to sponsor visas."
    ],
    "unmet_requirements": [
      "Backend engineering work",
      "Eligibility to work remotely from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Frontend Engineer (Junior)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_63e8c93b5fc1d2e9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_b01814e30633a776"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7eb7c64a1786540a"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 120000.0,
        "min": 80000.0,
        "period": null,
        "currency": "USD",
        "original": "$80-120k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_1db5946b7d2f0c08"
      ]
    },
    "skills": [
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "svelte",
        "label": "Svelte"
      }
    ],
    "role_kind": "single_role",
    "description": "FitMate | Frontend Engineer (Junior) | REMOTE (US) | $80-120k + bonus\n\nWe are building a scalable 1-1 coaching platform to help people achieve their fitness goals. We already have a working nutrition product with a rapidly growing user base and are hoping to branch out into other areas of fitness this quarter.\n\nOur product aims to hook people up with a qualified human coach at an affordable price. We have a client facing mobile app and web app that allows our users to track their nutrition and training, and a coach facing app that allows our coaches to get insights into their clients and communicate with them over SMS or video call.\n\nWe're a small, lean, mission-driven team and the role is a great opportunity for someone starting out in their career who wants to learn quickly in a fast paced environment.\n\nWe use React Native and Expo for our mobile app and Astro and Svelte for our web apps.\n\n* Applicants must be based in the US, we are unable to sponsor visas.\n\nApply here: https://careers.fitmatecoach.com/roles/junior-frontend-devel..."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_db35243c5a981ef78997",
    "grade": 0,
    "confidence": "high",
    "reason": "The role involves product discovery and prioritization, not building server-side endpoints or relational databases.",
    "evidence": [
      "We're looking for a senior product manager who will own product discovery and prioritization across this diverse user base."
    ],
    "unmet_requirements": [
      "Server-side web development involving endpoints and relational databases"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Product Manager",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_17b35076e1ebb347"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Worldwide)"
      ],
      "evidence_ids": [
        "ev_8ce3987e48e1d0df"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_b07f81cad747ab8e"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 110.0,
        "min": 90.0,
        "period": "hour",
        "currency": "USD",
        "original": "$90–$110/hour",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_94a32cc0d8bb80ab"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "ODK | Senior Product Manager | Remote (Worldwide) | Long-term contract, 30–40 hours/week | $90–$110/hour USD\n\nODK is an open-source platform used by thousands of organizations worldwide to collect billions of data points for disease surveillance, supply chain traceability, environmental monitoring, and more. It enables users to build powerful forms and reliably collect structured data, even in places with little or no Internet connectivity.\n\nODK has been actively developed for 18 years. We have a mix of self-hosted and SaaS users across many sectors. We're looking for a senior product manager who will own product discovery and prioritization across this diverse user base. To be successful, you'll need to find the common needs behind very different workflows and turn them into opinionated product improvements.\n\nBecause the team is small and the user base is large, this is a high-autonomy role where product decisions have an unusually direct impact. You should have substantial experience managing complex B2B or technical products. Experience with open source, self-hosted software, and small, fully remote teams is a plus.\n\nDetails and application: https://getodk.org/about/jobs/senior-product-manager"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_d7c2fa90c0fa4c7e3a0c",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for full-stack software engineering, not UX/product design or user research. Product ownership does not establish design or research duties.",
    "evidence": [
      "Looking for 8+ years, full-stack.",
      "You'll be joining a small team -- we have four product engineers."
    ],
    "unmet_requirements": [
      "UX/product design and user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer (L4)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_eb63d57d8971f9d2",
        "ev_8b4cfdb20c5def79",
        "ev_a9aa3fb50423ef2f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco HYBRID (3 days/wk) or REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_c371c39a485fe45a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_3490040687a6b91a"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 249000.0,
        "min": 199000.0,
        "period": null,
        "currency": "USD",
        "original": "$199K–$249K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_eb68a7cae7c5ee29"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      }
    ],
    "role_kind": "single_role",
    "description": "Paramark | Software Engineer (L4) | San Francisco HYBRID (3 days/wk) or REMOTE (US) | Full-time | $199K–$249K + equity\n\nParamark helps Marketing teams optimize spend across all of their channels and programs. There are proven scientific ways to do this, but they are poorly understood and practiced by only a tiny fraction of teams. Our product ingests data from all of our customers' marketing channels and uses it to train open-source ML models for both measurement and experimentation. This makes it possible for any marketer to use these methods.\n\nIn this domain, it's hard to figure out what to build, and it's even harder to be both accurate and simple. You'll be joining a small team -- we have four product engineers. That means owning systems end to end and having real influence over what gets built. Your typical project will start with a high level goal, and you will figure out the rest.\n\nFounded 2023, 15 people, $8M from Greylock and others, cash-flow positive. Reasonable working hours: when the Mercury News covered the return of 996 culture, we were the counterexample. \"We don't think early stage startup life requires 18-hour days, or even 12-hour days.\" https://www.mercurynews.com/2025/08/25/silicon-valley-startu.... 4 weeks PTO plus federal holidays, medical/dental/vision (100% of employee premiums, 50% for family).\n\nLooking for 8+ years, full-stack. Some exposure to statistics, experimentation, or A/B testing helps.\n\nStack: TypeScript, React, Python, Postgres. Google Cloud, Kubernetes, FastAPI, taskiq.\n\nProcess: intro call; technical phone screen; one-day onsite in SF (travel covered for remote candidates)\n\nIn-person: https://paramark.com/careers/software-engineer-l4\n\nRemote: https://paramark.com/careers/software-engineer-l4-remote\n\nI'm the CTO and I read every application myself. Happy to answer questions in this thread."
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_c7b4232f788535630316",
    "grade": 1,
    "confidence": "high",
    "reason": "The infrastructure and cloud-platform roles align with operating container clusters and cloud deployments, but outage response responsibilities are not stated.",
    "evidence": [
      "- Senior ML Infrastructure Engineer: own multi-cluster GPU infra (Slurm on GCP today, multi-provider next), training performance and the tooling layer. We spend tens of millions per year on compute; you own that budget.",
      "- ML Engineer, Cloud Platform: design and scale the backend that serves and finetunes the models. Python/FastAPI, Terraform, K8s."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Outage response or incident-management responsibilities."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_cdee451417e8d580"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Freiburg, NYC"
      ],
      "evidence_ids": [
        "ev_e42cb9f544c1490b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Prior Labs | Berlin, Freiburg, NYC | ONSITE | Full-time | ML Infra, Research Scientist/Engineer, Backend, Full Stack\n\nWe build foundation models for tabular data. Deep learning transformed text and images but mostly skipped tables, which are still the data behind most clinical trials, financial models and scientific experiments. The reason is structural: no natural sequence, no spatial structure, no shared vocabulary across datasets, so the architectures and scaling laws behind LLMs don't transfer.\n\nOur approach: pre-train a transformer on millions of synthetic datasets sampled from causal-structure priors. The whole dataset goes in as context, predictions come out in one forward pass. No per-dataset training, no hyperparameter tuning, seconds instead of hours. TabPFN v2 was published in Nature and set a new state of the art; TabPFN-3 scales to 10M rows. 4M+ downloads, 8k+ GitHub stars, in production from liquid biopsy to rail maintenance. Code: https://github.com/PriorLabs/TabPFN\n\nSince July we're an independent lab inside SAP, with more than EUR 1B committed over four years. Models stay open, research stays public, same team and offices.\n\nRoles (most can sit in any of the three offices):\n\n- Senior ML Infrastructure Engineer: own multi-cluster GPU infra (Slurm on GCP today, multi-provider next), training performance and the tooling layer. We spend tens of millions per year on compute; you own that budget.\n\n- Research Scientist, Foundation Model: drive the model agenda - novel architectures, scaling from 10K to 1M+ samples, multimodal and causal directions. PhD plus top-venue publications, or equivalent.\n\n- Research Engineer, Foundation Model: same agenda from the engineering side. You design experiments, write the training and eval infra, and co-author the papers.\n\n- ML Engineer, Cloud Platform: design and scale the backend that serves and finetunes the models. Python/FastAPI, Terraform, K8s.\n\n- Full Stack Engineer, ML Platform: build the product end to end. TypeScript + Python, React/FastAPI/Postgres.\n\nAlso hiring: Applied Scientist, Forward Deployed ML Engineer, Research Scientist (Foundational Data Science), PhD research interns, plus GTM and ops roles.\n\n~40 people with backgrounds from Google, DeepMind, Jane Street, Goldman, G-Research, CERN. Led by Frank Hutter, advised by Bernhard Schölkopf and Yann LeCun. Comp competitive with top AI labs.\n\nAll roles and applications: https://jobs.ashbyhq.com/prior-labs\n\nQuestions welcome in the replies here."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_da41e3f43af5561df753",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting explicitly includes backend engineering roles, but provides no compensation information to support the required minimum of USD 400,000 per year.",
    "evidence": [
      "- Rust Backend Engineers"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000."
    ]
  },
  "posting": {
    "title": "Rust Backend Engineers; Forward Deployed Engineers; Software Engineer, Infrastructure; Dataframe SDK Engineers (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d99b5601d9ef2b16"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote",
        "Stockholm, Sweden"
      ],
      "evidence_ids": [
        "ev_d99b5601d9ef2b16",
        "ev_b3a53779453032d1"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "SE"
      ],
      "evidence_ids": [
        "ev_9392a9e3153bf703"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Rerun | Remote | Stockholm, Sweden | Full-time\n\nhttps://rerun.io/\n\nRerun is the data layer for Physical AI; robotics, autonomous systems, AR/VR, and other embodied ML. We give engineers a single unified layer for multi-rate, multimodal data: the open-source Rerun SDK (Rust, built with egui) for logging, querying, visualizing, and training, plus Rerun Hub for large-scale storage and streaming from object storage. Most of our core, performance-critical code is Rust.\n\nThis month we’re hiring for:\n\n- Rust Backend Engineers\n- Forward Deployed Engineers\n- Software Engineer, Infrastructure\n- Dataframe SDK Engineers\n- Events Marketing Manager\n\nCheck all roles and apply here: https://rerun.io/careers"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_dbec1295b2f5385fd4f8",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes SQL and data-processing backend work, but does not establish analytics-engineering duties or use of dbt.",
    "evidence": [
      "We're hiring two engineers to work across the whole backend, which is SQL and PySpark on Databricks, Python/Flask APIs, Elasticsearch, and Cloudflare Workers."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Use of dbt",
      "Analytics-engineering responsibilities"
    ]
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_eb4f58f9ee9eb59a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote"
      ],
      "evidence_ids": [
        "ev_eb4f58f9ee9eb59a"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150–200k USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_27c77394b6646e9b"
      ]
    },
    "skills": [
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "spark",
        "label": "Spark"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      }
    ],
    "role_kind": "single_role",
    "description": "OpenAlex | Software Engineer | Remote | Full-time | $150–200k USD\n\nOpenAlex is an open index of the world's scholarly research: hundreds of millions of articles linked to authors, institutions, and topics, free via API and bulk download. Traffic runs about a billion API calls per month from universities, governments, and AI companies. The team behind it is a small nonprofit funded by grants and enterprise support.\n\nWe're hiring two engineers to work across the whole backend, which is SQL and PySpark on Databricks, Python/Flask APIs, Elasticsearch, and Cloudflare Workers. It's a small team with lots of autonomy. You'll notice what's missing, build it, ship it, and answer the tickets about it. We're AI-native, with agents writing all of our code.\n\nApply here: https://openalex.org/jobs/software-engineer"
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_d9c75bc925bb8d849a9b",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is production software engineering, not user research, experience design, or prototype testing. Collaboration with design does not establish the requested duties.",
    "evidence": [
      "You would own the production application around our intelligence layer.",
      "Architecture, frontend, backend, Postgres, durable execution state, retries and idempotency, permissions, deploys, and the data-heavy interfaces people work inside all day: tables, relationships, filters, history, approvals."
    ],
    "unmet_requirements": [
      "Intended work in user interviews and designing and testing product experiences and prototypes."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_7cde6983ab212696"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY"
      ],
      "evidence_ids": [
        "ev_a6e6106ad0615fa7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Sunspell | Founding Engineer | New York, NY | ONSITE | Full-time | https://sunspell.fm/careers/founding-engineer\n\nSix-person venture lab in New York. Part lab, part studio, part operating system, building original products and the systems behind them. Compounding every launch into venture intelligence.\n\nOur founder ran her own design studio and was the founding design partner on Partiful, on Sentropy before Discord bought it, on Goldcast before Cvent, on Make before Celonis, and on Descartes Labs. She builds here now instead of for other people.\n\nYou would own the production application around our intelligence layer. Architecture, frontend, backend, Postgres, durable execution state, retries and idempotency, permissions, deploys, and the data-heavy interfaces people work inside all day: tables, relationships, filters, history, approvals. React and TypeScript at depth, Node or Python behind it. We write a lot of MCP servers and build with Claude Code daily.\n\nSeven-plus years shipping, hands on code within the last year. Design and engineering sit in the same room here. There is no handoff.\n\nMost people who apply like the words \"founding engineer.\" We are looking for someone who has already started something of their own.\n\nOwnership. You should own a piece of what you build here. We are not going to post a percentage, because the honest answer depends on what you end up carrying, and we would rather work that out with you than hand you a number that pretends to be precise. It is a conversation, it is flexible, and we intend it to be fair.\n\nWe are six people. Nothing you build goes through a committee before it ships. Nothing you break, you fix alone. We are a tight team today and we are looking to double it by the end of the year.\n\nPlease send your resume or GitHub, plus the most ambitious thing you have built mostly on your own. Rough work that worked beats polished that never shipped.\n\nIf this is not you but a name comes to mind, please pass it along. :)"
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_d910ed7b3446f2ee4f48",
    "grade": 0,
    "confidence": "high",
    "reason": "This architecture role targets a Staff or Senior Staff technical leader, explicitly conflicting with junior work. Developer tooling overlaps with enablement, but educator duties, remote eligibility from Mexico, and a no-degree policy are not established.",
    "evidence": [
      "This would be a good first architecture position for a Staff or Senior Staff level full-stack technical leader who wants to expand their scope.",
      "Developer enablement and tooling in the Node.js ecosystem-shared component architectures, design systems, etc."
    ],
    "unmet_requirements": [
      "Junior-level role"
    ],
    "unknown_requirements": [
      "Developer educator duties",
      "Fully remote eligibility from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Architect",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_a6bb33f7e6fc6b6f",
        "ev_889f07126516f258"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite Cebu PH, Remote Costa Rica, Remote US are possible"
      ],
      "evidence_ids": [
        "ev_0bd60e806eb8be41"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CR",
        "US"
      ],
      "evidence_ids": [
        "ev_f89247f67233d360",
        "ev_c650192feb0855ec"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "angular",
        "label": "Angular"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Trax | https://www.traxtech.com/ | Onsite Cebu PH, Remote Costa Rica, Remote US are possible | Full-time | Architect\n\nI work best as a team - with someone who can challenge my assumptions and bolster my weaknesses. I'm looking to increase the bandwidth of the architecture function at Trax, as I can't do it alone!\n\nWe BOTH need to be strong in:\n\n- Communication - we lead by influence, not by authority. Kindness is required!\n\n- Ego-free problem solving - good ideas come from anywhere.\n\n- Reliable software designs - things that work on dirty data, incomplete testing, and AI-enabled development workflows.\n\n- Building the first prototype in an area with zero guidelines - careful choices and evaluation of vendors, setting an example to follow.\n\nYou should be strong in:\n\n- Angular, Vue, Javascript, and web serving best practices for development organizations for long term health.\n\n- Developer enablement and tooling in the Node.js ecosystem-shared component architectures, design systems, etc.\n\n- Data-heavy applications and their operation and security needs.\n\nI am strong on the infrastructure, DevOps, k8s, and backend and data stacks. So don't worry about relative weaknesses there, though you will need some understanding.\n\nThis would be a good first architecture position for a Staff or Senior Staff level full-stack technical leader who wants to expand their scope. My email is in my profile!"
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_d367900bb7c4cd5bc7c8",
    "grade": 1,
    "confidence": "high",
    "reason": "The API platform work is relevant to backend engineering, but the posting does not establish guaranteed compensation of at least USD 400,000 per year. Its advertised range has no stated pay period.",
    "evidence": [
      "We're building out our NYC-based API platform team as our API-based business rapidly grows.",
      "$200k-$300k+ plus equity"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed pay of at least USD 400,000 per year; the compensation period is unstated and the advertised range does not establish that minimum."
    ]
  },
  "posting": {
    "title": "Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_6e7c6ac1f0b99f75"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, New York (Hybrid)"
      ],
      "evidence_ids": [
        "ev_21cdc7ab65247d1d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 300000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k-$300k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_678952d984374878"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "DeepL | Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer | New York, New York (Hybrid) | $200k-$300k+ plus equity\n\nDeepL is a Language AI Company providing text, document, and real-time voice translation to name-brand companies across the world. Maybe you've seen our recent announcement: https://www.deepl.com/en/press-release/harvey-taps-deepl-to-...\n\nWe're building out our NYC-based API platform team as our API-based business rapidly grows. We're a European -based company, so you'll enjoy the best of both worlds with competitive compensation, 30 days of PTO from day one (your manager, me, will make sure you use them all) \"work from anywhere\" days, addtional compensation for on-call shifts (including additional time-off if you actually have to do something after hours)\n\nIf you're passionate about building the platforms that provide the foundation for reliable and high-peformance systems, please check out our NYC openings: https://jobs.ashbyhq.com/DeepL?departmentId=0097f643-f517-44..."
  }
}

{
  "judgment": {
    "query_id": "robotics_constraints",
    "job_id": "job_e23f3d7b6725a0ab23a1",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for infrastructure/full-stack software engineering, not robotics, and explicitly requires onsite work in NYC, conflicting with fully remote work from Mexico.",
    "evidence": [
      "Anterior | Software Engineers | NYC | Onsite | Full Time",
      "We’re hiring from infra to full stack."
    ],
    "unmet_requirements": [
      "Robotics engineering work",
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Eligibility to work from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Software Engineers",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_ac615fa988a4b2a1"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC"
      ],
      "evidence_ids": [
        "ev_cf24394c96c5e032"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Anterior | Software Engineers | NYC | Onsite | Full Time\n\nAnterior is improving the experience of healthcare for everyone. Our agentic orchestration platform makes clinical decisioning frictionless for RNs and MDs.\n\nAbout You: You have a passion for doing things The Right Way, you believe Less is More, you want to focus on Foundations of system design and architecture (pacelc, consistency guarantees), you care as much about what code you do not write, you’re tired of the hype treadmill and care about the fundamentals. You have battle scars from overengineered and underperforming slop, and you care about writing code that lasts.\n\n- Langs: TS / Python - Infra: Nix, CDKTF, AWS\n\nWe’re hiring from infra to full stack. Come share your proudest firefighting story with us in an interview, bring your GitHub, and let’s see if we’re a good fit!\n\nDev log: https://xn--xp5a.anterior.app\n\[email protected]"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_d695b1e9c2b0e989883d",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised engineering work is full-stack software development, not analytics engineering. Fully remote work is offered and non-US workers are contemplated, but Mexico-specific eligibility is not stated.",
    "evidence": [
      "Our current stack is Ruby, Rails, MongoDB, and React.JS. We are looking for more Junior and Senior FullStack Engineers.",
      "ONSITE or FULLY REMOTE | $150K - 180K a year 1099 for US or local avg + 20% for outside the US"
    ],
    "unmet_requirements": [
      "Senior analytics engineer role"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico"
    ]
  },
  "posting": {
    "title": "Junior to Senior Fullstack Engineer multiple positions; Customer Success Engineer; Hiring Coordinator; Python/Ruby/PHP/Js/Rust/Cotlin/C#/Crystal/Nim/Elixir Developer Advocate positions",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_850b2066e1b36e0e",
        "ev_fb291b4df59fc60f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Based in Austin, TX but remote-first structure"
      ],
      "evidence_ids": [
        "ev_d9734d82bed698ad"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 180000.0,
        "min": 150000.0,
        "period": "year",
        "currency": "USD",
        "original": "$150K - 180K a year",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_042e3095adc9ac44"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "php",
        "label": "PHP"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "elixir",
        "label": "Elixir"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "SerpApi | https://serpapi.com | Junior to Senior Fullstack Engineer multiple positions | Customer Success Engineer | Hiring Coordinator | Python/Ruby/PHP/Js/Rust/Cotlin/C#/Crystal/Nim/Elixir Developer Advocate positions | Based in Austin, TX but remote-first structure | Full-time | ONSITE or FULLY REMOTE | $150K - 180K a year 1099 for US or local avg + 20% for outside the US\n\nSerpApi is the leading API to scrape and parse search engine results. We provide 100+ APIs to Google, Google Maps, Google Images, Bing, Baidu, and more.\n\nOur current stack is Ruby, Rails, MongoDB, and React.JS. We are looking for more Junior and Senior FullStack Engineers.\n\nWe have an awesome work environment: We are a remote first company (before Covid!). We do continuous integration, continuous deployments, code reviews, code pairings, profit sharing, and most of communication is async via GitHub.\nWe value super strongly transparency, do open books, have a public roadmap, and contribute to the EFF.\n\nApply at: https://serpapi.com/careers"
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_d9ddeab20ecc1a00c867",
    "grade": 1,
    "confidence": "high",
    "reason": "The Founding AI Engineer (ML/data) opening is plausibly relevant and fully remote with LATAM included, supporting Mexico eligibility. However, junior seniority and a no-degree policy are not stated.",
    "evidence": [
      "Founding AI Engineer (ML/data) - https://matcha.fm/apply/ai",
      "Matcha.fm | FULLY REMOTE (US / Canada / Europe / UK / Brazil / LATAM) | Full-time | https://matcha.fm"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the AI engineer role accepts junior candidates",
      "Whether no university degree is required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7c018dd4325faaf4"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "FULLY REMOTE (US / Canada / Europe / UK / Brazil / LATAM)"
      ],
      "evidence_ids": [
        "ev_56957fdc829b1dcb"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA",
        "GB",
        "BR"
      ],
      "evidence_ids": [
        "ev_c579b8d3613f9591",
        "ev_2c714fcec1d72679",
        "ev_0aa99eb4714c6e9b",
        "ev_efdb267453a5ccaa"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Matcha.fm | FULLY REMOTE (US / Canada / Europe / UK / Brazil / LATAM) | Full-time | https://matcha.fm\n\nRepeat founder building something new, hiring for these roles:\n\nFull-Stack / Frontend Engineer — https://matcha.fm/apply/fse\n\nMarketing / GTM / Growth — https://matcha.fm/apply/marketing\n\nBackend Engineer — https://matcha.fm/apply/be\n\nFounding AI Engineer (ML/data) - https://matcha.fm/apply/ai\n\nDesign — https://matcha.fm/apply/design"
  }
}

{
  "judgment": {
    "query_id": "frontend_keywords",
    "job_id": "job_dcc972f22a3cdcd6dbb1",
    "grade": 2,
    "confidence": "high",
    "reason": "The patient-experience engineering role directly includes frontend mobile/web work using React Native, matching the broad React frontend request despite also covering fullstack leadership.",
    "evidence": [
      "Staff Software Engineer, Patient Experience: Fullstack tech lead for our patient mobile/web apps. Stack: Expo, React Native, TypeScript, Kotlin."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_81a9709df24c44fb"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_5fca81f6f7bf78f1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "kotlin",
        "label": "Kotlin"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Pomelo Care| Remote (US) First with offices in NYC and SF. We’re building a healthier future for women and children. We combine clinical excellence, human connection, and proactive technology to ensure our patients get the care they deserve, from preconception through midlife.\n\n- Staff Software Engineer, Patient Experience: Fullstack tech lead for our patient mobile/web apps. Stack: Expo, React Native, TypeScript, Kotlin.\nApply Here: https://grnh.se/k4xos2c24us\n\n- Senior/Staff Security Engineer: A builder-first role focused on shipping secure-by-default tooling and guardrails, not managing compliance tickets. Stack: Kotlin, Python, GCP.\n\nApply here: https://grnh.se/jm9kjyz34us\n\n- Principal Product Manager, Patient Growth: Data-fluent PM to own full-funnel acquisition and retention.\n\nApply here: https://grnh.se/iayapr1c4us"
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_dd9d974657175a26bdac",
    "grade": 0,
    "confidence": "high",
    "reason": "The request is for physical robotics work involving navigation and object manipulation. The posting instead describes platform and software engineering for enterprise AI, with no robotics duties stated.",
    "evidence": [
      "Tech leads (Platform and Software) and Platform engineers",
      "You will join a small, highly skilled remote team of engineers and transformation practitioners working at the forefront of enterprise AI."
    ],
    "unmet_requirements": [
      "Work on machine navigation in warehouses and physical object manipulation."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Tech leads (Platform and Software) and Platform engineers",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_cd1b1aad5da29106"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (EU)"
      ],
      "evidence_ids": [
        "ev_71c8184d175e0e80"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "EggAI | Tech leads (Platform and Software) and Platform engineers | REMOTE (EU) | Full-time preferred. Contract possible.\n\nWe are a small boutique consultancy and are quite experienced. A lot of us have extensive consultant experience. You will join a small, highly skilled remote team of engineers and transformation practitioners working at the forefront of enterprise AI.\n\nWe use AI for both development and in our solutions. We are looking for engineers that are critical thinkers, understand the limitations of AI but also where it can have a positive impact.\n\nApply at: https://grnh.se/wr97lgu2teu\n\nOur website: https://egg-ai.com/"
  }
}

{
  "judgment": {
    "query_id": "mobile_intent",
    "job_id": "job_df603118e01949c470f6",
    "grade": 1,
    "confidence": "high",
    "reason": "The mobile development role is plausibly relevant through React Native and phone-app work, but the posting does not specify iPhone development, offline functionality, or app-store releases.",
    "evidence": [
      "* Make writing on a phone a delight.",
      "* You should have: Great taste and product sense, lots of agency, extensive React Native experience, and a sense of humor, adventure, and hope."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "iPhone app development",
      "Offline behavior implementation",
      "App-store release responsibilities"
    ]
  },
  "posting": {
    "title": "Hiring: Senior Mobile Developer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9bd792a328a58a54"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "√ REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_6ac834a3439bfc5d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_04df50e2fa641ae1"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 180000.0,
        "min": 160000.0,
        "period": null,
        "currency": null,
        "original": "160-180K",
        "currency_status": "unknown"
      },
      "evidence_ids": [
        "ev_744c3f31035df110"
      ]
    },
    "skills": [
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "single_role",
    "description": "Sudowrite | https://sudowrite.com | √ REMOTE (US) | √ PMF | √ PROFITABLE | Full-Time\n\nKind, smart, low-drama people, seeking the same to help make writing tools authors dream about.\n\nOur users have published thousands of books using Sudowrite, and we're building a sustainable company, not chasing unrealistic growth targets set by VCs.\n\n* We help the next generation of storytellers tell better stories.\n\n* We believe the future of writing is AI & human collaboration.\n\n* Co-founders both had prior exits.\n\n—————————————————————\n\nHiring: Senior Mobile Developer\n\n* Make writing on a phone a delight.\n\n* You should have: Great taste and product sense, lots of agency, extensive React Native experience, and a sense of humor, adventure, and hope.\n\nComp: 160-180K, equity, 401K, profit share, retreats, unlimited books.\n\nAPPLY: https://sudowrite.com/jobs/mobile"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_ec066347017e976a74e5",
    "grade": 1,
    "confidence": "high",
    "reason": "The role directly involves server-side code and API endpoints, but its stated database work uses DynamoDB rather than relational databases.",
    "evidence": [
      "You’ll write backend code in TypeScript/Node.js, build APIs with Lambda and API Gateway, model data in DynamoDB, and design event-driven workflows and integrations."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work involving relational databases is not stated."
    ]
  },
  "posting": {
    "title": "Cloud Engineer, AWS Serverless (TypeScript/Node.js)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_1ccae1bfffaeec34"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Germany)"
      ],
      "evidence_ids": [
        "ev_0dce77ade0f5d31c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_b36479e84f8606df"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 80000.0,
        "min": 75000.0,
        "period": null,
        "currency": "EUR",
        "original": "€75k–80k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_b07d2c95d409108e"
      ]
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      }
    ],
    "role_kind": "single_role",
    "description": "PAGNOS | Cloud Engineer, AWS Serverless (TypeScript/Node.js) | REMOTE (Germany) | Full-time | €75k–80k | business-fluent German required\n\nWe build serverless applications on AWS for clients and for our own SaaS products. On client projects, we work directly with their developers and help them understand and maintain what we build.\n\nYou’ll write backend code in TypeScript/Node.js, build APIs with Lambda and API Gateway, model data in DynamoDB, and design event-driven workflows and integrations. Infrastructure lives in code using AWS CDK, with CI/CD pipelines for builds and deployments. You’ll help decide how systems are designed and take testing, observability and security into account as you build. There’s some React/Next.js work too.\n\nWe’re looking for practical experience building AWS serverless applications with TypeScript/Node.js, including infrastructure as code, CI/CD and event-driven design. The role includes working through requirements and technical decisions with clients, so you should be comfortable with that.\n\nWe use coding agents daily and expect you to use them too, and to share useful approaches with other developers. AWS serverless development is the main focus of the role.\n\nWe’re remote-first, use Scrum, and work with code reviews, pair programming, and unit and integration tests. We meet in person regularly, sometimes in Cologne, sometimes in Austria or Mallorca. We plan travel around family commitments.\n\nYou must be based in Germany and speak business-fluent German and good English. We don’t offer visa sponsorship.\n\n€75k–80k, 32 days of vacation, hardware of your choice, and company-paid AI tool subscriptions.\n\nSend your CV to [email protected] – no cover letter needed. Questions before applying are welcome.\n\nFull job ad (German): https://germantechjobs.de/jobs/PAGNOS-GmbH-Cloud-AI-Engineer..."
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_de41568465b8b28f69c9",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised positions are product management and sales engineering, not junior product design. Remote work is stated, but Mexico eligibility and a no-degree policy are not established.",
    "evidence": [
      "- Product Manager (DevTools & AI Reliability) - remote UTC-3 to UTC+3",
      "- Sales Engineer - remote US, Eastern time zone"
    ],
    "unmet_requirements": [
      "Product designer role"
    ],
    "unknown_requirements": [
      "Junior seniority for product design",
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Product Manager (DevTools & AI Reliability) - remote UTC-3 to UTC+3; Senior Sales Engineer - remote Europe (UTC+1 to UTC+2); Sales Engineer - remote US, Eastern time zone",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_63436718139be878"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Europe / US Eastern)"
      ],
      "evidence_ids": [
        "ev_979e798a12c5771c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_577fd4315dd8d36c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Checkly | https://www.checklyhq.com | Product Manager, Sales Engineer, Senior Sales Engineer | REMOTE (Europe / US Eastern) | Full-time\n\nThe best developers don't wait for a customer to tell them something's broken.\nThey catch it first, in the pull request, in staging, or in the checkout flow at 3am, before a single user notices. That instinct is Checkly's whole reason to exist. We give developers and their agents the tools to own reliability the way they own their code: monitoring defined as code, powered by OpenTelemetry and Playwright, versioned and reviewed like everything else they ship. From pull request to post-mortem, in one place.\n\nOpen roles:\n\n- Product Manager (DevTools & AI Reliability) - remote UTC-3 to UTC+3\n- Senior Sales Engineer - remote Europe (UTC+1 to UTC+2)\n- Sales Engineer - remote US, Eastern time zone\n\nAll roles, compensation and applications: https://jobs.ashbyhq.com/checkly?utm_source=hn\n\nA human, either me or the Hiring Manager, will review your application!"
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_e653cdf8d3f861c6cfdb",
    "grade": 0,
    "confidence": "high",
    "reason": "The data-engineering duties overlap with analytics engineering, but the explicitly hybrid NYC arrangement conflicts with working remotely from Mexico. Seniority and Mexico eligibility are not stated.",
    "evidence": [
      "Build and maintain reliable data pipelines using Snowflake, AWS, and PostgreSQL",
      "Flexible hybrid schedule to accommodate other commitments"
    ],
    "unmet_requirements": [
      "Remote work from Mexico: the posting specifies a hybrid NYC arrangement."
    ],
    "unknown_requirements": [
      "Senior-level analytics engineering role.",
      "Eligibility to work from Mexico and whether employment is restricted to US residents."
    ]
  },
  "posting": {
    "title": "Hiring Java Developer (Full-Time)",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_3d1a77bcc1f9c252"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC (HYBRID)"
      ],
      "evidence_ids": [
        "ev_a1b43064aabf24e5"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 300000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150K-$300K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_0c83e64d4cb700fe"
      ]
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Furtim Modus | Hiring Java Developer (Full-Time) | NYC (HYBRID) | $150K-$300K + equity | https://www.furtimmodus.com/software-engineer\n\nWe are currently seeking a talented and driven Java Developer to join our team full-time. This is an exciting opportunity to contribute your skills and expertise to a venture backed funded fintech trading firm with emphasis in US equities capital markets tech based out of the New York City and in exchange we’ll provide you with base comp $150k-$300k, full benefits, cash bonus, and equity.\n\nRequired Qualifications:\n\n- Experience developing server-side software for electronic trading systems for US Equities\n\n- Strong low-latency programming experience using Core Java 17 or later\n\nHighly Preferred:\n\n- Experience with open-source technologies such as Aeron Transport, Aeron Cluster, Aeron Archive, Artio, and Agrona\n\n- Experience with the Adaptive Hydra trading platform\n\nBenefits:\n\n- Flexible hybrid schedule to accommodate other commitments\n\n- Collaborative and supportive team environment\n\n- Relocation assistance to NYC Metro area\n\nIf you are passionate about Java development and interested in joining a fintech venture, we would love to hear from you. Please submit your resume if interested to [email protected] in this opportunity.\n\n-----\n\nFurtim Modus | Hiring Data Engineer (Full-Time) | NYC (HYBRID) | $150K-$250K + equity | https://www.furtimmodus.com/data-engineer\n\nWe are currently seeking a talented and driven Data Engineer to join our team full-time. This is an exciting opportunity to contribute your skills and expertise to a venture backed funded fintech trading firm with emphasis in US equities capital markets tech based out of the New York City and in exchange we’ll provide you with base comp $100k-$150k, full benefits, cash bonus, and equity.\n\nRequired Qualifications:\n\n- Experience with electronic trading systems and market data for US Equities\n\nBuild and maintain reliable data pipelines using Snowflake, AWS, and PostgreSQL\n\n- Develop analytics and reporting solutions using Sigma Computing\n\n- Improve platform monitoring and observability using Grafana, Prometheus, and VictoriaMetrics\n\nHighly Preferred:\n\n- Experience with open-source technologies such as Aeron Transport, Aeron Cluster, Aeron Archive, Artio, and Agrona\n\n- Experience with the Adaptive Hydra trading platform\n\nBenefits:\n\n- Flexible hybrid schedule to accommodate other commitments\n\n- Collaborative and supportive team environment\n\n- Relocation assistance to NYC Metro area\n\nIf you are passionate about data engineering and interested in joining a fintech venture, we would love to hear from you. Please submit your resume if interested to [email protected] in this opportunity."
  }
}

{
  "judgment": {
    "query_id": "robotics_constraints",
    "job_id": "job_de609ec73a78fd9ea55d",
    "grade": 0,
    "confidence": "high",
    "reason": "The role involves robotics engineering, but its explicit onsite London requirement conflicts with fully remote work from Mexico. Junior level and a no-degree policy are not established.",
    "evidence": [
      "Full-time | Onsite (London, UK)",
      "We're looking for a Founding Geometry Software Engineer to build our 3D CAD analysis engine, handling grasp planning, and generative design of parts using a combination of meshes, SDFs, NURBS, and point clouds."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico: the posting requires onsite work in London, UK."
    ],
    "unknown_requirements": [
      "Junior-level eligibility",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Founding Geometry Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_79f506881d464bce"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite (London, UK)"
      ],
      "evidence_ids": [
        "ev_4a3269e9e975da3d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_a4048c0077568c98"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Whistle Robotics | Founding Geometry Engineer | Full-time | Onsite (London, UK) | https://whistlerobotics.com/\n\nI'm Gio, CTO at Whistle Robotics. We're building task-specific robots that make automation more accessible to small and medium manufacturers. We're looking for a Founding Geometry Software Engineer to build our 3D CAD analysis engine, handling grasp planning, and generative design of parts using a combination of meshes, SDFs, NURBS, and point clouds.\n\nYou will enjoy this role if you are excited to build algorithms that control physical hardware in the real world, and have experience with computational geometry libraries or game engine internals. Apply directly at our website."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_e8adbb2e02f5bc549987",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting explicitly includes backend engineering, but does not state compensation, so the USD 400,000 annual minimum cannot be verified.",
    "evidence": [
      "We're hiring for backend and product engineering, as well as a founding recruiter to help us scale."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year."
    ]
  },
  "posting": {
    "title": "Software engineers (backend and generalist product engineers, founding recruiter)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_03ef4340724c70f4"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Full time in San Francisco, CA (ONSITE)"
      ],
      "evidence_ids": [
        "ev_46d614801f02709a"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "New Lantern | https://newlantern.ai | Software engineers (backend and generalist product engineers, founding recruiter) | Full time in San Francisco, CA (ONSITE)\n\nNew Lantern is building an AI radiology resident—think Cursor for radiologists. Our application integrates the three software tools radiologists use all day [1], together with AI, to create a platform that saves radiologists toil and lets them focus on reading images and finding disease.\n\nWe are a series A startup with ~20 engineers (~40 total staff), have a number of live customers generating revenue, plenty of runway, and are backed by Benchmark, Anthropic, and other great investors. Our customers have told us they would cry if they couldn't use our product anymore.\n\nWe're hiring for backend and product engineering, as well as a founding recruiter to help us scale. You'll work directly with our founder/CEO, our staff radiologists, and our end users to build a product that radiologists rely on daily. You'll have real ownership and autonomy, and ship meaningful work frequently.\n\nI'm Steve, New Lantern's Head of Engineering. If you're interested or want to learn more, shoot me a note at (my HN username)@newlantern.ai. I've already hired one engineer from HN this year and interviewed many more!\n\n[1] a radiology image archive & viewer, a medical report dictation system, and work management system"
  }
}

{
  "judgment": {
    "query_id": "tools_keywords",
    "job_id": "job_e6abdd4a47162f1df66a",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves Rust systems development and developer tools, but compiler development is not stated; the described focus is a Linux BPF runtime.",
    "evidence": [
      "Building a dynamic runtime on top of the Linux BPF sub-system.",
      "Looking for extremely talented / passionate Rust developers / Backend Engineers with a deep interest in Linux internals, Distributed Systems, Dev Tools, Great Developer Experiences and Systems programming."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role involves compiler development."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_8c2999772fd0a7b3"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Chicago, IL / Remote"
      ],
      "evidence_ids": [
        "ev_e7e876088277cf9b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "yeet | Chicago, IL / Remote | Full-Time\n\nBuilding a dynamic runtime on top of the Linux BPF sub-system. Looking for extremely talented / passionate Rust developers / Backend Engineers with a deep interest in Linux internals, Distributed Systems, Dev Tools, Great Developer Experiences and Systems programming.\nExperience working with distributed systems AND / OR writing highly-concurrent, performant multi-threaded Rust is a must.\n\nFeel free to tell us all about your favorite GNU core utilities / Linux system calls / kernel sub-systems at: work [at] yeet.cx\n\nYou can visit us at https://yeet.cx/\n\nFor more jobs check out https://yeet.cx/careers"
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_e09c0b93b03c6535489c",
    "grade": 0,
    "confidence": "high",
    "reason": "The requested work involves developing robot navigation and object manipulation. This role instead focuses on manufacturing hardware and scaling production; the company's physical-AI mission does not establish those duties for this position.",
    "evidence": [
      "As the first manufacturing hire, you'll own how our hardware gets made, from first builds through volume production.",
      "You'll build the manufacturing function from zero and lead it as the company grows."
    ],
    "unmet_requirements": [
      "Work developing machine navigation and physical-object manipulation."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Manufacturing Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_47387ba4136d6c86"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-site in Palo Alto, CA"
      ],
      "evidence_ids": [
        "ev_b7edaea4d122ea87"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 190000.0,
        "min": 120000.0,
        "period": null,
        "currency": "USD",
        "original": "$120k–$190k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_e046313b828e49ca"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Springcraft | Manufacturing Engineer | On-site in Palo Alto, CA | Full time | $120k–$190k + equity\n\nSpringcraft is building the platform for physical AI.\n\nToday, building robots and intelligent machines means navigating fragmented tools, incompatible hardware, and closed ecosystems. It takes too long, costs too much, and locks builders in. There is no default platform for physical AI. We're building it. Springcraft brings together purpose-built hardware, developer tools, and AI models into one open, integrated system so that builders can create machines that sense, understand, and act in the real world.\n\nAs the first manufacturing hire, you'll own how our hardware gets made, from first builds through volume production. This is a foundational, hands-on hire. You'll be on the bench and at the machines, partnering directly with our hardware engineers. You'll build the manufacturing function from zero and lead it as the company grows.\n\nMore info and application at https://www.springcraft.ai/careers/?role=manufacturing-engin..."
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_f03fc05e545b08f37242",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on GPU datacenter infrastructure and AI workload optimization, not embedded software running on tiny chips and interfacing with sensors.",
    "evidence": [
      "Think GPU datacenter bring-up, storage, networking, and designing IaC.",
      "Also think optimizing AI workloads, env design, minimizing GPU bring up times, and maximizing hardware fungibility."
    ],
    "unmet_requirements": [
      "Embedded software development for tiny chips with sensor communication."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Bare-Metal GPU Infra + Applied AI",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_8bf3939b9d6a5bfb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco / REMOTE"
      ],
      "evidence_ids": [
        "ev_da40ef5e85f83051"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Inferra | Bare-Metal GPU Infra + Applied AI | San Francisco / REMOTE | Full-time / internship\n\nWe're looking for cracked, optimistic engineers/students with good systems taste and high tolerance of ambiguity. We're a team of ~10 in SF, building a GPU neocloud. High agency, lots of freedom, very little boundaries.\n\nThink GPU datacenter bring-up, storage, networking, and designing IaC. Also think optimizing AI workloads, env design, minimizing GPU bring up times, and maximizing hardware fungibility.\n\nEmail sasan at inferra.ai with anything relevant. For internships: please tell what you'd like to do in the next ~year, if you could do anything."
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_f511e6c241192c116a5b",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed roles involve cloud infrastructure, Kubernetes, inference, security, and Linux container runtimes, not C++ microcontroller firmware development.",
    "evidence": [
      "Senior/Staff Backend Engineer — Build controllers and operators at the core of the platform.",
      "vNode Engineering Tech Lead — Build vNode, our tenant-isolation container runtime (Linux user namespaces and seccomp, no VM, no virtual kubelet)."
    ],
    "unmet_requirements": [
      "Microcontroller firmware engineering work"
    ],
    "unknown_requirements": [
      "C++ usage"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_5ad7c27c7ee1a9b4"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US, Canada, Europe)"
      ],
      "evidence_ids": [
        "ev_028d4038af62a936"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_d8d7b3ed974088f6",
        "ev_f8e4b4e01097b1b8"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "vCluster Labs | Multiple Engineering Roles | REMOTE (US, Canada, Europe) | Full-time | $140k-$220k USD | $140k-220k CAD | €80K – €145K + Equity\n\nvCluster Labs builds the software layer that turns hardware into a cloud. One platform to turn raw compute into every kind of cluster, for the teams building AI infrastructure and the customers they serve. We're a VC-backed startup in hyper-growth and fully remote.\n\nWe have several open roles, here are a few to highlight:\n\nSenior/Staff Backend Engineer — Build controllers and operators at the core of the platform. Strong fit if you've authored Kubernetes controllers/operators from scratch using kubebuilder, controller-runtime, or client-go. Apply: https://www.vcluster.com/careers?ashby_jid=516c8859-83be-453... or https://www.vcluster.com/careers?ashby_jid=7a0a3f38-e7bf-407...\n\nSenior Inference Engineer — Our first dedicated inference hire. Production deployment/serving experience with vLLM, SGLang, or TensorRT-LLM, hands-on inference optimization (quantization, batching, caching, routing), strong Python or Go.\n\nSenior Application Security Engineer — Kubernetes internals from an exploitation/attack-surface perspective, hands-on container breakout and privilege escalation experience, real code-level security review, and threat modeling. Apply: https://www.vcluster.com/careers?ashby_jid=83c81a73-973f-406...\n\nvNode Engineering Tech Lead — Build vNode, our tenant-isolation container runtime (Linux user namespaces and seccomp, no VM, no virtual kubelet). Container runtime internals (containerd, CRI-O, runc), Kubernetes node-level depth (kubelet, CRI layer), Linux isolation primitives (seccomp, user namespaces, cgroups). Apply: https://www.vcluster.com/careers?ashby_jid=c6a9423d-5f1f-4f4...\n\nFull list of open roles: https://www.vcluster.com/careers\nFeel free to reply here with any questions."
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_dff942f76977d15fd4dd",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves software for scientific measurements, which is plausibly related to sensor systems, but the posting does not establish embedded software running directly on tiny chips or communicating with sensors.",
    "evidence": [
      "We are looking for a developer for the measurement orchestration software for experiments at the Swiss Light Source (SLS) synchrotron."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Software running directly on tiny chips",
      "Direct communication with sensors"
    ]
  },
  "posting": {
    "title": "Software Scientist / Research Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_6bf17ecedba5b735"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE (CH)"
      ],
      "evidence_ids": [
        "ev_d0f5e481bf0bedbd"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CH"
      ],
      "evidence_ids": [
        "ev_14a425df4e14ad5b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Paul Scherrer Institut (PSI), Switzerland | Software Scientist / Research Software Engineer | ONSITE (CH) | Full-time | 2y project | www.psi.ch\n\nPSI is the largest research institute for natural and engineering sciences within Switzerland. We perform cutting-edge research in the fields of future technologies, energy and climate, health innovation and fundamentals of nature. By performing fundamental and applied research, we work on sustainable solutions for major challenges for society, science and economy.\n\nWe are looking for a developer for the measurement orchestration software for experiments at the Swiss Light Source (SLS) synchrotron. Our scientists rely on this software for time-critical experiments, requiring support before, during, and after measurements to use, extend, and integrate new functionality. The role acts as translator and facilitator between scientists and specialists across a wide range of disciplines, bridging gaps in collaborative discussions and code development.\n\nFor a detailed job descriptions and starting the application process, please visit:\nhttps://www.psi.ch/en/hr/job-opportunities/75028-software-sc..."
  }
}

{
  "judgment": {
    "query_id": "mobile_constraints",
    "job_id": "job_eea08cab6663d534bc80",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting lists remote software engineering roles, but does not establish iOS work, junior seniority, Mexico eligibility, or a no-degree policy.",
    "evidence": [
      ">> Software Engineer, Agents | NAMER, EMEA, APJ (Remote) :",
      ">> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid):"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "iOS engineering duties",
      "Junior seniority",
      "Eligibility to work fully remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": ">> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid); >> Staff Security Engineer | NAMER, EMEA, APJ (Remote); >> Forward Deployed Engineer | United States (Remote); >> Software Engineer, Agents | NAMER, EMEA, APJ (Remote)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_1620d9c994a4fc6d",
        "ev_a245f5ba4cef050a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote"
      ],
      "evidence_ids": [
        "ev_1620d9c994a4fc6d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_4e5b1b62b0301460"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "LiveKit|http://livekit.io/| VoiceAI | webRTC | Remote | Full Time\n\nLiveKit is building the infrastructure layer for the voice-driven era of computing. Our platform gives developers everything they need to build, test, deploy, scale, and observe agents in production. Hiring:\n\n>> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid):\nhttps://jobs.ashbyhq.com/livekit/463e2769-bb85-4429-96a3-3a1...\n\n>> Staff Security Engineer | NAMER, EMEA, APJ (Remote):\nhttps://jobs.ashbyhq.com/livekit/efc06ff8-37c4-473e-8de8-bbb...\n\n>> Forward Deployed Engineer | United States (Remote):\nhttps://jobs.ashbyhq.com/livekit/b889ef16-4d5d-4b71-b0a9-682...\n\n>> Software Engineer, Agents | NAMER, EMEA, APJ (Remote) :\nhttps://jobs.ashbyhq.com/livekit/1757f49e-7e19-4c45-85f7-e46...\n\nCo-founders: Russ d'Sa (CEO) https://www.linkedin.com/in/russelldsa/ & David Zhao (CTO) https://www.linkedin.com/in/davidzhao/\n\nCheck out our blog: https://livekit.com/blog\n\nOur other roles: https://livekit.com/careers?utm_source=1bpyr8q375"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_f421cd957b7c2b33889a",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes server-side web development and REST APIs, but also substantial frontend and AI work. Relational database work is not stated; the named databases are MongoDB and DynamoDB.",
    "evidence": [
      "you'd work across the full stack: React/TypeScript frontend, Node.js backend, AWS Lambda.",
      "looking for 2-3+ years hands-on experience, solid Node.js and REST API background"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work involving relational databases"
    ]
  },
  "posting": {
    "title": "Full Stack AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9a5542435ea47fc5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote(Everywhere)"
      ],
      "evidence_ids": [
        "ev_110e47d9d832abf6"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      }
    ],
    "role_kind": "single_role",
    "description": "AiMi | Full Stack AI Engineer | Remote(Everywhere) | Full-time\n\nAiMi builds agentic AI infrastructure for capital markets: autonomous agents that ingest venue and vendor notifications, assess impact across client infrastructure, and drive change management workflows in real time, replacing what used to be manual, static processes for exchanges and their ops teams. live production platform, not a pilot.\n\nyou'd work across the full stack: React/TypeScript frontend, Node.js backend, AWS Lambda. concretely: shipping features in the agent pipeline, building MCP-based connectors and skills that extend what our agents can reach, running evals on agent accuracy and reliability, building observability and alerting for agent latency/error rates/failed workflows, and making long-running LLM, agent, and SSE calls actually resilient (timeouts, retries, circuit breakers, fail-fast, recovery). also a fair amount of diagnosing dependency/version conflicts in a Node.js/npm monorepo, which is its own skill.\n\nlooking for 2-3+ years hands-on experience, solid Node.js and REST API background, real hands-on work with LLMs or agent frameworks (Mastra, LangChain, LlamaIndex, Claude, OpenAI or similar), comfortable with AWS (Lambda, Bedrock, DynamoDB, S3, Cognito, API Gateway, CloudWatch), MongoDB/DynamoDB, and genuinely tests what you ship (unit, integration, e2e). familiarity with spec-driven development (Claude Code, Cursor, CodeRabbit or similar) is a real plus since that's how we work day to day. bonus points for capital markets/trading infra background, LLM observability tooling like Langfuse, SSE streaming experience, or PostHog.\n\nyou'd be working on great things here: real architectural decisions at an early-stage company, visible impact from week one, and room to grow into a senior or lead role as we grow.\n\napply: https://join.com/companies/aimitechnology/16658631-agentic-a... , or reach out directly at [email protected]"
  }
}

{
  "judgment": {
    "query_id": "frontend_keywords",
    "job_id": "job_ed8c41f00747cba41d3a",
    "grade": 2,
    "confidence": "high",
    "reason": "The role includes React development and direct UI/UX ownership, matching the requested frontend work despite its broader full-stack scope.",
    "evidence": [
      "0-1 product, real UI/UX ownership, ERP integrations that sync POs and manufacturing data.",
      "Stack: TypeScript, React, Next.js, GraphQL, Trigger.dev."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_4fed6965d21ff2d5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Chicago, Seattle"
      ],
      "evidence_ids": [
        "ev_1d0670f5f31d0018"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 225000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150k-$225k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2a7e80797f93e9e1"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Silkline | Software Engineer | Chicago, Seattle | ONSITE (5 days/week) | $150k-$225k + equity | https://silkline.ai\n\nModern hardware supply chains run on spreadsheets, email, PDFs, and prayer. It's like fax woke up in 2026. We're fixing it with an AI-first procurement platform for aerospace, defense, and nuclear manufacturing - customers include Machina Labs, Astranis, K2 Space, Castelion, and Antares.\n\nAt SmallSat last month, a supplier walked up to me (in a full spacesuit costume), said \"oh you're from Silkline, we love you guys!\" and handed us a roadmap item on the spot. That's the job: sit with customers, hear what's broken, ship it. 0-1 product, real UI/UX ownership, ERP integrations that sync POs and manufacturing data.\n\nStack: TypeScript, React, Next.js, GraphQL, Trigger.dev. You: 5+ years full-stack, startup or 0-1 experience, fast with APIs (bonus: ERPs). The role touches ITAR-controlled data, so US persons only, no visa sponsorship.\n\nWe 5x'd our customer base this past year and continue to grow fast. Small team, direct line to the founders (Isaac and myself). Also: space-suited mascot named Silky.\n\nApply: https://jobs.gem.com/silkline/am9icG9zdDrLwsEQTKKa02Ut_F9kgz...\nQuestions? [email protected] (mention HN)"
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_f38b644f59dd64d3d669",
    "grade": 2,
    "confidence": "medium",
    "reason": "The posting explicitly includes embedded software engineering roles, which align with writing software for chips and sensor-connected hardware, although specific devices and sensor duties are not detailed.",
    "evidence": [
      "+ Software Engineer (Embedded) - https://grnh.se/acaazaw13us",
      "Freeform builds AI-native manufacturing systems that unify software, hardware, and physics to produce industrial-scale parts at the speed of human ideation."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineers",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_36a0b7341530bdae"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hawthorne, CA (Los Angeles County)"
      ],
      "evidence_ids": [
        "ev_7e692e8a46bfb7b4"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Freeform (http://freeform.co) | Software Engineers | Full-time | Onsite | Hawthorne, CA (Los Angeles County)\n\nFreeform builds AI-native manufacturing systems that unify software, hardware, and physics to produce industrial-scale parts at the speed of human ideation. By treating manufacturing as a single integrated system, we unlock a new era of innovation where complex hardware is designed, built, and scaled without limits. This isn’t just an improvement; it’s a leap forward in how complex metal parts are made, with the ability to revolutionize industries like aerospace, defense, automotive, energy, and beyond. We are backed by top VCs including NVIDIA’s NVentures, Founders Fund, Threshold Ventures, and Apandion.\n\nIt’s a small, tight-knit team and you’d have the opportunity to own significant and impactful greenfield projects throughout the entire development lifecycle and much more. Our software team comes from the likes of Google, SpaceX, and Apple, and believes in taking a first principles approach to solving hard problems.\n\nA glimpse into our software landscape - https://www.youtube.com/watch?v=nFWQArUkd5I\n\nOur feature in TechCrunch announcing our $67M Series B Raise! https://techcrunch.com/2026/02/19/freeform-raises-67m-series...\n\nCurrent open positions:\n\n+ Principal Software Engineer - https://grnh.se/27ajbj9k3us\n\n+ Senior Full Stack Engineer (MES) - https://grnh.se/vp93v0cu3us\n\n+ Senior Software Engineer - https://grnh.se/m2l08z853us\n\n+ Senior Software Engineer (Embedded) - https://grnh.se/hb838bth3us\n\n+ Senior Software Engineer (Full Stack Enterprise) - https://grnh.se/z1hbnfo33us\n\n+ Software Engineer - https://grnh.se/hnwff2s23us\n\n+ Software Engineer (Embedded) - https://grnh.se/acaazaw13us\n\n+ Software Engineer (Full Stack Enterprise) - https://grnh.se/26cvuixl3us"
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_f6eb60d3622a24208721",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on platform security and code reviews, not C++ microcontroller firmware development.",
    "evidence": [
      "You will conduct in-depth code reviews, implement security best practices, and influence the overall security strategy.",
      "Your expertise in TypeScript, Python, Kubernetes, CI/CD, and terraform orchestration will be crucial in identifying and mitigating potential security vulnerabilities."
    ],
    "unmet_requirements": [
      "Microcontroller firmware engineering work"
    ],
    "unknown_requirements": [
      "Use of C++"
    ]
  },
  "posting": {
    "title": "Security Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_362ac1bb27a00421"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite in San Francisco"
      ],
      "evidence_ids": [
        "ev_92626ec6486f1e8b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "single_role",
    "description": "Factory | Security Engineer | Onsite in San Francisco | Full-time\n\nCome work on my team! (We’re hiring lots of engineers right now, but I’m biased toward my own group today.)\n\nFactory builds software development agents that accelerate the world's largest enterprise engineering teams. We're helping customers including Nvidia, Adobe, Adyen, Klarna, and Ernst & Young turn their engineering organizations into autonomous development systems — shipping code, reviewing PRs, running tests, and deploying continuously.\n\nWe're seeking a talented Security Engineer to join our team. In this role, you will play a critical role in developing and maintaining the security foundation of our platform. You will conduct in-depth code reviews, implement security best practices, and influence the overall security strategy. Your expertise in TypeScript, Python, Kubernetes, CI/CD, and terraform orchestration will be crucial in identifying and mitigating potential security vulnerabilities.\n\nSoftware Engineer, Security: https://factory.ai/careers/software-engineer-security\n\nOther roles: https://factory.ai/company#careers"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_fe48d4256c9110cbffd2",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for leading security product management, not junior product design. Remote work is stated, but Mexico eligibility and a no-degree policy are not established.",
    "evidence": [
      "Lead Product Manager, Security",
      "I’m hiring a product manager to lead our security roadmap and steer the priorities of our security engineering team."
    ],
    "unmet_requirements": [
      "Junior product designer role"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Lead Product Manager, Security",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_774ca9dccd2488bb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US + 18 countries)"
      ],
      "evidence_ids": [
        "ev_a54b183f09ea8582"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_1f39d75bab375746"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Wikimedia Foundation | Lead Product Manager, Security | REMOTE (US + 18 countries) | Full-time\n\nI lead the security and safety team for Wikipedia, at the Wikimedia Foundation. I’m hiring a product manager to lead our security roadmap and steer the priorities of our security engineering team.\n\nIt’s a high-pace, shipping-heavy time for the whole project right now, as we are dedicating ourselves to surviving all the ways AI is messing with us and the internet, and getting to the other side of it. I joined myself about a year ago, and have found it to be a great time and place to swing big and surprise people.\n\nThis is a PM role and PM background is certainly helpful, but it’s not strictly required (everyone has the first PM job at some point). A technical background and security expertise are a must for this role, so we’re also open to people in engineering roles, who have demonstrated PM-relevant skills and are interested in making a pivot.\n\nYou can apply at https://job-boards.greenhouse.io/wikimedia/jobs/8140060?gh_s... - we don’t auto-filter based on AI or anything like that, I will personally see your resume."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_ef4f33206daed662837e",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds scientific data infrastructure and ML-supporting backend systems, rather than business revenue reports and dashboards.",
    "evidence": [
      "You’ll work across the product, with a particular focus on backend systems, APIs, data infrastructure, and the systems supporting our machine learning work.",
      "A major part of the role is figuring out how to turn complex scientific and experimental information — including scientific literature, natural language, and data generated in the lab — into reliable, structured data."
    ],
    "unmet_requirements": [
      "Work transforming business data into revenue reports and dashboards"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer, Data & ML",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_16a319a069cadb6c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-Site (Cambridge, MA)"
      ],
      "evidence_ids": [
        "ev_f62fade15ba8253b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 130000.0,
        "min": 105000.0,
        "period": null,
        "currency": "USD",
        "original": "$105,000–$130,000",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_df2e60ba98b76b59"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Foray Bioscience | Software Engineer, Data & ML | On-Site (Cambridge, MA) | Full Time | $105,000–$130,000 + equity\n\nCompany:\nForay is a plant production company using plant cells, artificial intelligence, and advanced biomanufacturing to grow materials, molecules, and seeds directly from the cell up.\n\nOur work is powered by Pando, our intelligent workspace for plant science. Pando combines novel plant datasets and emerging predictive models to help researchers design and optimize plant production workflows with greater speed and reliability. Together, our software and biomanufacturing platforms are creating new ways to produce what we need from plants while building more resilient plant industries.\n\nRole:\nWe’re looking for a Software Engineer, Data & ML to help build the software and data foundation behind Pando. You’ll work across the product, with a particular focus on backend systems, APIs, data infrastructure, and the systems supporting our machine learning work. A major part of the role is figuring out how to turn complex scientific and experimental information — including scientific literature, natural language, and data generated in the lab — into reliable, structured data.\n\nYou’ll work closely with software engineers, biologists, and ML researchers to translate experimental workflows, statistical analyses, and design-of-experiment approaches into scalable software and predictive tools. You’ll join early, have significant ownership, and help make foundational technical and architectural decisions as the platform grows.\n\nYou:\n+ Strong software engineering generalist with particular depth in backend and data systems\n+ Experience shipping production-grade software and building backend systems, data pipelines, databases, APIs, or other data-intensive infrastructure\n+ Strong in Python and comfortable with relational databases, APIs, and modern software systems\n+ Familiar with MLOps and the infrastructure needed to run AI models in production\n+ Comfortable turning messy, heterogeneous, or unstructured information into trustworthy data, including through NLP, information extraction, or similar techniques\n+ Understand good scientific data practices including quality, provenance, versioning, reproducibility, permissions, and access controls\n+ Enough statistical fluency to reason about experimental data, uncertainty, and design of experiments\n+ Enjoy learning unfamiliar domains, working across disciplines, and solving ambiguous problems with significant ownership\n+ Experience with scientific or biological data, ML infrastructure, predictive modeling, optimization, or AI applications is helpful, but we don’t expect one person to have done all of these things before\n+ Must be authorized to work in the United States\n\nLearn more & apply: https://jobs.polymer.co/foray-bioscience/41044?source=Hacker...\n\nReferrals: Available in the form of a houseplant or a lab-grown Christmas tree, while supplies last!"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_f43f74b46ee925b2d966",
    "grade": 0,
    "confidence": "high",
    "reason": "The role involves engineering autonomous AI agents, not product design. Remote work is supported, but junior seniority, eligibility from Mexico, and a no-degree policy are not established.",
    "evidence": [
      "You'll design and ship autonomous agents that run real steps of the marketplace (sourcing, quoting, order matching, supplier follow-up) on real transactions and real money, with a human in the loop where risk demands it.",
      "We are a fully remote, global team of 55. No visa sponsorship/relocation."
    ],
    "unmet_requirements": [
      "Product designer role"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a9fb1e9b999ee53d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (preferred Spain, UK, Poland, Romania)"
      ],
      "evidence_ids": [
        "ev_85b34d39359a9cad"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "ES",
        "GB",
        "PL",
        "RO"
      ],
      "evidence_ids": [
        "ev_8bba35770f6ce393",
        "ev_069d29a51d044b9e",
        "ev_969db3676ab75e9d",
        "ev_75a384d9b675914b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Axmed | AI Engineer | REMOTE (preferred Spain, UK, Poland, Romania) | Full-time | apply: axmed.teamtailor.com/jobs/8175859-ai-engineer\n\nAxmed runs a live B2B marketplace connecting healthcare providers in low- and middle-income countries with pharmaceutical suppliers, working to make sure geography and income never stand between someone and the medicine they need. Backed by the Gates Foundation and Founderful. We're past proving it works and into scaling it — this role is what takes us there.\n\nYou'll design and ship autonomous agents that run real steps of the marketplace (sourcing, quoting, order matching, supplier follow-up) on real transactions and real money, with a human in the loop where risk demands it. Full lifecycle ownership: you decide the approach, build it, ship it, watch it, fix it.\n\nStack: Python, your choice of orchestration framework (LangChain/LangGraph/LlamaIndex/CrewAI), LLM APIs, cloud infra, CI/CD.\n\nWe are a fully remote, global team of 55. No visa sponsorship/relocation.\n\nApply: axmed.teamtailor.com/jobs/8175859-ai-engineer"
  }
}

{
  "judgment": {
    "query_id": "tools_intent",
    "job_id": "job_f3d2651c63638a8f24ff",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks full-stack product development with an emphasis on UX, not compiler or command-line tooling development.",
    "evidence": [
      "looking for full-stack product engineer generalists to help us create high-quality software with exceptional UX, end-to-end."
    ],
    "unmet_requirements": [
      "Work improving compilers and command-line tools used by programmers to build software."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "/^Full-?stack Engineer$/i",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b32599e2a66dde09"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (North America & Europe)"
      ],
      "evidence_ids": [
        "ev_b4b4218a751d183d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Better Stack | https://betterstack.com/ | /^Full-?stack Engineer$/i | Remote (North America & Europe)\n\nWe are software builders at :heart: CEO is a software engineer, COO is a software engineer, and you guessed it, CTO is an engineer, too. We are engineers, making the tools we always wanted. If you love building amazing software, you're at the right address.\n\nWe are looking for software engineers who, given enough time, could build Better Stack on their own = looking for full-stack product engineer generalists to help us create high-quality software with exceptional UX, end-to-end.\n\nApply at https://betterstack.com/careers/fullstack-engineer\n\nHow we operate: https://betterstack.com/careers – https://betterstack.com/careers/engineering – https://juraj.blog/"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_f3cd67a2521f8c2068fe",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for product engineering, not UX/product design or user research. Research methods describe the product's capabilities rather than the employee's duties.",
    "evidence": [
      "We're hiring product engineers to help us push the envelope on what's possible in AI engineering practices, while helping our customers bake customer insight into every product release."
    ],
    "unmet_requirements": [
      "UX/product design or user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_3bf680e481a705a4"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Canada)"
      ],
      "evidence_ids": [
        "ev_8421bd918ef11996"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CA"
      ],
      "evidence_ids": [
        "ev_32c7420e4a5c929b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Great Question | Product Engineer | Remote (Canada) | Full-time | https://greatquestion.com\n\nGreat Question is the best way to understand your customers - whether it's mining what they've already told you, or generating new research via interviews, surveys and prototype tests. We're 2nd time founders, closed our Series A last year, with customers from Canva & Brex to Intuit & Amazon.\n\nWe're hiring product engineers to help us push the envelope on what's possible in AI engineering practices, while helping our customers bake customer insight into every product release.\n\nYou'll do well here if you have a strong sense of what makes a quality product, you're AI native, and you solve the problem of ambiguity with getting closer to customers.\n\nWe're hiring product engineers!\n\nhttps://greatquestion.com/careers"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_eebaab401011db186cdb",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on producing marketing and advertising assets, not UX/product design or user research. Figma experience alone does not establish a match to the requested work.",
    "evidence": [
      "We need a production designer who turns briefs into polished, on-brand marketing, social and ad creative, fast, inside an existing brand system."
    ],
    "unmet_requirements": [
      "UX/product design and user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Production Designer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_caa527e6422fa9cd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (async, global)"
      ],
      "evidence_ids": [
        "ev_742ebca3dc94e700"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "We The Flywheel | Production Designer | REMOTE (async, global) | Contract, part-time to full-time | https://wetheflywheel.com/en/careers/production-designer-rem...\n\nWe're a small, agent-led studio. Most of our ops run through AI agents, and the people here direct them. We need a production designer who turns briefs into polished, on-brand marketing, social and ad creative, fast, inside an existing brand system.\n\nWhat we're looking for:\n- Real Figma experience (required)\n- You've wired Figma into coding agents like Codex or Claude Code (e.g. Figma MCP), so a design becomes working code without a hand-off\n- Strong typography and layout craft, and you can keep quality up across a high volume of assets\n- Clear written English for async work\n\nApply through the link. It starts with a short skills assessment, no cover letter needed.\n\nFor other roles, see our careers page: https://wetheflywheel.com/en/careers/?utm_source=hackernews&..."
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_f5b594ad0880df385a16",
    "grade": 1,
    "confidence": "high",
    "reason": "The Lead Data Engineer opening is plausibly related to senior analytics engineering, but analytics-specific duties and remote eligibility from Mexico are not established. The posting is not explicitly restricted to US residents.",
    "evidence": [
      "* Lead Data Engineer",
      "Remote: our roles are primarily NL, US, North Macedonia, or CA-based (hybrid), but exemptions for remote work within the EU may apply to specific cases."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the Lead Data Engineer role involves analytics engineering work.",
      "Whether remote work from Mexico is permitted."
    ]
  },
  "posting": {
    "title": "Staff Backend Engineer – AI; Senior Infrastructure Engineer; Lead Data Engineer; Senior React SDK Developer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_57d87d029d11a695",
        "ev_375c19a5dd4d764e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam (NL), Skopje (North Macedonia)",
        "Boulder, CO (US)",
        "Toronto (Canada))",
        "Remote possible"
      ],
      "evidence_ids": [
        "ev_9357d72ecbe1c2e9",
        "ev_6d9d72fe434f1a94",
        "ev_c31ced274421419a",
        "ev_b74e753e8c099e91"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA",
        "NL"
      ],
      "evidence_ids": [
        "ev_2eb9ab0e22347d5b",
        "ev_e4e7e8b32f806378",
        "ev_fe4846532ac214a5"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Stream | Multiple Positions | Amsterdam (NL), Skopje (North Macedonia) | Boulder, CO (US) | Toronto (Canada)) | Remote possible | Full Time | Visa Sponsorship\n\nAt Stream, we use Go for our video SFU, chat API, Moderation and Feeds, serving high traffic from major apps like Strava, Nextdoor, Patreon, and Midjourney. Our tech stack: Go, CockroachDB, RocksDB, WebRTC, Raft, and Redis.\n\nWe're hiring for:\n\n* Staff Backend Engineer – AI\n\n* Senior Infrastructure Engineer\n\n* Lead Data Engineer\n\n* Senior React SDK Developer\n\nWhy Join Stream?\n\n* High scale/ difficult engineering, we have customers using our products with millions of users\n\n* Default alive. Startup growth opportunity with healthy revenue\n\n* All managers are hands-on and capable engineers\n\n* Edge network of servers around the world\n\n* Great opportunity to learn and grow\n\nRemote: our roles are primarily NL, US, North Macedonia, or CA-based (hybrid), but exemptions for remote work within the EU may apply to specific cases.\nVisa Sponsorship: Available for the Netherlands\n\nApply here: https://jobs.ashbyhq.com/stream?utm_source=5rrpvObp3r"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_fcd8f8ccbd972908741f",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes data pipelines and financial data interfaces, which are related to the request, but it focuses on full-stack product engineering rather than producing reliable revenue reports and dashboards.",
    "evidence": [
      "Build the ingestion and enrichment pipelines that turn raw data into rich insights and alerts.",
      "Make heavy data legible: dense tables, financial charts, document viewers, a live alert stream."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the work includes transforming business data into revenue reports and dashboards."
    ]
  },
  "posting": {
    "title": "Full-Stack Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_2ae58452c26d9dba"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US time zones)"
      ],
      "evidence_ids": [
        "ev_ceec80ddfc488b9f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f6ce9779a48e12b7"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "elixir",
        "label": "Elixir"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Obi9 | Full-Stack Engineer | REMOTE (US time zones) | Contract or Full-time | https://obi9.ai/jobs/full-stack-engineer\n\nA hedge fund analyst covering therapeutics has to watch hundreds of companies at once: press releases, SEC filings, management calls, updates on government sites, clinical data publications. Obi9 ingests all of it and surface what matters. Hedge funds pay for it today.\n\nWe are early and the team is small, so you would own entire surfaces of the product rather than pick up tickets:\n\n- Ship full-stack features end to end, from the data model to the interface.\n\n- Build the ingestion and enrichment pipelines that turn raw data into rich insights and alerts.\n\n- Work on AI-backed features, from ideation to serving them in the webapp and over MCP.\n\n- Make heavy data legible: dense tables, financial charts, document viewers, a live alert stream.\n\nStack: React + TypeScript, Node, Elixir, Python, distributed AI pipelines.\n\nBeyond full-stack ability we want someone who already understands one of these worlds. One is enough, we are not asking for all four:\n\n- Financial information systems. Bloomberg, FactSet, AlphaSense, Capital IQ, PitchBook. You know what entity resolution, identifier mapping and point-in-time data cost to get right.\n\n- Financial domain knowledge in healthcare. Equity research, valuation, or time spent living inside filings and models.\n\n- Audio and transcription. OtterAI Deepgram, AssemblyAI, Whisper. Diarization, speaker attribution, turning messy call audio into something quotable.\n\n- AI-intensive products where the pipeline IS the product. Legal AI, document intelligence, medical coding. You know what evals, grounding and extraction schemas that hold actually cost.\n\nMinimum: 5+ years building production web applications, a technical degree, fluency with current AI tooling, and eight continuous hours inside the 8:30am to 5:00pm ET window.\n\nApply: https://obi9.ai/jobs/full-stack-engineer?tab=apply"
  }
}

{
  "judgment": {
    "query_id": "tools_keywords",
    "job_id": "job_13d21229dff885b446cc",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting lists Rust backend software engineering, which is plausibly related, but does not establish work on compilers or developer tools.",
    "evidence": [
      "Software Engineers - Backend, Python, Rust"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Compiler development duties",
      "Developer tools engineering duties"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_09c1e1bc4cab34fc",
        "ev_5612d30bb45edf37"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid - Onsite (London, UK)"
      ],
      "evidence_ids": [
        "ev_9ef4ad24a9248d65"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_5ecc8abec38ff867"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Smarkets (https://www.smarkets.com) | Full Time | Hybrid - Onsite (London, UK)\n\nSmarkets runs one of the world’s most sophisticated prediction markets, handling over £29 billion in volume since 2010 and engaging 200,000+ traders globally. We’re a technology company that happens to revolutionise betting - from sports to political markets, to delivering the sharpest prices and the fairest odds.\nWe are currently looking for:\n\nSoftware Engineers - Backend, Python, Rust -https://jobs.ashbyhq.com/smarkets/aaaf901f-77c0-4b35-9240-ed...\n\nEngineering Team Lead/Manager - https://jobs.ashbyhq.com/smarkets/59c8a1d1-25b6-4350-840c-9e...\n\nFront End Engineer - https://jobs.ashbyhq.com/smarkets/d24b8384-0894-46b3-834c-ee...\n\nLead Security Engineer - https://jobs.ashbyhq.com/smarkets/1d8143b9-96fb-4a75-9f17-06...\n\nPrincipal Product Designer - https://jobs.ashbyhq.com/smarkets/00b6eeb6-4378-481d-ad2e-2d..."
  }
}

{
  "judgment": {
    "query_id": "analytics_exclusion",
    "job_id": "job_feef28350d71718662ab",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting states US-only country eligibility, conflicting with remote work from Mexico. Its engineering roles also do not establish a senior analytics engineering position.",
    "evidence": [
      "US",
      "- Intelligence and Data Processing Engineer: This role is for someone who loves real browser and desktop forensics."
    ],
    "unmet_requirements": [
      "Remote work eligibility from Mexico; posting lists only US eligibility.",
      "Exclude jobs restricted to US residents."
    ],
    "unknown_requirements": [
      "Senior analytics engineering duties and level."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_caeb15e53a8bff4e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US Timezones)"
      ],
      "evidence_ids": [
        "ev_e87b4d088d63abb9"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_36eeea03b64fcd5b"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 230000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170k to $230k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_59d05ac7681f471b"
      ]
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Sidekick Labs | Senior SWE, R&D Engineer, Intelligence Engineer | REMOTE (US Timezones) | Full-time | $170k to $230k Base + Equity + Health\n\nSidekick builds AI security software for enterprises. Our sensors observe AI behavior and use in situ. From those observations, our reasoning pipeline produces an application inventory and a risk picture, allowing us to provide real-time intervention and coaching right when it matters.\n\nCompensation: base salary scaled to experience, meaningful early-stage equity, and 100% covered health insurance for you and your immediate family\n\nWe are a highly senior team. Most of us have been founders or on early founding teams, so we operate with high ownership. We expect you to have a real, current AI-assisted development practice. Our system spans several languages, and we expect you to use AI tools to quickly navigate unfamiliar parts of the codebase so you can comfortably own problems end-to-end across a broad stack.\n\nWe are hiring for three roles:\n\n- Senior Software Engineer: You will work across our event-driven architecture. You'll write Go and Python backend services and touch endpoint-deployed browser and desktop components. You need to be comfortable developing in a multi-tenant, microservice-driven SaaS architecture and understand typical scale and security implications for such products.\n\n- R&D Engineer: This is not an open-ended research function. You will take ambiguous feasibility questions tied to our roadmap and return defensible answers inside a week. You'll build handoff-ready prototypes, then shift into engineering mode to personally drive them through to production. You will also define operational envelopes and degradation boundaries, and rigorously deprecate infeasible ideas with documented rationale to avoid future re-litigation.\n\n- Intelligence and Data Processing Engineer: This role is for someone who loves real browser and desktop forensics. You'll use dev tools and debuggers as your primary instruments. Expect to be reading minified code to find where state lives and analyzing network logs to understand undocumented APIs. You will figure out how AI products work and build the prototyping and automation to maintain our software inventory.\n\nTo apply:\nSend an email to [email protected] with the role in the subject. Include a PDF of your resume, a quick sentence or two about a tough technical problem you've solved recently, and links to your GitHub, personal site, and/or LinkedIn.\n\nI'm Eric, VP of Technology, and I will personally read every email sent to the HN subaddress. You can view my background here: https://www.linkedin.com/in/three-two-one\n\nhttps://sidekicklabs.com"
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_0d234053992d25339714",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting offers software development work, but does not establish embedded firmware development for tiny chips or communication with sensors.",
    "evidence": [
      "We’re hiring multiple passionate software developers to help build innovative solutions that power the future of energy."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Software running directly on tiny chips",
      "Communication with sensors"
    ]
  },
  "posting": {
    "title": "Senior & Junior Software Engineers",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_6d97b8a2dd63956b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid in Oxford, UK"
      ],
      "evidence_ids": [
        "ev_7378e79c358d41ba"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_822675c21a9f398a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Aurora Energy Research | Senior & Junior Software Engineers | Hybrid in Oxford, UK | full-time | https://careers.auroraer.com/\n\nWe’re hiring multiple passionate software developers to help build innovative solutions that power the future of energy. We have roles for every experience level. Work alongside exceptional colleagues to create cutting-edge software and shape the energy landscape! Learn more and apply here:\n\nSenior Software Engineer: https://careers.auroraer.com/postings/91347816-7029-442f-9db...\n\nSoftware Engineer: https://careers.auroraer.com/postings/8c289ab6-283b-4270-a3e..."
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_ff4e34fc0dc989af75c8",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks full-stack AI engineering rather than user research, product experience design, or prototype testing. Interview preparation is the product's subject, not a user-interview responsibility.",
    "evidence": [
      "Has strong full-stack engineering skills. Has built and deployed production applications. Loves working with AI and LLM-powered products."
    ],
    "unmet_requirements": [
      "Work involving interviewing users and designing and testing product experiences and prototypes."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "2 Full Stack AI Engineer, 1 GTM",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_08f99641f04ed6bd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_08f99641f04ed6bd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 30000.0,
        "period": null,
        "currency": "USD",
        "original": "$30k – $90k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c22e4bcfc5e97a84"
      ]
    },
    "skills": [
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Interview Resources | 2 Full Stack AI Engineer, 1 GTM | REMOTE | Full-Time | $250k seed raised\n\nInterview Resources is building an AI-powered deep research platform for interview preparation. Instead of generic interview guides, we autonomously research company-specific interview experiences across Reddit, YouTube, LinkedIn, engineering blogs, company websites, Glassdoor, and other public sources, then generate structured preparation reports in minutes.\n\nWe are already profitable with 3k+ paid users.\n\nOur stack currently includes Next.js, React, TypeScript, Node.js, PostgreSQL, Docker, Vercel, AWS, and modern AI tooling. Experience with LangGraph, LangChain, MCP, RAG, vector databases, or AI agents is a strong plus, but curiosity and the ability to learn quickly matter more.\n\nWe're looking for someone who:\n\nHas strong full-stack engineering skills. Has built and deployed production applications. Loves working with AI and LLM-powered products. Takes ownership and ships quickly. Has personal projects or open-source work they're proud of.\n\nExpected salary: $30k – $90k (flexible based on experience, impact, and per capita)\n\nExpected Joining Date: 1st October\n\nTo apply, visit https://www.interviewresources.app/careers (No Email; my email is spammed) with:\n\n1. Your CV/Resume. Your GitHub profile.\n\n2. Why do you like InterviewResources? (product-driven answer) Log in to the site and just see some sample reports.\n\n3. One piece of work or project you're most proud of (include links if possible).\n\n4. Please include your expected salary and location in your application.\n\nHuman-written messages are more likely to get a response.\n\nTry: https://www.interviewresources.app"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_f85dc86648cb04f6e933",
    "grade": 0,
    "confidence": "high",
    "reason": "The engineering openings require twice-weekly office attendance in NYC or SF, explicitly conflicting with fully remote work from Mexico. Junior backend scope and a no-degree policy are not established.",
    "evidence": [
      "(Senior) Software Engineer ($148K – $250K) — NYC or SF, hybrid (2x/week in office)",
      "Software Engineer, Infrastructure ($148K – $230K) — SF, hybrid (2x/week in office)"
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico: engineering roles require office attendance in NYC or SF."
    ],
    "unknown_requirements": [
      "Junior-level backend engineering role availability.",
      "Eligibility to work from Mexico.",
      "No university degree required."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_64b657bc2a603380",
        "ev_8a3b1b131eff5d9b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC / SF"
      ],
      "evidence_ids": [
        "ev_887f53f658060d7d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Middesk | Full-time | NYC / SF | Hybrid | middesk.com\n\nAt Middesk, we're building the business identity infrastructure that banks, fintechs, and platforms rely on to know who they're doing business with — powering KYB (Know Your Business) compliance, fraud prevention, and entity verification at scale.\n\nWe're expanding beyond verification into a full agentic compliance platform — orchestrators and specialist agents that automate what used to be manual compliance review. Backed by YC, Sequoia, and Accel (Series B).\nWe're a small, sharp team with high ownership — engineers work closely with customers and leadership, and get to see their work ship fast.\n\nOpen roles:\n\nForward Deployed Engineer ($148K – $255K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/a72b1048-1001-49b1-92bd-9c4...\n\n(Senior) Software Engineer ($148K – $250K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/e1c6af86-dce1-495f-a710-ad3...\n\nData Scientist ($175K – $210K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/f0da59d3-43fa-460b-88ea-4fc...\n\nLead Data Scientist ($210K – $250K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/7fd5aeb2-c33c-4f0a-ad3d-216...\n\nSoftware Engineer, Infrastructure ($148K – $230K) — SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/aed2c535-cd58-4920-9618-a0c..."
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_0d84ab56a57b6e64ce25",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves backend infrastructure and node orchestration, which are related to reliability work, but it does not state container-cluster operations, cloud deployment management, or outage response duties.",
    "evidence": [
      "Daemon and node orchestration,",
      "We’re hiring a Backend Systems Engineer with Rust experience to help build:"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Container-cluster reliability responsibilities",
      "Cloud deployment reliability responsibilities",
      "Outage response responsibilities"
    ]
  },
  "posting": {
    "title": "Backend Systems Engineer (Rust)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a494fd507e20be20"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, Global"
      ],
      "evidence_ids": [
        "ev_dedc2ae370450a9e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "sqlite",
        "label": "SQLite"
      }
    ],
    "role_kind": "single_role",
    "description": "Proxybase | Backend Systems Engineer (Rust) | Remote, Global | Full-Time\n\nHi HN,\nI’m the founder of Proxybase [0]. We’re building a SOCKS5 proxy network focused on transparency and ethical sourcing in the residential proxy market.\nA quick note for anyone who applied last month: thank you to everyone who reached out. We received far more strong applications than expected, and between running day-to-day operations and working through the backlog, we took much longer to reply than we should have.\nIf you applied last month and haven’t heard back yet, I’m sorry for the delay. We’re actively reviewing those applications alongside this new batch.\n\nWhy Proxybase?\nThe residential proxy industry has a rough history. Some providers rely on hidden background scrapers bundled into TV firmware or mobile apps, while others use payout systems that can hold provider funds for months.\n\nWe’re trying to build something better:\nOpen-source clients: Our GUI [1] and CLI [2] are fully open source, so anyone can inspect and audit what runs on their device.\nExplicit consent: Providers knowingly opt in. No stealth bundling.\nFair, fast payouts: The minimum payout is $1, sent directly to provider wallets in USD stablecoins. We do not hold funds to earn interest on them.\n\nWe’re hiring a Backend Systems Engineer with Rust experience to help build:\n\nAsynchronous SOCKS5 routing infrastructure,\nDaemon and node orchestration,\nAutomated bandwidth-allocation pipelines\n\nStack: Rust, Tokio, Axum, SOCKS5, Linux systemd daemons, SQLite\n\nLocation: Fully remote, async-friendly, flexible time zones\nCompensation: Competitive salary plus equity. USD or stablecoin payment options are available.\n\nIf you’re interested in building infrastructure for an industry that needs better standards, email [email protected] with your GitHub, résumé, and a short note about what you’ve been working on recently.\n\nI’ll also be around in the comments to answer questions and hear feedback.\n\n[0]: https://proxybase.xyz\n\n[1]: https://github.com/proxybasehq/proxybase-gui\n\n[2]: https://github.com/proxybasehq/proxybase-cli"
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_04b8ca6ac05b6b0c09b5",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting includes machine learning engineering work, but provides no compensation information to support the required minimum of USD 400,000 per year.",
    "evidence": [
      "• Senior AI Engineer",
      "You will mostly work with Python and a range of ML frameworks such as TensorFlow, PyTorch, or HuggingFace Transformers and help bring application into production by building data pipelines and cloud infrastructure on all of the major cloud providers (GCP, AWS, Azure)."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000."
    ]
  },
  "posting": {
    "title": "Senior AI Engineer; Senior Software Engineer; Medior AI Engineer; Squad Lead GenAI",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_c48170e9a09fa14d",
        "ev_ac860674c8a45d5d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam, Berlin, Munich, Eindhoven, Ghent (EU) On-site/hybrid"
      ],
      "evidence_ids": [
        "ev_d722848f7123e1cd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "tensorflow",
        "label": "TensorFlow"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "azure",
        "label": "Azure"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "ML6 | Senior AI Engineer | Python, TensorFlow, PyTorch, GCP, AWS, Azure | Full-time | Amsterdam, Berlin, Munich, Eindhoven, Ghent (EU) On-site/hybrid\n\nWe are an AI engineering company that builds end-to-end AI solutions. By applying the latest AI research, we keep our clients at the forefront of innovation.\nIf you are interested check out:\n\nhttps://www.ml6.eu/en/customers/cases/\n\nWork on innovative projects for the biggest clients across Europe such as Randstad, ASML, FUNKE, and many more! Whether it’s about leveraging LLMs to improve customer support, building data lakes on cloud platforms to improve storage or implementing models using sensor data for quality control. You can find it all at ML6.\nYou will mostly work with Python and a range of ML frameworks such as TensorFlow, PyTorch, or HuggingFace Transformers and help bring application into production by building data pipelines and cloud infrastructure on all of the major cloud providers (GCP, AWS, Azure).\n\nOpen roles include:\n\n• Senior AI Engineer\n\n• Senior Software Engineer\n\n• Medior AI Engineer\n\n• Squad Lead GenAI\n\nand many more!\n\nApply now at https://jobs.ml6.eu/"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_0c7d26205733e4138155",
    "grade": 0,
    "confidence": "high",
    "reason": "The backend work is relevant and fully remote, but the role explicitly requires senior experience and US residence, conflicting with junior work from Mexico. The degree policy is unstated.",
    "evidence": [
      "You: 5+ yr senior dev who's seen (and fixed) enough dumpster-fire code to last a lifetime.",
      "Generally async-friendly but you must reside in the United States and be geographically grounded."
    ],
    "unmet_requirements": [
      "Junior backend engineer role",
      "Eligibility to work remotely from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "SENIOR SOFTWARE ENGINEER (Python/Django + JavaScript - VueJS/React)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7e5b3ed20e2f1ff5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (USA ONLY)"
      ],
      "evidence_ids": [
        "ev_94274ec3384736f0"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_dc474423440d8997"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 150000.0,
        "period": "year",
        "currency": "USD",
        "original": "$150K–$220K USD/year",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_e8babcf6b1f42f0c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "django",
        "label": "Django"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "VersaFeed.com | SENIOR SOFTWARE ENGINEER (Python/Django + JavaScript - VueJS/React) | REMOTE (USA ONLY) | Full-time\n\nAbout us: Fancy ETL pipeline which processes products from huge ecommerce companies. Data extraction and massage, delivery to destinations like Google/Meta/TikTok/etc. Profitable, 18+ yrs stable, 100% employee-owned. No VC, no pointless meetings, just serious coding.\n\nStack: Python/Django, JavaScript, VueJS/React, Docker, Git, PostgreSQL/Snowflake/DuckDB, Dagster, AWS + Strong agentic coding skills (Claude Code / Codex)\n\nCompensation: $150K–$220K USD/year DOE.\n\nYou: 5+ yr senior dev who's seen (and fixed) enough dumpster-fire code to last a lifetime. Python/Django deeply internalized; solid JS skills and able to wrangle Vue/React. You rock backend data pipelines like old jeans: Dagster, Snowflake, DuckDB, Postgres - in the cloud or on your bitchin' VM rack. Docker and Git are second nature. You've embraced agentic coding while still keeping the bots from running the slop show. You play well with others and write code that's easy to live with. Bonus: building AI assistants with PydanticAI, Py2→Py3 migrations, CI/CD and DevOps chops.\n\nTimezones: Primary time zone is PST (standups at 9AM PST). Generally async-friendly but you must reside in the United States and be geographically grounded.\n\nBenefits: 401K match, healthcare/vision/dental, equity, fully remote. Stable company with no time-wasters.\n\nApply: email jobs+hn261 [the-at-mark-thing] versafeed [the-period-thing] com"
  }
}

{
  "judgment": {
    "query_id": "embedded_exclusion",
    "job_id": "job_06d978f35cc890ee7c7b",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised openings concern backend software, probabilistic modelling, research, and related work, not firmware engineering. Seniority and eligibility to work remotely from Mexico are not stated.",
    "evidence": [
      "* Backend Software Engineer",
      "We're building a system that represents domain knowledge as modular probabilistic models — making analysis rigorous and transparent."
    ],
    "unmet_requirements": [
      "Firmware engineering work"
    ],
    "unknown_requirements": [
      "Senior-level position",
      "Eligibility to work remotely from Mexico",
      "Confirmation that the role is not restricted to US residents"
    ]
  },
  "posting": {
    "title": "Engineering Program Lead; Backend Software Engineer; Quantitative Modelling Engineer; Bayesian Software Engineer (+3)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_dea2fd8678c6d997"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (EU time zone) + Quarterly Meet-ups"
      ],
      "evidence_ids": [
        "ev_21dd7ee5915efe79"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "PlantingSpace | Full-time | Remote (EU time zone) + Quarterly Meet-ups | https://planting.space\n\nWe're building a system that represents domain knowledge as modular probabilistic models — making analysis rigorous and transparent. Users can connect these models flexibly into larger structures. The system enforces consistency across them, and propagates uncertainty through each step. Our first applications are in finance and scientific research, with use cases ranging from equity valuation and distress monitoring, to particle physics.\n\nWe're hiring for the following openings:\n\n* Engineering Program Lead\n\n* Backend Software Engineer\n\n* Quantitative Modelling Engineer\n\n* Bayesian Software Engineer\n\n* Program Synthesis Engineer\n\n* Analytic Learning Algorithm Researcher\n\n* Product Managers and Business Development\n\n* Domain Experts - Valuation, Quantitative Default-Probability, or Interest Rate Prediction Models: to collaborate on use cases, from opportunity validation through production\n\nWe’ve recently released a series of recordings from one of our quarterly team retreats, to share a look into how we work, and some of the technical problems we’re solving. A few team members sat down and talked through these topics, unscripted, and real. If you consider applying to join us, they offer a glimpse into our culture, and what working with us is really like. Watch the series on YouTube » https://www.youtube.com/@plantingspace9225/videos\n\nFind out more, and apply at: https://planting.space/joinus/"
  }
}

{
  "judgment": {
    "query_id": "mobile_no_match",
    "job_id": "job_0c8d0720dce3d8597d7b",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on EHR platforms and cloud-native applications, not iOS engineering. The listed USD 140–160k compensation does not establish the requested USD 400,000 annual minimum because its pay period is unstated.",
    "evidence": [
      "Our tools of choice are often React, Typescript, Postgres but we have a wide variety of cloud native and other applications in the mix.",
      "140 - 160k USD"
    ],
    "unmet_requirements": [
      "iOS engineering work"
    ],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the listed compensation has no stated pay period."
    ]
  },
  "posting": {
    "title": "L3 Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e4045643f575dfbb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, USA"
      ],
      "evidence_ids": [
        "ev_364c88c2727bf38d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_d2ac9b02e4fab482"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 140000.0,
        "period": null,
        "currency": "USD",
        "original": "140 - 160k USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_4ad5be6fecac58c7"
      ]
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Natera | L3 Software Engineer | Full-Time | Remote, USA | 140 - 160k USD | Genomics Tech | https://natera.com\n\nNatera, the leader in cfDNA testing, is expanding the EHR (Electronic Health Records) engineering team with a Software Engineer (L3) role. The team consists of 9 engineers mostly on the senior side with a heavy focus on interoperability, scalability, resilience and building net new capabilities. We are a hungry group of hackers who value quality, confidence and sensibility.\n\nYou'll be joining the team to help level us up to a world class EHR platform. We have a mix of off-the-shelf EHRs and interoperability engines (Epic, Mirth, etc) and greenfield cloud native solutions. We are looking for an engineer who has deep experience both with 0->1 and incremental product improvements. Our tools of choice are often React, Typescript, Postgres but we have a wide variety of cloud native and other applications in the mix.\n\nYou'll be helping lead day to day through shipping code, reviewing code, designing applications and systems, building, deploying, releasing. If you're an enthusiastic engineer who's ready to take the next step reach out below!\n\nThe usual benefits include unlimited PTO, RSU grants, medical, dental, vision, 401k, bonus, etc. Send your resume via email to astruthers AT natera dot com or reach out on LI https://www.linkedin.com/in/code-lorde/"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_0d86cd04a7123fb4b3fb",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for building an AI trading system as an ML engineer, not SQL/dbt analytics engineering. It does not describe analytics modeling or transformation duties.",
    "evidence": [
      "One junior ML engineer to work directly with our senior technical lead on an AI system for our own trading."
    ],
    "unmet_requirements": [
      "Analytics engineering work"
    ],
    "unknown_requirements": [
      "Use of SQL",
      "Use of dbt"
    ]
  },
  "posting": {
    "title": "ML Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c271131ad894efbe"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (WORLDWIDE)"
      ],
      "evidence_ids": [
        "ev_e23e79b71b327887"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_2aaabc7e2b250cb0"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Deeter Analytics | ML Engineer | REMOTE (WORLDWIDE) | Full-time\n\nSmall private investment firm trading its own capital. One junior ML engineer to work directly with our senior technical lead on an AI system for our own trading. No finance background needed — we hire on fundamentals and side projects you actually shipped. Apply at https://jobs.ashbyhq.com/deeter-analytics/2c12339b-d302-427c..."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_0b62d6902063599b4b69",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed roles concern observability solutions, developer advocacy, and marketing, not transforming business data into revenue reports and dashboards. Monitoring products alone do not establish revenue reporting duties.",
    "evidence": [
      "Senior Solution Engineer (Observability & Linux) — North America, Remote\nSenior Developer Advocate — North America, Remote\nMarketing Manager — North America, Remote\nProduct Marketing Manager (Enterprise) — EMEA, Remote",
      "We build VictoriaMetrics, VictoriaLogs, and VictoriaTraces — high-performance, cost-efficient solutions for metrics, logs, and traces."
    ],
    "unmet_requirements": [
      "Work transforming business data into reliable revenue reports and dashboards."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Solution Engineer (Observability & Linux) — North America, Remote; Senior Developer Advocate — North America, Remote; Marketing Manager — North America, Remote; Product Marketing Manager (Enterprise) — EMEA, Remote",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_43fe52c771437b11"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote",
        "EMEA, North America"
      ],
      "evidence_ids": [
        "ev_43fe52c771437b11",
        "ev_65ca0072d98d7ef0"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "VictoriaMetrics | Remote | EMEA, North America | Hiring\n\nVictoriaMetrics is an open-source monitoring and observability company. We build VictoriaMetrics, VictoriaLogs, and VictoriaTraces — high-performance, cost-efficient solutions for metrics, logs, and traces.\n\nOur products are used by companies including Spotify, Wix, Grammarly, CERN, and thousands of others, with 1B+ downloads of our open-source products.\n\nWe're a fully remote team of 60+ and are currently hiring:\n\nSenior Solution Engineer (Observability & Linux) — North America, Remote\nSenior Developer Advocate — North America, Remote\nMarketing Manager — North America, Remote\nProduct Marketing Manager (Enterprise) — EMEA, Remote\n\nWe're particularly interested in people with experience in open source, observability, monitoring, infrastructure, databases, developer tools, or technical B2B products.\n\nJobs & applications: https://careers.victoriametrics.com/\n\nHappy to answer questions about VictoriaMetrics or the roles here."
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_105f54e38fdb0f4f3921",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is sales and operations leadership, not junior machine learning engineering, and explicitly requires residence in specified US metro areas, conflicting with remote work from Mexico. The degree policy is unstated.",
    "evidence": [
      "We're looking for someone with datacenter industry experience to build sales channels, partnerships, and customer relationships, support company operations, and help drive growth.",
      "Location: Remote-first, but you must be based in the Seattle or Denver/Boulder metro areas."
    ],
    "unmet_requirements": [
      "Junior machine learning engineer role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Director of Sales & Operations",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d443346838ad7400"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE",
        "Seattle or Denver/Boulder metros"
      ],
      "evidence_ids": [
        "ev_d443346838ad7400",
        "ev_14f147c46bd89232"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k to $220k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_d4fdef0087ed84b3"
      ]
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Neuralwatt | https://neuralwatt.com | REMOTE | Seattle or Denver/Boulder metros | Full-time\n\nHiring: 2 Engineers + Director of Sales & Operations\n\nEnergy is becoming one of the biggest constraints on AI infrastructure. Neuralwatt is building software to help datacenters get more useful AI compute and revenue from every kilowatt.\n\nWe're a VC-backed early-stage startup working on GPU optimization, AI infrastructure, energy-aware control systems, and the Neuralwatt Cloud.\n\n$180k to $220k DOE + equity\n\nYou'll work on:\nRust and Python,\nGPU, inference, and datacenter optimization,\nProduction AI infrastructure,\nEnergy-aware scheduling and control,\nNeuralwatt Cloud\n\nDirector of Sales & Operations\n\nWe're looking for someone with datacenter industry experience to build sales channels, partnerships, and customer relationships, support company operations, and help drive growth. Comfort using modern AI and agent tools is required.\n\nLocation: Remote-first, but you must be based in the Seattle or Denver/Boulder metro areas.\n\nNo visa sponsorship available.\n\nTo apply: [email protected]\nSubject: HN Hiring (<your metro>/<engineering or sales>)\n\nInclude your resume, GitHub or relevant work profile, and a short note on why you're interested in AI and energy."
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_17d31f58f0fe0473068c",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves industrial robotics and motion planning, which are relevant to controlling physical machines, but warehouse navigation and object picking are not stated.",
    "evidence": [
      "a high-mix robotics platform for autonomous shipbuilding.",
      "We built our own software stack from scratch, from motion planning to physics-based simulation"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work on warehouse navigation",
      "Work on picking up physical objects"
    ]
  },
  "posting": {
    "title": "Senior Robotics Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_2875e0899911cbc8"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Austin, TX"
      ],
      "evidence_ids": [
        "ev_2853b4b2c8d9ff8b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 210000.0,
        "min": 165000.0,
        "period": null,
        "currency": "USD",
        "original": "$165 - 210k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_3f0eacbb562296e0"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Valstad Shipworks | Senior Robotics Software Engineer | Austin, TX | Full-time, on-site | $165 - 210k + equity\n\nWe're building the machine that builds the ships - a high-mix robotics platform for autonomous shipbuilding.\n\nIf you love making giant industrial robots do things they were never designed to do, we'd love to talk. We built our own software stack from scratch, from motion planning to physics-based simulation, so you'll get to work on really interesting problems that are usually a black box in an industrial setting.\n\nThe role: https://valstad.com/careers/senior-robotics-software-enginee...\n\nOther positions: https://valstad.com/careers/"
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_f82f59f4ce27fda2c088",
    "grade": 1,
    "confidence": "high",
    "reason": "AI infrastructure engineering is plausibly relevant to machine learning engineering, but model-development duties are not established. The listed pay range does not establish compensation of at least USD 400,000 per year because its period is unstated.",
    "evidence": [
      "If you love hard-tech, distributed systems, web apps, and building AI infrastructure at scale, please apply.",
      "$180k - $225k + Equity"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role involves machine learning engineering rather than supporting AI infrastructure.",
      "Guaranteed compensation of at least USD 400,000 per year; the listed range has no stated pay period."
    ]
  },
  "posting": {
    "title": "Senior, Staff, Principal Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_44063cbe964c20be"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE Denver, CO"
      ],
      "evidence_ids": [
        "ev_b649059a4bff9351"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 225000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k - $225k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c161f8fae488e974"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Boom Supersonic | https://boomsupersonic.com/ | Senior, Staff, Principal Software Engineer | ONSITE Denver, CO | Full-time | $180k - $225k + Equity\n\nHelp us build an AI-first engineering, manufacturing, and supply chain platform. What if you could ask AI: \"how does this new turbine blade geometry affect our 42MW power requirements?\" And actually get a meaningful answer? This is the platform that supports Superpower, Symphony, and Overture from design to deployment across multiple factories. If you love hard-tech, distributed systems, web apps, and building AI infrastructure at scale, please apply.\n\nAlso hiring for telemetry and engine design and analysis software roles.\n\nApply here: https://ats.rippling.com/boom-supersonic/jobs/21b8325e-66aa-...\n\nFeel free to email me at mark[dot]miller[at]boom.aero"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_0b78de33ab7c3e319f71",
    "grade": 1,
    "confidence": "high",
    "reason": "Backend duties and worldwide remote work match, including working from Mexico, but junior seniority and a no-degree policy are not established.",
    "evidence": [
      "CyberAtlas | https://cyberatlas.ai | Software Engineer | REMOTE Worldwide | Full-time",
      "You’ll work on backend services, data pipelines, search, fingerprinting, vulnerability detection, malware detection, and performance optimization."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role accepts junior engineers",
      "Whether no university degree is required"
    ]
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_ac32d14416697206"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE Worldwide"
      ],
      "evidence_ids": [
        "ev_5a796d68e3c22023"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_fc6ddf730ee6f2e7"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "CyberAtlas | https://cyberatlas.ai | Software Engineer | REMOTE Worldwide | Full-time\n\nCyberAtlas maps the internet to help security teams, enterprises, and governments discover and understand their exposed digital infrastructure.\n\nWe’re hiring a Software Engineer to build internet-scale systems processing billions of domains and websites.\n\nYou’ll work on backend services, data pipelines, search, fingerprinting, vulnerability detection, malware detection, and performance optimization.\n\nLooking for strong Python (Flask/FastAPI) and/or Go experience, large-scale data systems, OpenSearch/Elasticsearch, Redis/LMDB, MongoDB/Postgres, Docker, and production systems.\n\nHow to apply:\nEmail [email protected] with your CV and, as a simple anti-bot check, include:\n\n1. The query you ran on Finder (https://cyberatlas.ai/finder)\n\n2. The first-page results returned by that query\n\n3. Please include “HN Software Engineer” in the subject."
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_15fda02f7a9adaebfb0b",
    "grade": 1,
    "confidence": "high",
    "reason": "The role directly involves machine learning engineering, but the posting does not state use of PyTorch.",
    "evidence": [
      "owning the full lifecycle from prototyping to training, serving, monitoring, and continuously improving models in the cloud."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Use of PyTorch"
    ]
  },
  "posting": {
    "title": "Machine Learning Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_93dffc26ddc8ef53",
        "ev_94ac992974e00ca9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam, Netherlands"
      ],
      "evidence_ids": [
        "ev_395b971c6125f853"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "NL"
      ],
      "evidence_ids": [
        "ev_168955aadb412ea3"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 7000.0,
        "min": 6000.0,
        "period": "month",
        "currency": "EUR",
        "original": "€6,000 - €7,000 per month",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_a0c6a3908dea0870"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Attendi | Machine Learning Engineer | Amsterdam, Netherlands | ONSITE (hybrid) | €6,000 - €7,000 per month | Full-time (80–100%, ~4–5 days/week) | Visa sponsorship + 30% ruling possible\nCompany: Healthcare professionals spend too much valuable time on administrative tasks while they should be using that time delivering great care. Attendi enables healthcare professionals to report through speech. Aside from saving time, it removes the screen between client and caregiver, allowing more personal and effective care. Burdened by an aging population, the healthcare sector is in desperate need of innovators like Attendi. We provide an extraordinary work environment: getting paid well to work with smart people on things that actually have a positive impact on society.\n\nRole: As an ML Engineer, you will accelerate our roadmap through operationalisation of ML in real-world production systems, owning the full lifecycle from prototyping to training, serving, monitoring, and continuously improving models in the cloud. We pride ourselves on keeping teams small, tightly knit and agile, enabling us to build the next generation of reporting intelligence for health care professionals.\n\nSuitability: Hands-on experience/responsibility in an ML role. Full-stack with exposure to ML is not suited for this position.\n\nApply: https://attendi.recruitee.com/o/machine-learning-engineer"
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_0dfb35d8f687a9873165",
    "grade": 2,
    "confidence": "high",
    "reason": "The posting explicitly offers backend software engineering work using Python, matching the requested role.",
    "evidence": [
      "Backend Software Engineer (Python, PostgreSQL/PostGIS, Docker, AWS, Terraform)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Backend Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_4ebd2e07837419fc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Global)"
      ],
      "evidence_ids": [
        "ev_b82ea5d89f1fa2c6"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_5faaabafd04bf98f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 155000.0,
        "min": 135000.0,
        "period": null,
        "currency": "USD",
        "original": "$135-$155k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_652649950086210c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "single_role",
    "description": "Enveritas (YC S18, non-profit) | Backend Software Engineer | Remote (Global) | https://enveritas.org/jobs/\nEnveritas is a 501(c)(3) nonprofit working on sustainability issues facing smallholder coffee farmers. We collect field data in 30+ countries and build systems for analyzing risks in coffee, cocoa, and tea supply chains (including EUDR-related deforestation checks).\n\n* Backend Software Engineer (Python, PostgreSQL/PostGIS, Docker, AWS, Terraform) - $135-$155k -https://enveritas.org/jobs/backend-software-eng/#10d7adef8us (worldwide remote)"
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_157cdcfd64e82d6c2770",
    "grade": 2,
    "confidence": "high",
    "reason": "The SRE role directly involves maintaining cloud and Kubernetes infrastructure, observability, and reliability work including root-cause analysis and fault tolerance.",
    "evidence": [
      "- Hybrid cloud infra on GCP + Kubernetes: provisioning (IaC), CI/CD, GitOps (ArgoCD/Flux)",
      "- Reliability: RCAs, fault tolerance, performance tuning, long-term fixes over patches"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Cloud Infrastructure Engineer (SRE)",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "Golden, CO or San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_4ca6f052f63f2247"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k–$240k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_01841c706cca0514"
      ]
    },
    "skills": [
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "single_role",
    "description": "Loft Orbital | Senior Cloud Infrastructure Engineer (SRE) | Golden, CO or San Francisco, CA | $180k–$240k + equity | https://loftorbital.com\n\nLoft builds and operates shareable satellites so customers can fly a payload without building a spacecraft. We integrate, launch, and operate the mission end to end: Earth observation, IoT, on-orbit AI, national security. 30+ missions flown since 2017, fleet on track for 30 satellites by 2027, offices in SF, Golden, and Toulouse.\n\nOur Cloud Infrastructure team runs the ground segment that talks to the fleet. This is an SRE role with a twist: we apply DevOps practices to spacecraft control (we call it SatDevOps), and we'll train you to operate the satellites.\n\nWhat you'd own:\n- Hybrid cloud infra on GCP + Kubernetes: provisioning (IaC), CI/CD, GitOps (ArgoCD/Flux)\n- The observability stack (Grafana, Prometheus, Loki, tracing) across ground and flight systems\n- Reliability: RCAs, fault tolerance, performance tuning, long-term fixes over patches\n- Software-defined networking between ground stations, cloud, and mission ops\n- Developer experience: tooling and environments for the flight software and ops teams\n\nLooking for: strong public cloud (ideally GCP), deep Kubernetes, one backend language (Go/Python/Rust/C++/Java), IaC + CI/CD in anger, and someone who can design HA systems and then run them. Nice to have: FinOps, security tooling, orchestration in resource-constrained environments.\n\nBenefits: 100% company-paid medical/dental/vision for you and dependents, 401(k) + equity, flexible PTO + 12 holidays, 14/10 weeks paid parental leave, daily catered lunch, relocation assistance, and time with the team in France.\n\nApply: https://jobs.lever.co/loftorbital/3ae5c3e3-c1e0-4311-83b5-0b... and mention HN in your application."
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_1da48f5e85415211cd9b",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for senior/staff product engineering, not junior product design. Fully remote work is supported, but Mexico eligibility and a no-degree policy are not stated.",
    "evidence": [
      "Hiring Senior/Staff Product Engineers (Americas)",
      "100% Remote Async Culture: Low meeting overhead, high trust, and an even distribution of engineers across North America and Europe."
    ],
    "unmet_requirements": [
      "Junior seniority",
      "Product designer role"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Hiring Senior/Staff Product Engineers (Americas)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_69019f4d01258a02"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE",
        "Hiring Senior/Staff Product Engineers (Americas)"
      ],
      "evidence_ids": [
        "ev_69019f4d01258a02",
        "ev_93583ba2ba3939b7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 299000.0,
        "min": 178000.0,
        "period": null,
        "currency": "USD",
        "original": "$178k–$299k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_bf1e69a1e672c18b"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "single_role",
    "description": "Ashby | YC 19 | REMOTE | Hiring Senior/Staff Product Engineers (Americas) | $178k–$299k\n\nAshby is the all-in-one recruiting platform powering hiring at the world's most innovative companies. If you cmd+f \"Ashby\" you'll see that we're powering many of the job postings in this thread!\n\nAs we scale our platform, we are also looking to scale our Product Engineering team.\n\nWhy Join?\n\nHigh Seniority & Density: 80%+ of our engineering team is Senior–Staff+ level. You’ll be working alongside peers who excel at navigating ambiguity and setting high standards.\n\nTrue End-to-End Ownership: We give an unusual amount of autonomy. You’ll own features from initial spec writing and customer interviews all the way to production. Many of our most loved features were built entirely by a single engineer!\n\nProduct Sense > Pure Speed: Building fast is getting easier, but building the right thing still isn't. Customer empathy, sound judgment, and product taste matter far more to us than where you worked in the past.\n\n100% Remote Async Culture: Low meeting overhead, high trust, and an even distribution of engineers across North America and Europe.\n\nHere's how we're thinking about AI at Ashby:\nhttps://www.ashbyhq.com/blog/engineering/ai-ashby-engineerin...\n\nMore about our engineering culture:\nhttps://nextplayso.substack.com/p/should-you-join-ashby\n\nFull transparency on engineering levels + comp:\nhttps://www.ashbyhq.com/blog/engineering/leveling-and-compen...\n\nStack: TypeScript (frontend & backend), React, GraphQL API, Node.js, Postgres, Redis.\n\nFull list of open roles: https://www.ashbyhq.com/careers?utm_source=HNwhoshiring"
  }
}

{
  "judgment": {
    "query_id": "tools_no_match",
    "job_id": "job_1b6e0ff3e4c09bc5f699",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves application performance engineering, which is adjacent to developer-tools engineering, but developer-tools duties are not established. Annual USD compensation meeting the requested minimum is also not stated.",
    "evidence": [
      "We're looking for an experienced engineer who has experience working with large datasets to improve the performance of product applications for end users.",
      "Turquoise|Senior Performance Engineer|FT| Remote USA | 172-195"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Developer-tools engineering duties",
      "Pay of at least USD 400,000 per year; the listed 172-195 has no stated currency or pay period"
    ]
  },
  "posting": {
    "title": "Senior Performance Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_ea7f4bf208778fba"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote USA"
      ],
      "evidence_ids": [
        "ev_3849b4e3515b612b"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_3f08cd8f387046e5"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Turquoise|Senior Performance Engineer|FT| Remote USA | 172-195\n\nI'm on the recruitment team at Turquoise, a health tech company that uses data to make healthcare pricing more transparent for all.\n\nWe're looking for an experienced engineer who has experience working with large datasets to improve the performance of product applications for end users.\n\nIf interested apply here:https://jobs.ashbyhq.com/turquoise-health/fdcd9752-b372-467c..."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_0c6d53c576656d269277",
    "grade": 1,
    "confidence": "high",
    "reason": "The backend role involves relevant server-side control-plane work, but the posting does not state that it includes building web endpoints or working with relational databases.",
    "evidence": [
      "Senior/Staff Backend Engineer (Golang) : the control plane: peer\ncoordination, policy and access control, multi-tenancy, and keeping it\nall fast as customer networks grow into the hundreds of thousands of peers."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Building web endpoints",
      "Working with relational databases"
    ]
  },
  "posting": {
    "title": "Senior/Staff Backend Engineer (Golang) : the control plane: peer; Network / Client Engineer (Golang) — the agent side: WireGuard; Solutions Engineer — technical, customer-facing, pre/post-sales. You'll",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f8d56197de0e4153"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany (or remote, CET/CEST overlap)"
      ],
      "evidence_ids": [
        "ev_0ff79e514be35961"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_4ee5c3c77adbcae1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "ios",
        "label": "iOS"
      },
      {
        "id": "android",
        "label": "Android"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "NetBird | Berlin, Germany (or remote, CET/CEST overlap) | Full-time\nhttps://netbird.io/careers\n\nNetBird is open source networking and access control WireGuard-based\noverlay networks with zero-config peer-to-peer connectivity. Open source, built\nin Europe, used by thousands of teams worldwide. We're a small and growing team going up against the incumbents in network security. Post Series A.\n\n- Engineering Manager : You will take a huge part in leading and scaling our engineering org. Unblocking, scaling, hiring, you'll still read code and hold technical opinions that impact the product. We're not looking for a pure people manager. Networking/infra background is a plus, not a filter. If you've scaled a team from 0 to 20+ and seen your product scale too, I'd love to talk to you.\n\n- Senior/Staff Backend Engineer (Golang) : the control plane: peer\ncoordination, policy and access control, multi-tenancy, and keeping it\nall fast as customer networks grow into the hundreds of thousands of peers.\n\n- Network / Client Engineer (Golang) — the agent side: WireGuard,\nNAT traversal and hole punching, relays, DNS, and shipping one client\nacross Linux, macOS, Windows, iOS and Android. If you enjoy debugging\nwhy one connection out of a thousand won't go peer-to-peer, this is\nthe role.\n\n- Solutions Engineer — technical, customer-facing, pre/post-sales. You'll\nbe the person who architects a rollout for a 500-person company's\nnetwork live on a call, and a great channel back into the roadmap.\n\nWe have an office in Berlin and mostly work CET/CEST. We'd love to have you\nin the office with us, but if your experience is stellar we're happy to hire\nremote. We're scaling quickly, so this is a chance to join early and scale your career as well as with the company.\n\nApply at https://netbird.io/careers, please mention you found us on Hacker\nNews in your application."
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_1ec76b9500286cabab24",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves operating Kubernetes and cloud deployments, improving production reliability, and building an on-call rotation for incident response.",
    "evidence": [
      "Kubernetes, GCP and AWS deploy paths, CI/CD, observability, cost, tenant boundary.",
      "No on-call rotation today — it's the founders and whoever last touched it. Building a real one is part of the job, not something you inherit alone."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Cloud / Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c226339ba7931efb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (SF Bay Area, CA, US · Bengaluru, KA, India)"
      ],
      "evidence_ids": [
        "ev_27944f6970104c4d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "IN"
      ],
      "evidence_ids": [
        "ev_946199934adb64fe",
        "ev_ffe590c86144222b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Supero | Cloud / Platform Engineer | REMOTE (SF Bay Area, CA, US · Bengaluru, KA, India) | Full-time | https://www.supero.dev/careers/cloud-platform-engineer/\n\nWe generate full-stack apps and deploy them — a generated app becomes a live URL, on our infrastructure or in the customer's own AWS or GCP account. It's in production and it has more shell script in it than it should. You'd own it, and the mandate is to make it boring. Kubernetes, GCP and AWS deploy paths, CI/CD, observability, cost, tenant boundary.\n\nNo on-call rotation today — it's the founders and whoever last touched it. Building a real one is part of the job, not something you inherit alone.\n\n4+ years production infra, Kubernetes past the tutorial, AWS and/or GCP at depth. The rest is on the page, including the open problems that don't flatter us. I'm a co-founder — ask me anything here.\n\nYou can apply at: https://www.supero.dev/careers/cloud-platform-engineer/\n\nIntern Position: https://www.supero.dev/careers/software-engineer-intern/"
  }
}

{
  "judgment": {
    "query_id": "mobile_intent",
    "job_id": "job_047c1db593021b20dca3",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on agentic pricing products and web, TUI, and chatbot clients, rather than native iPhone app development, offline functionality, or App Store releases.",
    "evidence": [
      "clients (web, TUI, chatbots)",
      "Mondrio (https://mondrio.io) builds agentic pricing management: AI agents plus pricing experts that keep B2B pricing current rather than a one-off, one-time exercise."
    ],
    "unmet_requirements": [
      "Intended work building native iPhone apps is not matched by the described role."
    ],
    "unknown_requirements": [
      "Offline app behavior responsibilities",
      "App Store release responsibilities"
    ]
  },
  "posting": {
    "title": "Founding Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_375b94ce87437dd0"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco"
      ],
      "evidence_ids": [
        "ev_7b3e45e379165819"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 250000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k – $250k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_05654e66c321e579"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Mondrio | Founding Product Engineer | San Francisco | ONSITE | $200k – $250k plus equity\n\nMondrio (https://mondrio.io) builds agentic pricing management: AI agents plus pricing experts that keep B2B pricing current rather than a one-off, one-time exercise. The founding team ran 150+ pricing engagements before starting the company and are translating that expertise to shape the next frontier of pricing in the agentic era.\n\nThe role comes with significant scope and high autonomy. You will own the full product lifecycle: customer discovery -> rapid prototyping -> agent-ready specs -> shipping via agentic orchestration -> o11y and evals -> growth & expansion.\n\nHere are some domains you will ship:\n- Multi-agent simulation to emulate the behavior of a buying committee\n- A2A pricing interactions governed by OPA/Rego policies defined from natural language\n- Generative UX driven by a MCP server with full system capabilities access\n- Autonomous quote generation and real-time deal intelligence during sales calls\n\nWe don't have PMs or product designers so you serve as the product bridge between the founders, pricing experts, and engineering. If you're a mature engineer, looking to work with a very senior/staff team across the stack: customers, models, server, clients (web, TUI, chatbots), evals, then this is the role for you. In short, the role is ideal for someone who has significant product engineering expertise and has sharpened their SDLC competency to be AI-native.\n\nApply at https://ats.rippling.com/mondrio/jobs/9fefe011-331a-43a2-83a...."
  }
}

{
  "judgment": {
    "query_id": "tools_keywords",
    "job_id": "job_208f50c446daf133aa02",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting involves Rust software development, but its duties concern a grant-administration backend rather than compiler or developer-tool engineering.",
    "evidence": [
      "You will join the team responsible for the development and operation of the (Rust based) backend through which we administer our open source grant programmes, and which integrates with our website."
    ],
    "unmet_requirements": [
      "The described work is grant-administration backend development, not compiler or developer-tool engineering."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Rust developer/software engineer at NLnet foundation in Amsterdam\n\nYou will join the team responsible for the development and operation of the (Rust based) backend through which we administer our open source grant programmes, and which integrates with our website.\n\nhttps://nlnet.nl/foundation/jobs/developer-rust.html"
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_2379511e8f7c1008da4b",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves infrastructure ownership and reliability, but Kubernetes work is not stated.",
    "evidence": [
      "I’m looking for an experienced SRE to own our infrastructure and reliability.",
      "You’ll own our AWS environment, the control-room infrastructure that communicates directly with utilities and market operators, and the systems we use to deploy, observe, and operate a growing fleet."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Kubernetes infrastructure work"
    ]
  },
  "posting": {
    "title": "Site Reliability Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_f9c3facf67bb30eb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE (SF)"
      ],
      "evidence_ids": [
        "ev_fbe4c5f433478166"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Strobe Power | Site Reliability Engineer | ONSITE (SF) | https://strobepower.com\n\nAI data centers are creating a massive new wave of electricity demand and putting even more strain on an aging grid. Strobe is building the power company that will meet that demand.\n\nOur software turns batteries and generators at commercial and industrial buildings into distributed power plants that can buy, sell, and dispatch electricity in real time. We build the control stack for operating these assets and the trading platform that connects them to wholesale energy markets.\n\nWe’re a small, high-ownership team working on critical infrastructure. You’ll learn how the energy system actually works: what happens inside the electrical room of a large commercial building, how data centers are powered, how utilities and grid operators communicate, and how a battery gets commissioned and brought online.\n\nThis is early, technical, and very real-world. The software you build will control physical equipment, keep power plants online, and move money in regulated markets. We’re the only company actively trading distributed power in FERC-regulated wholesale markets, with multiple behind-the-meter power plants operating in NYC and expansion underway in California and along the East Coast.\n\nI’m looking for an experienced SRE to own our infrastructure and reliability. We remotely operate millions of dollars of equipment, and it has to work. You’ll own our AWS environment, the control-room infrastructure that communicates directly with utilities and market operators, and the systems we use to deploy, observe, and operate a growing fleet. You’ll also work closely with the rest of the engineering team to establish good patterns as we ship new services and features.\n\nYou’re probably a good fit if you have deep AWS experience, have used Terraform seriously in production, write a lot of Python, and are comfortable working around Rust services. Energy experience is useful but not required (SCADA, DNP3, MQTT).\n\nStack: Python, TypeScript, Rust, Terraform, AWS, GraphQL/AppSync, MQTT, Grafana. We work in a monorepo designed for agent-assisted engineering workflows and are investing heavily in making engineers dramatically more effective with coding agents.\n\nApply: [email protected] or https://strobepower.com/careers. Please mention Hacker News."
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_3074e0295057c902412d",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes understanding users' workflows and designing solutions, but its primary focus is full-stack software development. Product-experience design, prototyping, and user testing are not explicitly stated.",
    "evidence": [
      "Big emphasis placed on being able to sit down with non-engineering team members and understand their workflows and build software to make it better.",
      "You'll figure out why a billing workflow breaks down, design the fix, ship it, and hear from the office manager who uses it the next week."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Product-experience design and prototyping responsibilities",
      "Testing product experiences with users"
    ]
  },
  "posting": {
    "title": "Full-Stack Developer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_e27e1a3a9c6f60b4",
        "ev_47eb8575b1dfd923"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Dallas, TX",
        "REMOTE (US) or HYBRID"
      ],
      "evidence_ids": [
        "ev_8216cd2e954d8953",
        "ev_be4fb5090daab0ed"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_eac8e0b0058ee36b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "dotnet",
        "label": ".NET"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Apex Dental Partners | Full-Stack Developer | Dallas, TX | REMOTE (US) or HYBRID | Full-time | apexdp.com\n\nWe're a Dental Support Organization running 65 practices across eight states. Dentistry doesn't sound like a technical job, but the platform behind it is: we've built our own operations system (Rails 8 + React, Electron, Go, and C#/.NET against OpenDental, all on AWS) and we're pushing hard on automation and AI to make the practices run better.\n\nThe team is small and developers own problems end-to-end. You'll figure out why a billing workflow breaks down, design the fix, ship it, and hear from the office manager who uses it the next week. Recent work includes an AI-first metrics layer that answers operational questions in chat, automated patient scheduling and communication, insurance verification scraping, and a live PMS integration across every practice. The domain is wide (clinical workflows, payroll, patient comms, revenue cycle) and there's a lot of novel work left once you learn the business. Big emphasis placed on being able to sit down with non-engineering team members and understand their workflows and build software to make it better.\n\nGood fit if you want a stable company, a small team, broad latitude, and work that visibly matters to the people using it. We're actively building new features, not just maintaining what exists, so there's a healthy mix of greenfield work and improving a platform that's already in daily use by our nearly 1,000 employees.\n\nMust reside in the US and be authorized to work in the US without sponsorship.\n\nEmail me directly: dhanson [at] apexdp.com"
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_3395867bb82f9598f4d9",
    "grade": 0,
    "confidence": "high",
    "reason": "The role uses Python for data analysis and data science, not backend engineering.",
    "evidence": [
      "Job is in-depth data analysis across multiple data sets - the challenges change weekly."
    ],
    "unmet_requirements": [
      "Backend engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Data Analyst",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_4d225d7f7bcacca9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Chicago or Washington DC - ONSITE"
      ],
      "evidence_ids": [
        "ev_469265ee39720042"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      }
    ],
    "role_kind": "single_role",
    "description": "National Association of Realtors | Chicago or Washington DC - ONSITE | Data Analyst | Full Time\n\nWe want Python + Pandas, SQL, statistics, data visualization and some AI; the usual data science stack. Job is in-depth data analysis across multiple data sets - the challenges change weekly. We're using Cursor for data science and AI is permeating all our analysis work - we're transforming from traditional data science to being AI-forward.\n\nJob is here: https://realtors.applicantstack.com/x/detail/a2yfvt49zurx"
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_167c505da6b112fd1e6f",
    "grade": 1,
    "confidence": "high",
    "reason": "A senior backend role is available, but Python is described as only a small part of the stack; the posting does not establish that backend duties primarily involve Python.",
    "evidence": [
      "- Senior Backend Engineer/Architect",
      "Technologiestack: Git monorepo, TypeScript, Yjs en React, een beetje Python, OpenTofu/Terraform, Scaleway, managed PostgreSQL en managed Kubernetes."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the backend role involves substantial Python development."
    ]
  },
  "posting": {
    "title": "Senior/Lead Platform & DevOps Engineer; Senior Backend Engineer/Architect; Senior Frontend Engineer; Senior Full-Stack Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_35f1a08e629c9283"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Utrecht, The Netherlands"
      ],
      "evidence_ids": [
        "ev_bf48545284664529"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "NL"
      ],
      "evidence_ids": [
        "ev_55c21bccb9e5fb52"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Open Education Applications / Neon | Senior/Lead Platform & DevOps Engineer, Senior Frontend Engineer, Senior Full-Stack Engineer | Utrecht, The Netherlands | HYBRID | DUTCH REQUIRED\n\nPlease note: working proficiency in Dutch is strictly required for these roles, and we kindly ask for no automated applications. The rest of this post will continue in Dutch.\n\nWij zijn een non-profit die zich inzet om lesmateriaal voor scholen beter, betaalbaarder en flexibeler te maken, in zowel digitale als gedrukte vorm.\n\nWerktijden en kantoordagen zijn flexibel en worden in overleg bepaald op basis van de rol. Wij bieden een competitief salaris.\n\nTechnologiestack: Git monorepo, TypeScript, Yjs en React, een beetje Python, OpenTofu/Terraform, Scaleway, managed PostgreSQL en managed Kubernetes.\n\nOpenstaande rollen:\n\n- Senior/Lead Platform & DevOps Engineer\n\n- Senior Backend Engineer/Architect\n\n- Senior Frontend Engineer\n\n- Senior Full-Stack Engineer\n\nE-mail jobs[at]openeducation.foundation met (HN) + de functienaam in het onderwerp, samen met een korte introductie en een link naar je LinkedIn-profiel en/of GitHub. Als er van beide kanten een goede match lijkt te zijn, plan ik graag een kennismakingsgesprek in.\n\nhttps://openeducation.foundation | https://www.neon.nl"
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_27a59a8a56551694b7ab",
    "grade": 1,
    "confidence": "high",
    "reason": "The internship includes machine-learning training infrastructure and inference work, but the posting does not mention PyTorch.",
    "evidence": [
      "We have two tracks available, either offline training infrastructure for RL (physics simulation, gaussian splatting, RL algo implementation) or on-robot deployment (online inference, fast C++)."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Use of PyTorch"
    ]
  },
  "posting": {
    "title": "Software Engineering Intern",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_b0158c8fd16e4e23"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE (Zürich, Switzerland)"
      ],
      "evidence_ids": [
        "ev_079610e6c2781c14"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CH"
      ],
      "evidence_ids": [
        "ev_d0677326087e9248"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Robotics and AI Institute | Software Engineering Intern | ONSITE (Zürich, Switzerland) | Internship | No visa sponsorship\n\nWe're hiring some robotics systems software focused interns in our Zürich office. We're specifically looking for late stage masters students with strong software engineering fundamentals and some skills in turning math into performant code. We have two tracks available, either offline training infrastructure for RL (physics simulation, gaussian splatting, RL algo implementation) or on-robot deployment (online inference, fast C++).\n\nThe software team in Zürich is involved in building the tools that accelerate research, while having a close connection to what the researchers are doing.\n\nWe're looking for people who already have the right to work in Switzerland. That means Swiss/EU/EFTA citizens, or those with a work permit in Switzerland already.\n\nApplication link: https://jobs.lever.co/rai/46c744a8-2817-4453-8b3b-20b6d0ea1e..."
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_26cada1fd66c848d3932",
    "grade": 0,
    "confidence": "high",
    "reason": "The role includes backend engineering, but its senior experience requirement and required office commuting conflict with junior, fully remote work from Mexico. The degree policy is unstated.",
    "evidence": [
      "Looking for 6+ years professional experience in C#/.NET and SQL Server. Government, regulated, or compliance-driven software experience is a plus.",
      "Ideally we're looking for candidates who can work onsite from our Hyde Park, UT office, but we're open to Utah or Idaho candidates who can commute in once or twice a month for the right fit."
    ],
    "unmet_requirements": [
      "Junior role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Software Engineer I",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_ca22fa9d4381ef85"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hyde Park, UT (ONSITE preferred; will consider candidates who can commute in 1-2x/month)"
      ],
      "evidence_ids": [
        "ev_bfcb34ce84d17625"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 135000.0,
        "min": 90000.0,
        "period": null,
        "currency": "USD",
        "original": "$90k-$135k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_eb7a5921636bcaab"
      ]
    },
    "skills": [
      {
        "id": "dotnet",
        "label": ".NET"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "azure",
        "label": "Azure"
      }
    ],
    "role_kind": "single_role",
    "description": "Tecuity | Senior Software Engineer I | Hyde Park, UT (ONSITE preferred; will consider candidates who can commute in 1-2x/month) | Full-time | $90k-$135k\n\nTecuity has spent 20+ years building software for Secretary of State offices — state government agencies handling business filings and public records. Real filing deadlines, statutory requirements, and citizens who depend on the system working.\n\nWe're hiring a Senior Software Engineer I to own features end-to-end on a mature, multi-tenant .NET platform, typically supporting more than one client implementation at a time, each with its own database and release calendar.\n\nStack: C# / .NET 8 & .NET 10, ASP.NET Core, Web API, Entity Framework Core, MS SQL Server (heavy stored-procedure work), React + Redux front end, Git/PR workflow, Azure DevOps CI/CD.\n\nAI-assisted development (Claude Code) is a standard, daily part of our engineers' workflow here, not a pilot program — you'll be expected to use it well and verify its output rather than just accept it.\n\nLooking for 6+ years professional experience in C#/.NET and SQL Server. Government, regulated, or compliance-driven software experience is a plus.\n\nIdeally we're looking for candidates who can work onsite from our Hyde Park, UT office, but we're open to Utah or Idaho candidates who can commute in once or twice a month for the right fit.\n\nEmail [email protected] with a bit about your background and a resume or for more information. See the full job posting at tecuity.com/careers"
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_40a1a3bae38536094a6c",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks a Senior Product Manager overseeing research and journaling products, not work investigating intrusions or building defenses against attackers.",
    "evidence": [
      "We're hiring a Senior Product Manager to oversee a couple of our products."
    ],
    "unmet_requirements": [
      "Intrusion investigation and building defenses against attackers"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC"
      ],
      "evidence_ids": [
        "ev_95c47ba24d55c857"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Child Mind Institute | https://childmind.org/ | NYC | Full-Time\n\nWe're hiring a Senior Product Manager to oversee a couple of our products.\n\n* Curious, a remote research and clinical data platform\n\n* Mirror Journal, an AI-powered journaling app designed with teens to support emotional reflection and mood tracking\n\nApply here: https://workforcenow.adp.com/mascsr/default/mdf/recruitment/...\n\nFeel free to email me jody[dot]brookover[at]childmind.org if you have questions."
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_1ba694fb586d2b7f52eb",
    "grade": 1,
    "confidence": "medium",
    "reason": "The airborne-system software roles are potentially adjacent to embedded engineering, but the posting does not establish C++ development or microcontroller firmware work.",
    "evidence": [
      "Hiring contract software engineers for three roles:",
      "- Software Engineer, Autonomy"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "C++ development",
      "Microcontroller firmware engineering duties"
    ]
  },
  "posting": {
    "title": "Software Engineer (Autonomy, Perception, Frontend); Software Engineer, Autonomy; Software Engineer, Perception; Software Engineer, Frontend (HMI)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_84754a42f72b626b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_a95a1e7bc42327c8"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_182402da0e271997"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Valkyrie Aero | Software Engineer (Autonomy, Perception, Frontend) | REMOTE (US) | Contract | U.S. Citizens | https://valkyrieaero.com\n\nValkyrie Aero is a DoD prime contractor. We're building an airborne system for a manned counter-drone aircraft (that we operate) to enable a crew to find and engage Group 2-3 drones at low cost. Hiring contract software engineers for three roles:\n\n- Software Engineer, Autonomy\n\n- Software Engineer, Perception\n\n- Software Engineer, Frontend (HMI)\n\nWe’re a small team (for now) so this isn’t your traditional defense program. Bureaucracy kept to the absolute minimum. If you can work across more than one of these domains that’s a huge plus.\n\nI'm on the engineering team and read every application myself. I do not use AI to screen your applications and will read and reply to every single one; but please don’t send over walls of LLM generated text, I’d much rather be communicating with humans!\n\nApply: https://valkyrie-aero.breezy.hr/ and mention HN in your application."
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_365bd65cc93556b48188",
    "grade": 2,
    "confidence": "high",
    "reason": "The Site Reliability Engineer role directly matches maintaining container clusters and reliable cloud deployments. Incident response is not explicitly listed, but the stated reliability work matches the requested activity.",
    "evidence": [
      "You will ensure the reliability, scalability, and performance of our AI platform both in hospital sites (on-prem) and on the cloud.",
      "You'll work closely with customers to install hardware for Kubernetes clusters and collaborate with dev teams to ensure swift, reliable feature deployments."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_758ed77fe6860bdd",
        "ev_e642a9922c7a0c9d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "London, UK"
      ],
      "evidence_ids": [
        "ev_789a2520d8b3acc4"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_d6820b95caaffdc6"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 70000.0,
        "period": null,
        "currency": "GBP",
        "original": "£70k-£90k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_8308f5476d7ee18e"
      ]
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Newton's Tree | Forward Deployed Engineer, Site Reliability Engineer | London, UK | HYBRID | Full-Time | https://www.newtonstree.ai/\n\nNewton's Tree is an early-stage health-tech startup enabling healthcare providers to select, test, deploy, and monitor third-party AI applications as part of routine care pathways. Our enterprise AI platform allows hospitals to safely and effectively adopt AI technologies at scale.\n\nWe are looking for adventurous builders to join us in two key roles to help bridge our platform and the hospital frontline:\n\nForward Deployed Engineer (£70k-£90k): You will be the critical link between our internal engineering team and hospital IT teams. While our SRE team focuses on core platform stability, you will own the site-specific implementations—navigating complex local networks, architecting integration paths, and ensuring our AI platform works across diverse environments.\nStack: Linux, Kubernetes, JSON/YAML, Python, SQL, and healthcare interoperability standards (HL7v2, FHIR, DICOM).\nhttps://www.newtonstree.ai/job/forward-deploy-engineer\n\nSite Reliability Engineer (£70k-£90k): You will ensure the reliability, scalability, and performance of our AI platform both in hospital sites (on-prem) and on the cloud. You'll work closely with customers to install hardware for Kubernetes clusters and collaborate with dev teams to ensure swift, reliable feature deployments.\nStack: Linux, Kubernetes, Terraform, Ansible, GitOps (FluxCD), Argo Workflows, Talos Linux, Cilium CNI, Teleport, and monitoring tools (Prometheus, Grafana, Datadog).\nhttps://www.newtonstree.ai/job/site-reliability-engineer\n\nLogistics: Both roles are Hybrid within the UK (with occasional in-person working in London and travel to hospital sites as needed). Please note that applicants must have the right to work in the UK, as we are unable to offer visa sponsorship.\n\nTo apply: Send your CV and a short note telling us why you'd be excited to work with Newton's Tree to [email protected], or read more at the links above."
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_291fbd73461ce27e8999",
    "grade": 1,
    "confidence": "high",
    "reason": "The role builds a platform for interactive web applications, but its stated duties focus on storage, caching, parser performance and infrastructure rather than directly building accessible browser interfaces.",
    "evidence": [
      "Just HTML that works like an app, scales like a CDN, and is AI-native by design.",
      "The codebase is Rust, with work including distributed storage, HTTP caching/ETags, CRDTs, parser/DOM performance, CI and production infrastructure."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Direct responsibility for building interactive browser interfaces",
      "Accessibility-focused interface work"
    ]
  },
  "posting": {
    "title": "Founding Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_5be0696aa2d68bb2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_5be0696aa2d68bb2"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 130000.0,
        "min": 110000.0,
        "period": null,
        "currency": "USD",
        "original": "$110k–$130k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_d36163692db49d79"
      ]
    },
    "skills": [
      {
        "id": "html-css",
        "label": "HTML/CSS"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "single_role",
    "description": "Pagelove | https://pagelove.com | Founding Software Engineer | REMOTE | Full-time | $110k–$130k + early equity\n\nPagelove collapses the modern web stack into its simplest form: no databases, no APIs, no application servers. Just HTML that works like an app, scales like a CDN, and is AI-native by design.\n\nThe page becomes the application, API and persisted state. Humans and machines can read and update the same surface directly using CSS selectors over HTTP, rather than through separate HTML and API/MCP interfaces. With Pagelove, AI can finally build web applications without having to deal with the complexity of the full stack.\n\nWe’re seed-stage and well-funded, hiring our first non-founder engineer. The codebase is Rust, with work including distributed storage, HTTP caching/ETags, CRDTs, parser/DOM performance, CI and production infrastructure.\n\nOur development process is heavily agentic: Claude Code and Codex do substantial implementation work, with humans focused on architecture, review and the hard problems.\n\nhttps://ats.pagelove.com/roles/founding-software-engineer/"
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_40e7aa081c05cc85a002",
    "grade": 0,
    "confidence": "high",
    "reason": "The role involves software development rather than developer education or documentation work.",
    "evidence": [
      "We're hiring software developers to work on our Python/PostgreSQL backend, fast JS framework, mobile apps, website builder, and more."
    ],
    "unmet_requirements": [
      "Developer education or documentation duties"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Developer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_d94b821f235e58bf"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid (Belgium, 3 days/week)"
      ],
      "evidence_ids": [
        "ev_44b0f8643293d439"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "BE"
      ],
      "evidence_ids": [
        "ev_2bc7fc4a032cf558"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "sql",
        "label": "SQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Odoo | Software Developer | Hybrid (Belgium, 3 days/week) | Full-time | Visa + €10k Signing Bonus | https://www.odoo.com/r/4zN\n\nOdoo builds open-source business apps used by millions. We're hiring software developers to work on our Python/PostgreSQL backend, fast JS framework, mobile apps, website builder, and more.\n\nWhy join us:\n\n- €10k signing bonus - Visa sponsorship + relocation support (contains flight ticket + airport taxi + 1 month free housing) - No clients, no deadlines — just clean, open-source code - Pick your team after 3 weeks of onboarding - Great team, countryside office (with chef!), flexible hours\n\nYou:\n\n- Master a programming language - Proficiency in object-oriented programming - Strong in SQL and relational database, data structures, and DB design - Passionate, autonomous, and eager to build real stuff\n\nApply → https://www.odoo.com/r/4zN"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_3603bf48dd83f4751101",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves server-side product development, REST APIs, SQL, and relational data models, matching the requested work.",
    "evidence": [
      "Experience with a modern server-side language and interest in learning Go",
      "Knowledge of REST APIs, SQL, and relational data models"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Associate Software Engineer, Expenses",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_11b5af2af75bd600"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Toronto, Canada"
      ],
      "evidence_ids": [
        "ev_e902f61cf75d3e65"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CA"
      ],
      "evidence_ids": [
        "ev_614cdb16915ce8e3"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 136000.0,
        "min": 109000.0,
        "period": null,
        "currency": "CAD",
        "original": "$109K–$136K CAD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_6f7c62b3f4f9b5de"
      ]
    },
    "skills": [
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "mysql",
        "label": "MySQL"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Justworks | Associate Software Engineer, Expenses | Toronto, Canada | HYBRID | Full-time | $109K–$136K CAD\n\nJustworks helps small businesses manage payroll, benefits, HR, and compliance so they can focus on running their business.\n\nWe’re hiring an Associate Software Engineer for our Toronto Expenses pod. You’ll work alongside 3–4 senior engineers building expense submissions, approvals and reimbursements, while helping migrate services from Ruby/Rails to Go and develop AI-powered features.\n\nWe’re looking for:\n\n• 1+ year of professional software engineering experience\n• Experience with a modern server-side language and interest in learning Go\n• Knowledge of REST APIs, SQL, and relational data models\n• A product-minded, customer-focused approach\n• Curiosity about AI-assisted development\n\nOur stack includes Go, Ruby on Rails, JavaScript, MySQL, Kafka, AWS, Redis, Docker, Terraform, Kubernetes, CircleCI, and Datadog.\n\nApply: https://grnh.se/wlv9zr391us"
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_1c613818cec72541dae3",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised roles are mid-level or senior, not junior, and the remote option is limited to the US/Canada, excluding work from Mexico. A machine learning engineering role and a no-degree policy are not established.",
    "evidence": [
      "ONSITE NYC or REMOTE (US/Can)",
      "- Data Scientist (Mid & Sr Levels)"
    ],
    "unmet_requirements": [
      "Junior seniority",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Machine learning engineering duties",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Platform Security Engineer; Backend Engineer (Mid Level); Data Scientist (Mid & Sr Levels)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_b6394df28da2d7ee",
        "ev_4cdf761971d9c286"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE NYC or REMOTE (US/Can)"
      ],
      "evidence_ids": [
        "ev_c93ff48cbe0cb139"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7061db18248afedb"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170-240K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_58ecc43caf2fd97b"
      ]
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Spade | Multiple Engineering + Data Science Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity\n\nSpade is the data and AI platform for modern finance. We take messy transaction data and turn it into structured, verified records — with a platform, models, and tooling that help our customers use it everywhere it matters.\n\nWe're looking for extraordinary builders to play a foundational role in a company designed for scale:\n\n- Senior Platform Security Engineer\n- Backend Engineer (Mid Level)\n- Data Scientist (Mid & Sr Levels)\n\nWe're well-funded by top investors (YC/a16z/OAK), and known for building intentional, inclusive culture. We offer competitive compensation (salary + equity) and comprehensive benefits.\n\nIf interested, please apply here (https://spade.com/careers/) and mention this post."
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_3af4aed87b5553b33c67",
    "grade": 0,
    "confidence": "high",
    "reason": "The role owns cloud/GPU inference infrastructure, not building physical navigation or object-manipulation systems. Serving embodied models does not establish robotics duties.",
    "evidence": [
      "1x Founding Infrastructure Engineer",
      "a unified API that serves open-weight VLMs, embodied VLAs, ViTs, served across a fleet of GPUs and clouds. That's exactly the infrastructure problem this role will own."
    ],
    "unmet_requirements": [
      "Work on machine navigation in warehouses and physical object manipulation."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "1x Founding Infrastructure Engineer",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "computer-vision",
        "label": "Computer vision"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "VLM Run (https://vlm.run) | 1x Founding Infrastructure Engineer\n\nWe’re building the inference platform for visual intelligence. We’re a deeply technical team of veteran AI / computer-vision engineers (20+ years combined, MIT/CMU PhDs) who’ve shipped production ML infrastructure across autonomous driving and LLMs.\n\nWe just launched the VLM Run Gateway (https://vlm.run/gateway), a unified API that serves open-weight VLMs, embodied VLAs, ViTs, served across a fleet of GPUs and clouds. That's exactly the infrastructure problem this role will own.\n\nIf you’re interested, email us at [email protected] with your GitHub profile and link to projects you’ve recently built - especially with docker, k8s, GPUs."
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_3ef99d0aa2b357209d39",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is product management focused on enterprise integrations, internal tooling, and deployment roadmaps, not UX product design or user research.",
    "evidence": [
      "Vitalize | Senior Product Manager or Staff Product Manager | San Francisco (hybrid)",
      "This team builds the custom integrations and internal tooling that make those deployments faster, more repeatable, and less manual as we scale."
    ],
    "unmet_requirements": [
      "UX product design and user research as the intended work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Product Manager or Staff Product Manager",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_067e3a1f8237c28d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco (hybrid)"
      ],
      "evidence_ids": [
        "ev_89ed5f87ef51ffce"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 260000.0,
        "min": 215000.0,
        "period": null,
        "currency": "USD",
        "original": "$215K-$260K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_f9a9b26c172a830e"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Vitalize | Senior Product Manager or Staff Product Manager | San Francisco (hybrid)\n\nWhat we do:\nHospitals run critical operations (staffing, labor planning, and capacity) on spreadsheets, phone calls, and gut instinct. Labor is the biggest cost and hardest operational problem, and it’s still largely manual. Vitalize is building the operating system for hospital labor (and ultimately capacity): we forecast demand from real hospital data (e.g., ADT + historical patterns + acuity) and translate that into concrete staffing decisions: next month’s schedule and the next shift.\n\nTraction:\n- ~$37M raised\n- Launched 2024; ~$13M committed ARR across 10+ health systems\n- Live in 20+ hospitals and growing quickly\n\nThe role:\nWe're hiring a PM to own the product experience that takes a hospital from signed contract to successfully using Vitalize in production. Getting there is complex: every health system has its own HRIS, scheduling workflows, union rules, and technical environment. This team builds the custom integrations and internal tooling that make those deployments faster, more repeatable, and less manual as we scale.\n\nWe're looking for a PM who...\n- Led messy third-party enterprise integrations deep enough to make real technical calls with eng\n- Has built internal tooling with an internal team as the customer\n- Prioritized a roadmap under live GTM pressure and held the line when the loudest deal wasn't the right build\n- Startup experience, where the system you were building didn't exist yet\n\nIf you're interested, email me [email protected]\n\nComp: $215K-$260K + equity"
  }
}

{
  "judgment": {
    "query_id": "frontend_exclusion",
    "job_id": "job_32547c8a1089c58d8f07",
    "grade": 1,
    "confidence": "high",
    "reason": "The senior AI full-stack role includes frontend React work and is remote, but it is not frontend-only. Mexico eligibility is uncertain because the description permits international engineering applicants while eligible-country metadata lists only the US.",
    "evidence": [
      "Senior Software Engineer, AI Full Stack: ship AI-native React experiences and the Node services and agent workflows behind them.",
      "REMOTE (US+INTL for eng, US for product & automations)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico without a US-residency restriction: international engineering eligibility in the description conflicts with US-only eligible-country metadata."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_1ce81e1fc682a138"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US+INTL for eng, US for product & automations)"
      ],
      "evidence_ids": [
        "ev_3d882bde2ba9f9c6"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_2294b4a0d4ef9977"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "WorkHero https://workhero.pro | Senior SWE, AI Automation Engr, Senior PM | REMOTE (US+INTL for eng, US for product & automations)\n\nWorkHero is building the AI-powered back office for the skilled trades, starting with HVAC. Small contractors spend their nights on rebates, permits, equipment registrations, billing, and collections. We pair dedicated office managers with AI agents that take this work over end to end. We are expanding our product and engineering organization - looking for talented engineers, product managers, and builders who are excited to rethink the back office for small businesses!\n\n- Senior Software Engineer, AI Full Stack: ship AI-native React experiences and the Node services and agent workflows behind them. https://www.workhero.pro/careers?ashby_jid=89aac721-3aa3-4ae...\n\n- Senior Software Engineer, Voice AI & Data Infrastructure: own our real-time voice agents and data pipelines https://www.workhero.pro/careers?ashby_jid=8f45a29d-bdae-457...\n\n- AI Automation Engineer: turn the workflows of small HVAC businesses into AI-powered automations https://www.workhero.pro/careers?ashby_jid=2b76354a-1012-476...\n\n- Senior Product Manager, AI Agents: own the agents at the core of the product end to end, from how their prompts, tools, and knowledge cohere into one experience through the evals that prove they accomplish the user's goal. https://www.workhero.pro/careers?ashby_jid=5fca94a0-7705-42f...\n\nAll roles require working hours that overlap with 11am-3pm ET."
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_3d73eb93ca4c5c3647a4",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes deploying trained policies onto real robots, but its primary focus is hardware and robotics infrastructure. Predictive-model training, evaluation, and monitoring responsibilities are not stated.",
    "evidence": [
      "We're a team of two and hiring teammate #3 to own the hardware and infrastructure that keeps our research platforms running: the ROS2 (Humble) stack across onboard and offboard compute, sensor integration and calibration (LiDAR, depth, IMU, encoders), the safety pipeline during autonomous runs, and getting trained policies onto real hardware."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Responsibility for training predictive models",
      "Model evaluation responsibilities",
      "Production model monitoring responsibilities"
    ]
  },
  "posting": {
    "title": "Robotics / Hardware Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_c1bbb461a75bbda9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_a583f8eddbaecdec"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 130000.0,
        "period": null,
        "currency": "USD",
        "original": "$130k–200k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_ffabf1ea4034fa57"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Lumen Labs | Robotics / Hardware Engineer | San Francisco, CA | ONSITE | Full-time | $130k–200k + equity | https://lumenresearch.co\n\nI'm Daniel, co-founder. Lumen Labs is building the cognitive layer for physical AI. Nearly every major robotics effort today teaches machines by showing them thousands of hours of human teleoperation. We think that paradigm has a ceiling, and we're working on nature-inspired architectures for unstructured environments (construction sites, mining, pipelines, battlefield). Pre-seed, backed by top VC funds and operators from robotics/AI companies.\n\nWe're a team of two and hiring teammate #3 to own the hardware and infrastructure that keeps our research platforms running: the ROS2 (Humble) stack across onboard and offboard compute, sensor integration and calibration (LiDAR, depth, IMU, encoders), the safety pipeline during autonomous runs, and getting trained policies onto real hardware. Today that's wheeled navigation; we're dipping our toes into drones and eyeing weirder platforms like pipeline inspection. Where we're at: zero-shot sim2real transfer with a policy that runs at 100Hz on an ESP32 and took under a day to train.\n\nYou: hands-on with real mobile robots (UART, encoders, PWM, IMU, LiDAR), strong Python + embedded, comfortable reading code you didn't write, and can debug hardware and firmware at the same time. If \"full-stack\" to you means firmware, a multimeter, and a ROS node in the same afternoon, you'll fit right in. Visa/relocation support for the right person.\n\nFull posting: https://desert-bearskin-26d.notion.site/Robotics-Engineer-Ro...\n\nEmail [email protected], mention HN, and tell us about a project you've built. If you can link to a time you got a trained policy running on real hardware, you go to the top of the pile."
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_3ad3fa0802ca0bc3233d",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting offers iOS engineering work on a mobile browser, but does not state that Swift is used or required.",
    "evidence": [
      "iOS & Android mobile browser with built in LLMs & wallets.",
      "Open Roles: Eng (iOS/MacOS, Android, Ai/ML, Browser Extensions), Based Social Media Intern; Internships: Eng, Design, Growth"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Swift usage in the iOS engineering role"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_2b202ee95cee2215"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote-first with PST overlap"
      ],
      "evidence_ids": [
        "ev_40b856ed0d90d43d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "ios",
        "label": "iOS"
      },
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Puma.tech | Remote-first with PST overlap | iOS/MacOS, Android, Ai/ML, Growth | https://puma.tech\n\nHi all, I’m Yuriy, founder of Puma.tech. Prev. worked at Cloudant (YC S08), Meteor (YC S11), Parse (YC S11, Facebook/Meta), and explored AI/ML (computer vision for self-driving cars).\n\nWe have 2 products:\n\n1. https://PumaBrowser.com: iOS & Android mobile browser with built in LLMs & wallets. 1m+ downloads.\n\n2. https://PumaAI.com: small research lab focused on building private local/hybrid alternative to ChatGPT.\n\nOpen Roles: Eng (iOS/MacOS, Android, Ai/ML, Browser Extensions), Based Social Media Intern; Internships: Eng, Design, Growth\n\nWe’ve raised a few rounds from some of the best builders in ai and crypto:\n\nProtocol Labs (YC S14), Chris Larsen (Ripple), Anatoly Yakovenko (Solana), Illia Polosukhin (NEAR Protocol), Sridhar Ramaswamy (Snowflake CEO), Jason Warner (poolside.ai, ex-GitHub CTO), Don Ho (Orange DAO, Quantstamp W18), Evil Rabbit (Vercel), John Phamous (SF Compute) and other amazing builders.\n\nHow to Apply: email careers+hn [at] puma.tech with your GitHub, a note on what you're most proud of building and what you'd like to build next.\n\nThank you!"
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_4169dde9fc6408bdcbcb",
    "grade": 1,
    "confidence": "high",
    "reason": "The role is plausibly relevant through ML infrastructure work, but the posting does not state compensation and therefore does not support the required minimum annual salary.",
    "evidence": [
      "Member of Technical Staff (infra, ML infra, systems, platform, full stack)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000"
    ]
  },
  "posting": {
    "title": "Member of Technical Staff (infra, ML infra, systems, platform, full stack)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_64027d88ee6099a9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE San Francisco"
      ],
      "evidence_ids": [
        "ev_40c0f6796d75ab47"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "LatchBio | Member of Technical Staff (infra, ML infra, systems, platform, full stack) | ONSITE San Francisco | Full Time\n\nOur mission is to advance humanity's ability to engineer biology. We approach this by understanding and improving AI’s application to biology use cases such as therapeutics and biosecurity. We are a group of engineers, scientists, and operations specialists who are driven by improving capabilities and interpretability. Some of our work is showcased on benchmarks.bio.\n\nI run our engineering team and will read and respond to all emails sent to [email protected]. You can also apply here via a more structured form: https://jobs.ashbyhq.com/LatchBio."
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_510cb80a367b4e21562c",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting lists a Senior Product Designer opening, which is relevant to UX product design, but does not describe UX duties or user research responsibilities.",
    "evidence": [
      "Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "UX design duties",
      "User research responsibilities"
    ]
  },
  "posting": {
    "title": "Senior Product Manager (hybrid, $190,000 - $240,000): https://grnh.se/t1doekv97us; Software Engineer - Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/8pm4cytg7us; Senior Product Manager, Machine Learning (hybrid, $190,000 - $240,000): https://grnh.se/537yusl37us; Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_305ece952262de6e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA (Hybrid)"
      ],
      "evidence_ids": [
        "ev_f770504db7382ac4"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Baton | San Francisco, CA (Hybrid) | Full-Time\n\nBaton (baton.io) is Ryder's in-house product development group focused on harnessing emerging technologies to redefine transportation and logistics. With $10B in freight under management, our technology reaches every part of the U.S. economy. We design and ship category-defining software that enables Ryder and its 50,000+ customers—including some of the world's most well-known brands—to plan and execute freight intelligently, efficiently, and cost-effectively. Our work includes everything from customer-facing software to the data platform that will power the next era of innovation at Ryder.\n\nBaton's mission: enable supply chain on autopilot.\n\nRyder acquired Baton in 2022 to power its next wave of digital products. We operate at startup speed, with Fortune 500 reach. If you have a passion for solving complex problems and creating impact for the engine of the American economy, you'll love it here.\n\nCurrent openings at Baton:\n\n* Senior Product Manager (hybrid, $190,000 - $240,000): https://grnh.se/t1doekv97us\n\n* Software Engineer - Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/8pm4cytg7us\n\n* Software Engineer - Infrastructure, Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/wb558ncz7us\n\n* Staff Software Engineer - Infrastructure, Data Platform (hybrid, $260,000 - $350,000): https://grnh.se/55wbfa9g7us\n\n* Senior Product Manager, Machine Learning (hybrid, $190,000 - $240,000): https://grnh.se/537yusl37us\n\n* Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us\n\n* Software Engineer, MLOps - Machine Learning (hybrid, $162,000 - $216,000): https://grnh.se/770pgzv17us\n\n* Senior Software Engineer - Full Stack, Technical Lead (hybrid, $200,000 - $250,000): https://grnh.se/j8zrjo0k7us"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_3d2e36e0c064426783ac",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for product management and roadmap ownership, not hands-on server-side development. Reading code and writing SQL are supporting requirements rather than the intended engineering duties.",
    "evidence": [
      "Product Engineer (Product Manager role, not a Full-stack role)",
      "You own your pod's roadmap and ship it with them, no veteran PM signing off on your specs first."
    ],
    "unmet_requirements": [
      "Building server-side web products, including endpoints and relational databases, as the role's primary work."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Product Engineer (Product Manager role, not a Full-stack role)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b0217dc5b781d4f9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (anywhere, EST hours)"
      ],
      "evidence_ids": [
        "ev_15ff5f0424097ddd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 34.0,
        "min": 23.0,
        "period": "hour",
        "currency": "USD",
        "original": "$23-$34 USD/hour",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_60a3494e8fb46359"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "django",
        "label": "Django"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "single_role",
    "description": "Search Atlas | Product Engineer (Product Manager role, not a Full-stack role) | REMOTE (anywhere, EST hours) | Full-time contractor | $23-$34 USD/hour | https://careers.searchatlas.com/jobs/599248-product-engineer...\n\nWe're ~160 people, fully remote, building an AI marketing platform. Our main product is OTTO, which runs a site's SEO on its own - it reads live search data and pushes the technical and on-page fixes itself, nobody queues them up. Around that we've got ad automation for Google and Meta, GBP management for multi-location brands, content gen, and LLM visibility tracking (whether ChatGPT and co are citing you). Autotrader, Hyundai, P&G, Vendasta are some of our customers.\n\nWork happens in pods, 1 PM and 2-4 engineers. You own your pod's roadmap and ship it with them, no veteran PM signing off on your specs first. That's the part most PM roles won't hand you.\n\nLooking for 3+ years PM in B2B SaaS with an actual technical background - eng or QA before PM, or a PM who's been getting into the codebase themselves. You should be able to read Python and TS, write your own SQL, find your way around an API, and not need an engineer to tell you what a stack trace says. We're Django on the back, React/Next on the front. QA is yours end to end including release sign-off, people tend to underestimate that bit. And you're already using Claude Code or similar daily, not \"open to it\".\n\nProcess is screen with me, a take-home that runs about 75 mins, technical round with one of our senior PMs, then a call with our Director of Product (who you'd report to). I usually come back to people within 2 business days.\n\nOur ATS forces us to list specific countries but we hire from anywhere as long as you can do EST hours, so apply even if yours isn't on there.\n\nApply at the link and mention HN somewhere, in your pitch or wherever it fits. I'm João Pedro, I read all of your emails. [email protected] if you need me, though the link's faster.\n\nP.S: If you're not a PM, you can still reach out, explain your role briefly and I can redirect you to an appropriate role, or you could just check out our careers page and apply directly to the role that suits you best (preferred method)."
  }
}

{
  "judgment": {
    "query_id": "frontend_keywords",
    "job_id": "job_5686a66ed55540e96a8f",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on platform infrastructure and developer tooling, not React frontend development.",
    "evidence": [
      "from CI/CD and cloud infrastructure to observability, developer tooling, and operational workflows."
    ],
    "unmet_requirements": [
      "React frontend engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Engineer (Platform)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_6c34bae0bd0a8cf1"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4)"
      ],
      "evidence_ids": [
        "ev_076d7f2d77891151"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "OysterHR | Senior Engineer (Platform) | Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4) | Full-time\n\nThe best jobs have always clustered in a handful of the world's wealthiest cities. But talent is everywhere. Oyster set out to close that gap - building a global employment platform that lets companies hire, pay, and care for brilliant people anywhere.\n\nOyster’s Platform Flow Engineering team builds the systems and tooling that allow our engineers to ship software quickly, safely, and reliably at scale. As a Senior Platform Engineer, you’ll help shape the platform capabilities that sit between code and production, from CI/CD and cloud infrastructure to observability, developer tooling, and operational workflows.\n\nYou’ll work closely with application and security engineers to remove infrastructure complexity, create better developer experiences, and build reliable, secure foundations that scale with Oyster. You’ll also explore practical ways to use AI to improve developer productivity, automate operational workflows, and reduce engineering toil.\n\nhttps://www.oysterhr.com/careers?ashby_jid=51d58fcb-8e1c-457..."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_43938b0ae1ce1cf74d74",
    "grade": 1,
    "confidence": "high",
    "reason": "The backend engineering duties match, but the stated euro compensation does not establish pay of at least USD 400,000 per year, and its period is unspecified.",
    "evidence": [
      "You'll own backend services and computational pipelines spanning 3D geometry processing, mesh generation, model order reduction, calibration and neural network training.",
      "Compensation: €70k–€90k+, depending on experience"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year; compensation is stated in EUR with no explicit pay period or currency conversion evidence."
    ]
  },
  "posting": {
    "title": "Backend & Cloud Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_082829736267e58a",
        "ev_4dd9a02f7b0825b5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (EU)"
      ],
      "evidence_ids": [
        "ev_a1a0f7e3f4029873"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "IT"
      ],
      "evidence_ids": [
        "ev_dfb33bb5af30a049"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 70000.0,
        "period": null,
        "currency": "EUR",
        "original": "€70k–€90k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_d15222213e47fda8"
      ]
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Newtwen | Backend & Cloud Platform Engineer | REMOTE (EU) | Full-time | €70k–€90k+\n\nNewtwen is building a cloud platform that brings complex physics and data-driven intelligence directly onto microcontrollers, generating ultra-fast runtime firmware that executes in just a few microseconds.\n\nWe're looking for a Senior Backend & Cloud Platform Engineer to help architect and build our first production-grade cloud backend from the ground up. You'll own backend services and computational pipelines spanning 3D geometry processing, mesh generation, model order reduction, calibration and neural network training.\n\nA core part of the platform is dedicated to data-driven modeling, with a specialized neural-model library designed to make physical models adaptive in real time.\n\nYou might be a good fit if you have: strong production backend/cloud experience, Python (FastAPI or similar), relational databases, Docker, cloud infrastructure (GCP preferred), CI/CD and IaC — and enjoy making architecture decisions rather than just implementing tickets.\n\nLocation: REMOTE (EU), with the option to work hybrid in Italy\nCompensation: €70k–€90k+, depending on experience\n\nApply: [email protected] — mention Hacker News and include your LinkedIn/CV and, if available, GitHub or project links."
  }
}

{
  "judgment": {
    "query_id": "security_exclusion",
    "job_id": "job_525ce3b8ed0ee8be9894",
    "grade": 0,
    "confidence": "high",
    "reason": "The senior application security work matches, but the posting explicitly requires onsite work in San Francisco, conflicting with remote work from Mexico. Residence eligibility is not stated.",
    "evidence": [
      "Discord | Senior Software Engineer, Application Security | San Francisco, CA | ONSITE | $280K–$330K TC"
    ],
    "unmet_requirements": [
      "Remote work from Mexico"
    ],
    "unknown_requirements": [
      "Eligibility for Mexico-based workers",
      "Whether the role is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Senior Software Engineer, Application Security",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_a2036047bdad3c0c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_1e785e3069c05d22"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 330000.0,
        "min": 280000.0,
        "period": null,
        "currency": "USD",
        "original": "$280K–$330K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c55e795dabb71731"
      ]
    },
    "skills": [
      {
        "id": "security",
        "label": "Security engineering"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Discord | Senior Software Engineer, Application Security | San Francisco, CA | ONSITE | $280K–$330K TC\n\nDiscord is where communities and friend groups spend time together, on desktop, mobile, and now more and more inside games and third-party apps built on our platform. That surface area, plus a huge, engaged, occasionally adversarial user base, makes application security a genuinely hard and interesting problem here.\n\nWe're hiring a Senior Application Security Engineer to join the Product Security team. Responsibilities include threat modeling and secure design review with product and platform teams, building and improving AppSec tooling (SAST/DAST/dependency scanning), and working directly with engineering teams to remediate findings.\n\nStack: Python primarily, some TypeScript/React, some Rust, occasional JavaScript. Runs on GCP.\n\nLooking for: hands-on AppSec experience (not just compliance-flavored security), comfort reading and reviewing code across languages, and sound judgment on prioritizing real risk over checklist security.\n\nInterview process: recruiter call, coding round, HM interview, virtual onsite, decision.\n\nApply: https://job-boards.greenhouse.io/discord/jobs/8656854002"
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_43d82b0a0f09bea91bb1",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for senior software engineering and architecture work, not developer education or documentation. Community participation alone does not establish those duties.",
    "evidence": [
      "We help companies design, build, modernize, and scale production software.",
      "* Senior Android Engineer (Kotlin)\n* Senior React Native Engineer\n* Senior Software Engineer (JavaScript, React, Angular, Vue)\n* Software Architect"
    ],
    "unmet_requirements": [
      "Developer education or documentation as the intended work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Android Engineer (Kotlin); Senior React Native Engineer; Senior Software Engineer (JavaScript, React, Angular, Vue); Software Architect",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e4dc79a727acf59e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_e4dc79a727acf59e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "kotlin",
        "label": "Kotlin"
      },
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "angular",
        "label": "Angular"
      },
      {
        "id": "vue",
        "label": "Vue"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "This Dot Labs | Senior Android Engineer (Kotlin), Senior React Native Engineer, Senior JavaScript Engineer, Software Architect | REMOTE\n\nThis Dot Labs is an AI-native software engineering consultancy with a remote-first, global team. We help companies design, build, modernize, and scale production software.\n\nWe are hiring experienced engineers for:\n\n* Senior Android Engineer (Kotlin)\n* Senior React Native Engineer\n* Senior Software Engineer (JavaScript, React, Angular, Vue)\n* Software Architect\n\nYou will work directly with clients and collaborate with experienced engineers across time zones. We value strong communication, independent ownership, technical excellence, and active participation in the developer community.\n\nDetails and applications: https://www.thisdot.co/jobs\n\nQuestions: [email protected]\n\nPlease mention Hacker News when applying."
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_41f8583b56bc0c1d1f51",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers software engineering roles, not product design. Its stated compensation range is also below USD 400,000, though the pay period is unspecified.",
    "evidence": [
      "Senior Software Engineers — FDE, Full-Stack, Backend",
      "Three roles, all $160k–$240k + equity:"
    ],
    "unmet_requirements": [
      "Product designer work"
    ],
    "unknown_requirements": [
      "Annual base salary of at least USD 400,000; the stated range is $160k–$240k with no pay period specified."
    ]
  },
  "posting": {
    "title": "Senior Software Engineers — FDE, Full-Stack, Backend",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_62f3cbd74d0ca743"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US (Fully Remote)"
      ],
      "evidence_ids": [
        "ev_4464a72ee48869f4"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_844a5e5c890449cd"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 160000.0,
        "period": null,
        "currency": "USD",
        "original": "$160k–$240k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_79dae2e9a12d2bda"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Akkio | Senior Software Engineers — FDE, Full-Stack, Backend | US (Fully Remote) | Full-time | $160k–$240k + equity | https://www.akkio.com/jobs\n\nAkkio builds the AI platform the world's largest media agencies (Havas, Horizon Media, and others) use to run campaign workflows in production: audience building, media planning, measurement, and campaign analysis. Agentic workflows plus traditional ML, deployed on-premises inside agency cloud environments, directly on top of their data. We're ~50 people, past PMF, well funded, and growing revenue quickly.\n\nWe build agentically by default. Every engineer directs coding agents daily, and we're actively rebuilding our SDLC around that — not piloting it, not debating it. If you've felt that shift and want a team that's all the way in, that's us. We also run flat, so \"senior\" means ownership, not management layers.\n\nThree roles, all $160k–$240k + equity:\n\n* Forward-deployed engineer (FDE) — Python, TypeScript, true generalist. You embed with agencies whose systems steer billions in media spend and build whatever the problem needs: integrations, agent workflows, backend services. What you build in the field becomes product. Regular travel.\n\n* Full-stack (web) — Vue.js, TypeScript, Node.js. You've run projects, guided architecture, and survived framework upgrades and large refactors. You care about the experience analysts live in every day.\n\n* Backend — Python. Interesting work in at least two of: LLM systems and code generation, statistics, traditional AI/ML, large-scale data processing, distributed systems.\n\nDetails and application: https://www.akkio.com/jobs\n\nAll candidates must be authorized to work in the US."
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_4743ee122db565625fe5",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting restricts remote eligibility to the US, conflicting with working remotely from Mexico. Its engineering integration duties also do not establish a developer educator role.",
    "evidence": [
      "Statecraft | Forward Deployed Engineer (All Levels) | REMOTE (US) | $160-220k + equity",
      "We're a small, lean, mission-driven team and hiring Forward Deployed Engineers to build use cases and integrate deeply with agency customers."
    ],
    "unmet_requirements": [
      "Remote work from Mexico; exclude US-restricted jobs."
    ],
    "unknown_requirements": [
      "Developer education responsibilities.",
      "Senior-level role availability within the all-levels posting."
    ]
  },
  "posting": {
    "title": "Forward Deployed Engineer (All Levels)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_61ea686d4ba0f024"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_f993ec7f25706d87"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_e672ed143458effc"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 160000.0,
        "period": null,
        "currency": "USD",
        "original": "$160-220k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_068ca01a74543ea0"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Statecraft | Forward Deployed Engineer (All Levels) | REMOTE (US) | $160-220k + equity\n\nAt Statecraft, we are building an AI workforce to help automate the US government. Currently our government is operated almost entirely by consultants who outnumber public servants 3:1 and institutionalize inefficiency so they can bill more hours. This only leads to agencies struggling to meet their missions, overworked and underpaid public servants, and overburdened taxpayers.\n\nMost of what these consultants do is easily automatable: data entry, basic spreadsheet work, filling out paperwork, etc.; we do this with AI and save taxpayers ~80% on average while completing the work ~10x faster with 2-3x less errors.\n\nWe're a small, lean, mission-driven team and hiring Forward Deployed Engineers to build use cases and integrate deeply with agency customers. You'll be working with critical systems, massive surface area and national impact.\n\n* This position requires U.S. citizenship and the ability to obtain/maintain a security clearance.\n\nMore details on role and perks here: https://careers.statecraft.ai/jobs/forward-deployed-engineer"
  }
}

{
  "judgment": {
    "query_id": "security_exclusion",
    "job_id": "job_451d40869bd111e075b1",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for operations and recruiting, not security engineering, and explicitly requires in-office work in San Francisco or Melbourne, conflicting with remote work from Mexico.",
    "evidence": [
      "Operations and recruiting: Business Operations Manager and Senior Technical Recruiter",
      "Important: these are in-office roles in San Francisco or Melbourne, depending on the role. We are not hiring remotely and cannot sponsor visas. You must already have authorization to work in the US or Australia."
    ],
    "unmet_requirements": [
      "Senior security engineering work",
      "Remote work from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Operations and recruiting: Business Operations Manager and Senior Technical Recruiter",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_7abd2428ef12ae02"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco & Melbourne"
      ],
      "evidence_ids": [
        "ev_e9a519ab234109df"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "AU"
      ],
      "evidence_ids": [
        "ev_88093c39e5702211",
        "ev_d98be534180be673"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Artificial Analysis | San Francisco & Melbourne | On-site | Full-time | No visa sponsorship\n\nArtificial Analysis is the leading independent AI benchmarking company. We evaluate frontier language, image, video, speech and hardware systems across quality, speed and pricing. Our work is used by AI labs, engineers, enterprises, investors, policymakers and major publications to understand how the frontier is moving.\n\nWe’re a team of 40+ and expect to roughly double this year. We’re hiring across:\n- AI/ML and research: Senior AI/ML Engineer; Members of Technical Staff focused on applied AI research, language-model evaluations, inference, speech, AI hardware and robotics\n- Software engineering: Senior Full-Stack Software Engineer working with TypeScript, Next.js, PostgreSQL/Supabase and data visualization\n- Forward-deployed engineering: Language Models and Media Generation\n- Product: AI Hardware, AI Speech, and Image & Video Generation\n- Commercial: Technical, client-facing MTS roles for people from strategy consulting or technical/startup backgrounds\n- Operations and recruiting: Business Operations Manager and Senior Technical Recruiter\n\nYou’ll work directly with frontier models and the organizations building them, help define how AI systems are evaluated, and publish data and analysis used across the industry.\n\nImportant: these are in-office roles in San Francisco or Melbourne, depending on the role. We are not hiring remotely and cannot sponsor visas. You must already have authorization to work in the US or Australia.\nRoles and applications: https://jobs.ashbyhq.com/artificialanalysis"
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_528303ac3d15e32c13c7",
    "grade": 1,
    "confidence": "high",
    "reason": "The role is adjacent to defensive security through fraud detection, but its core duties are building data collectors and integrations rather than investigating intrusions or building defenses against attackers.",
    "evidence": [
      "InfoHawk detects it while it is still running, correlates it across platforms and formats, and surfaces it early enough for our customers to act.",
      "You’d own how data gets in: scrapers and collectors that survive source changes, official APIs where they exist, undocumented endpoints where they don’t."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Intrusion investigation duties",
      "Building defenses against attackers"
    ]
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_3797f3f8b72285e7",
        "ev_fe207ccd3e29b5df"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "London, UK or NYC",
        "REMOTE (UK or US), occasional onsite"
      ],
      "evidence_ids": [
        "ev_70067c58e57b50e7",
        "ev_3f94541f65f152ee"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB",
        "US"
      ],
      "evidence_ids": [
        "ev_93098508a901a4f1",
        "ev_89ad1fb32b826c82"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "svelte",
        "label": "Svelte"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "InfoHawk | Software Engineer | London, UK or NYC | REMOTE (UK or US), occasional onsite | Full-time | https://www.infohawk.com\n\nFraud reaches people through ads, cloned brand sites, counterfeit shops and AI-generated video, and it moves faster than any manual review. InfoHawk detects it while it is still running, correlates it across platforms and formats, and surfaces it early enough for our customers to act. We are a small team of engineers plus security, privacy and fraud specialists. Pre-seed, $2.25M led by Moonshots Capital: https://www.infohawk.com/news/2026-06-08-pre-seed-funding-an...\n\nYou’d own how data gets in: scrapers and collectors that survive source changes, official APIs where they exist, undocumented endpoints where they don’t. Sources break constantly. Can you figure out how to use AI to spot the change and adapt automatically? Stack: TypeScript, Node, SvelteKit, Postgres, Playwright, heavy AI-assisted development.\n\nWe’re looking for ~3-5 years building scraping or integration systems in production, but if you’re a great engineer who doesn’t tick every box we’d still like to hear from you. UK-based for London, US-based for NYC; we cannot sponsor visas. Two of our three founders are engineers, one in each city, and you’ll work with them directly.\n\[email protected]"
  }
}

{
  "judgment": {
    "query_id": "tools_intent",
    "job_id": "job_4f0d32c25a99e1345197",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds backend voice and telephony products, not compilers or command-line developer tools.",
    "evidence": [
      "We're hiring a senior backend engineer for a small foundational team building our next-generation voice products from scratch: real-time SIP/RTP media handling, STT/TTS pipelines with tight latency budgets, deepfake detection and speaker verification, and conversational AI, all integrated directly into carrier networks."
    ],
    "unmet_requirements": [
      "Work improving compilers and command-line tools used by programmers to build software."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Backend Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_0f6e207780e116bc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Seattle, WA"
      ],
      "evidence_ids": [
        "ev_d37a39dad8e9964e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 197000.0,
        "min": 113000.0,
        "period": null,
        "currency": "USD",
        "original": "$113-197k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_7313d330afb71a70"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Hiya | Senior Backend Software Engineer | Seattle, WA | HYBRID | Full-time | $113-197k + equity\n\nHiya's Voice Intelligence Platform protects 500M+ users from spam, fraud, and deepfake scam calls, and gives businesses branded, verified caller ID so the calls that matter get answered.\n\nWe're hiring a senior backend engineer for a small foundational team building our next-generation voice products from scratch: real-time SIP/RTP media handling, STT/TTS pipelines with tight latency budgets, deepfake detection and speaker verification, and conversational AI, all integrated directly into carrier networks. It's greenfield, so you'll be making the early architecture decisions, not maintaining legacy services.\n\nStack: TypeScript/Node.js, Python, Kafka, Docker/Kubernetes on AWS. Telephony experience (SIP, RTP, WebRTC) is a plus, not required. Team is distributed across Seattle and Europe, async-first; 3 days/week in the Seattle office.\n\nApply: https://jobs.ashbyhq.com/hiya/2de4d41b-a919-48c4-9a6c-e0d4f3..."
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_5398409fd45cb159d204",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for an experienced software engineer, not a junior product designer, and requires onsite/hybrid work in Stockholm rather than fully remote work from Mexico. Its degree policy is unstated.",
    "evidence": [
      "Founding Software Engineer | On-site (hybrid) in Stockholm, Sweden | Full time",
      "You have previous experience working at a SaaS product company as a founding or senior engineer"
    ],
    "unmet_requirements": [
      "Product designer role",
      "Junior seniority",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Founding Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_a1e6d87c3984e3ae",
        "ev_db65b32ff9ca950d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-site (hybrid) in Stockholm, Sweden"
      ],
      "evidence_ids": [
        "ev_01e74e9dde61982b"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "SE"
      ],
      "evidence_ids": [
        "ev_f7ca8294ea3c59e9"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "go",
        "label": "Go"
      }
    ],
    "role_kind": "single_role",
    "description": "Pango (YC S26) | Founding Software Engineer | On-site (hybrid) in Stockholm, Sweden | Full time\n\nPango is building the world's first Agentic Operating System for e-commerce logistics. Our vision is to create the AI e-commerce employee of the future. We are forming our core team in Stockholm and are looking for exceptional engineers. We are backed by some of the most some of the most prominent investors in the world. In less than a year, we have seen massive growth where we can't keep up with the demand and need engineers to bring the product faster to the market.\n\nYou are a good fit if:\n\n* You are comfortable maintaining, expanding and operating an B2B SaaS platform with a high sense of ownership.\n\n* You have previous experience working at a SaaS product company as a founding or senior engineer\n\n* You have strong proficiency in any backend language or platform (we particularly like Rust or Golang background)\n\n* You have a pragmatic attitude and understand the importance of shipping velocity at an early stage startup\n\n* E-commerce (Shopify, WMS, IMS, shipping carrier integrations) experience is a plus.\n\nYou will take a key role in shaping the product and company, with ability to make an impact and advance career limited only by your aptitude and interest.\n\nReach out to [email protected] if you are interested or have any questions. We review applications immediately and move quickly.\n\nPlease don't use AI to write the initial message."
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_5db895928a1171e1c9f0",
    "grade": 0,
    "confidence": "high",
    "reason": "The request targets physical robotics for warehouse navigation and object manipulation. The posting instead describes software engineering for nuclear reactor modeling, simulation, design, and deployment; it does not describe robotics duties.",
    "evidence": [
      "You'll leverage your software skills alongside nuclear engineers to model, simulate, design, and deploy advanced fission power technology."
    ],
    "unmet_requirements": [
      "Work on machines navigating warehouses and picking up physical objects."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/4018702004; Senior Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/5739483004; Software Engineer (Applied AI/ML): https://job-boards.greenhouse.io/oklo/jobs/6150355004",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_53d2a82119b17abc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US) or Santa Clara or Brooklyn"
      ],
      "evidence_ids": [
        "ev_047a4d1fec307b30"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7435eb2704b3490e"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Oklo | Remote (US) or Santa Clara or Brooklyn | Full time | https://oklo.com\n\nJoin us in pioneering the next generation of nuclear reactors! You'll leverage your software skills alongside nuclear engineers to model, simulate, design, and deploy advanced fission power technology. You will work at the forefront of the nuclear industry, developing novel techniques to reach new levels of safety, efficiency, and resiliency. Come be a part of powering the future with advanced fission power plants to provide clean, reliable, affordable energy.\n\nWe are hiring for:\n\n- Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/4018702004\n\n- Senior Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/5739483004\n\n- Software Engineer (Applied AI/ML): https://job-boards.greenhouse.io/oklo/jobs/6150355004\n\nSee more opportunities here: https://job-boards.greenhouse.io/oklo\n\nPlease mention Hacker News in your cover letter!"
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_492020022000e43d3507",
    "grade": 1,
    "confidence": "high",
    "reason": "The Founding Engineer role includes backend and infrastructure work relevant to platform engineering, but the posting does not establish pay of at least USD 400,000 per year. Its listed salary range lacks an explicit currency designation and pay period.",
    "evidence": [
      "* Founding Engineer | $80k-150k | backend and infra, heavy on large-scale collection."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the listed $80k-150k range does not explicitly specify USD or an annual period."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_48c530a9c32bd4d2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (EU timezones)"
      ],
      "evidence_ids": [
        "ev_64052452ac124cb0"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "cloro | Founding Engineer, Data Scientist, Founding Operations, Founding Marketer | REMOTE (EU timezones) | Full-time | https://cloro.dev/careers/\n\ncloro is one API for search and AI answers. You send a query, we return Google, Google News, ChatGPT, Perplexity, Gemini, Grok and Copilot results as structured fields: the answer, the sources it cited, and the position each result held. Teams use it to measure whether their brand shows up in AI answers, and to stop maintaining eight scrapers that break whenever a provider changes its markup overnight.\n\nWe are bootstrapped, remote across EU timezones, and small enough that every role below works directly with the founders.\n\nOpen roles:\n\n* Founding Engineer | $80k-150k | backend and infra, heavy on large-scale collection. https://cloro.dev/careers/founding-engineer/\n\n* Data Scientist | $60k-100k | turn our AI-search corpus into published research and track the engines as they change. https://cloro.dev/careers/data-scientist/\n\n* Founding Operations | $50k-80k | finance, ops, marketing and product systems. An all-rounder role for someone who would rather build a system than run a task twice. https://cloro.dev/careers/founding-operations/\n\n* Founding Marketer | $40k-70k | own SEO, content, and visibility in AI search. https://cloro.dev/careers/founding-marketer/\n\nWe work AI-native: Claude and Claude Code are in the loop daily across\nengineering, ops and marketing. Being genuinely good with these tools is\npart of the job rather than a bonus."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_723d563ec8307b356066",
    "grade": 1,
    "confidence": "high",
    "reason": "The data-engineering role is plausibly related to preparing reliable business data, but the posting does not establish revenue reporting or dashboard-building duties.",
    "evidence": [
      "we're looking for a Senior Data Engineer.",
      "7 yoe (5 of which building production-grade data or platform services)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Duties transforming business data into revenue reports and dashboards."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_822031a178a5ddc9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (USA)"
      ],
      "evidence_ids": [
        "ev_80f0cb28b2b88bb7"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9f373dd2578dcc24"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90.0,
        "min": 80.0,
        "period": "hour",
        "currency": "USD",
        "original": "80-90 USD per hour",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_b7e6d308443deaab"
      ]
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "dbt",
        "label": "dbt"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "spark",
        "label": "Spark"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "airflow",
        "label": "Airflow"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Virtasant (1099 contractor for a client of ours) | Virtasant.com | Remote (USA)| full-time\n\nHey, we are a finops/cloud optimization company that also helps some of our clients with their hiring needs. For one of them (a solid healthcare data company) we're looking for a Senior Data Engineer.\n\nThe legal stuff:\nYou need to live in the USA and be under one of the following conditions:\na) US citizen\nb) Green Card holder\nc) Sole owner of your own LLC company (not co-owner, sole owner)\n\nSadly, all other options are not possible, like H1B, OPT, EAD, or CPT visas, are not possible for us.\n\n80-90 USD per hour, changes of going a bit above if the candidate is amazing.\n\nThe tech stuff:\n7 yoe (5 of which building production-grade data or platform services), AWS-heavy (if you're stronger on Azure or GCP, then it's not for you, sorry), Python, SQL, dbt, (Snowflake OR BigQuery OR Redshift), Spark, Kafka, (Iceberg OR Delta OR Hudi), (Airflow OR Dagster OR Prefect), CI/CD, Docker, AWS.\n\nHere's the JD, where you can apply - https://virtasant.teamtailor.com/jobs/7563920-senior-data-en...\n\nThank you!"
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_69cca05b94836277da12",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds reusable infrastructure-as-code modules, not accessible interactive browser interfaces.",
    "evidence": [
      "We're building a reusable Terraform module catalog: versioned, tested, documented modules published to a registry that other teams consume, across cloud, container, and virtualization environments. Module and platform engineering, not one-off deployments."
    ],
    "unmet_requirements": [
      "Building accessible interactive interfaces used in a web browser"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Terraform Module Developer (Infrastructure as Code)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_35649117c94b564a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_d291915c71489af5"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_1b0b6c4d8461711a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "azure",
        "label": "Azure"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "3C Digital Solutions | Terraform Module Developer (Infrastructure as Code) | REMOTE (US) | Full-time | https://jobs.curriculo.me/3c-digital/job/a14f0ded-8f8f-49ad-...\n\nWe're a small IT consulting firm working in federal and other regulated environments. We're building a reusable Terraform module catalog: versioned, tested, documented modules published to a registry that other teams consume, across cloud, container, and virtualization environments. Module and platform engineering, not one-off deployments.\n\nYou'd own the standards: module interfaces, validation, testing, releases, deprecation. Small team, no layers, and real influence over how we build. Growing, with room to move into broader platform ownership or technical leadership.\n\nLooking for someone who has built and maintained a shared module library other teams actually used. Semantic versioning, automated testing, input validation, policy compliance checks, CI gates. Production experience with AWS, Azure, GCP, or OCI.\n\nMultiple positions. US citizenship required (federal contract). No visa sponsorship.\n\nFull description and application: https://jobs.curriculo.me/3c-digital/job/a14f0ded-8f8f-49ad-..."
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_5c62c22d038cfe26bdae",
    "grade": 1,
    "confidence": "high",
    "reason": "The design-engineer work includes product interface and UX design, but also requires production coding. Compensation is unstated, so the requested annual minimum cannot be confirmed.",
    "evidence": [
      "Own interfaces from UX and visual design through production React.",
      "We need someone who genuinely designs and codes."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year"
    ]
  },
  "posting": {
    "title": "Senior Design Engineer, Senior Platform Engineer — Edge Systems",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_aa7af2520adf37f5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US)"
      ],
      "evidence_ids": [
        "ev_e0eba5421d8506f3"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_beac62dd69d13ae1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "single_role",
    "description": "Odin | Senior Design Engineer, Senior Platform Engineer — Edge Systems | Remote (US) | Full-time\n\nOdin builds workforce visibility and compliance software for critical infrastructure. We’re deployed on 500+ active projects with 100K+ workers, securing more than $100B in construction value.\n\nSenior Design Engineer — Own interfaces from UX and visual design through production React. You’ll establish our design language and design system, prototype interactions, and ship responsive, accessible frontend experiences. We need someone who genuinely designs and codes.\n\nSenior Platform Engineer, Edge Systems — Build software connecting cameras, access-control readers, rugged devices, and local compute to our cloud across unreliable networks. Work includes protocols, real-time streams, buffering and synchronization, remote deployment, diagnosis, and recovery.\n\nOut stack: TypeScript, Node.js, GraphQL, Postgres, Kubernetes, GCP, React, React Native.\n\nBoth roles are US-remote with periodic jobsite travel. US work authorization is required.\n\nApply here: https://useodin.com"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_5a85d285783e78e6473f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires onsite work, conflicting with fully remote work from Mexico. Junior backend duties and a no-degree policy are not established.",
    "evidence": [
      "Leidos | https://www.leidos.com/ | Oklahoma City, OK, USA | Full Time | Onsite",
      "* Only hiring US Citizens/Green Card Holders for this position due to contractual requirements."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico: the role is onsite in Oklahoma City."
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Backend engineering duties",
      "No university degree required",
      "Eligibility to work from Mexico"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_55448c0a8f602a38"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Oklahoma City, OK, USA"
      ],
      "evidence_ids": [
        "ev_f85b97a2365cfc3b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "unreal",
        "label": "Unreal Engine"
      },
      {
        "id": "swift",
        "label": "Swift"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Leidos | https://www.leidos.com/ | Oklahoma City, OK, USA | Full Time | Onsite\n\n* Great opportunity to do meaningful work at the FAA with a welcoming team, interesting projects, and amazing benefits.\n\n* Tech Stack: C++ (14/17/20), Sockets (TCP/IP), MFC v14, Git/Bitbucket, Jira, Confluence, Agile, Kanban, Unreal Engine 5 (UE5), Swift, Blender, GDI/GDI+, PowerShell, Gemini, Jenkins, SonarQube, GoogleTest.\n\n* Only hiring US Citizens/Green Card Holders for this position due to contractual requirements.\n\n* Check out the posting and apply below:\n\nhttps://www.linkedin.com/jobs/view/4460147611/\n\nhttps://careers.leidos.com/jobs/18180624-software-engineer"
  }
}

{
  "judgment": {
    "query_id": "robotics_keywords",
    "job_id": "job_5ef4d190054331b0ff73",
    "grade": 0,
    "confidence": "high",
    "reason": "The engineering roles build customer-facing AI software systems, not robotics systems. No robotics engineering duties are stated.",
    "evidence": [
      "We work directly with strategic customers to design, build, deploy, and improve production AI systems on Snowflake.",
      "That includes LLM applications, RAG and agentic workflows, evaluation frameworks, guardrails, observability, and production iteration using Snowpark, Cortex, and Snowflake’s native AI capabilities."
    ],
    "unmet_requirements": [
      "Robotics engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_eef712abeace7736"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Menlo Park, CA",
        "Warsaw, Poland",
        "London, UK"
      ],
      "evidence_ids": [
        "ev_e3ce87182501028b",
        "ev_b3c1d9b2b1eaae5d",
        "ev_f1508bffc32f9452"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "PL",
        "GB"
      ],
      "evidence_ids": [
        "ev_866c49986ff1e0ce",
        "ev_34b5dd2384e6670a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Snowflake | Forward Deployed Engineer, Product Manager | Menlo Park, CA | Warsaw, Poland | London, UK | ONSITE\n\nI’m part of Snowflake’s Applied AI / Forward Deployed Engineering team, and we’re hiring for multiple roles on the team.\n\nWe work directly with strategic customers to design, build, deploy, and improve production AI systems on Snowflake. That includes LLM applications, RAG and agentic workflows, evaluation frameworks, guardrails, observability, and production iteration using Snowpark, Cortex, and Snowflake’s native AI capabilities.\n\nFor the FDE role, we’re looking for strong engineers who can build and ship customer-facing AI systems end to end, especially if you’ve worked on LLM apps and care deeply about evals and quality. For the Senior role, we’re looking for someone who can lead multi-engineer AI engagements, mentor other engineers, and still be hands-on in architecture and implementation. The roles are customer-facing and involve travel, including at least 25% onsite time with strategic customers.\n\nIf you like working in ambiguity, building real AI systems instead of demos, and partnering closely with customers to get things into production, these roles are a good fit.\n\n* Senior Forward Deployed Engineer, Menlo Park, CA: https://careers.snowflake.com/us/en/job/SNCOUSA253CD7A2E6945...\n\n* Forward Deployed Engineer, Warsaw, Poland: https://careers.snowflake.com/us/en/job/SNCOUS7EFCFE1247594E...\n\n* Staff Product Manager, London, UK: https://careers.snowflake.com/us/en/job/SNCOUSCACA807AEC0548..."
  }
}

{
  "judgment": {
    "query_id": "security_keywords",
    "job_id": "job_50bd18e5912be3bfef5f",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves security engineering, but focuses on code audits, security tools, and research rather than incident response. Incident investigation, containment, and recovery duties are not stated.",
    "evidence": [
      "Work directly with the developers of the most successful teams in the blockchain industry to audit their code and secure their products",
      "Conduct security research and publish your findings"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Incident response responsibilities"
    ]
  },
  "posting": {
    "title": "Blockchain Security Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_8a5011d94c6c3d74",
        "ev_5e12971ba33bd10d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "INTERNS , HYBRID/REMOTE, Zurich, Switzerland"
      ],
      "evidence_ids": [
        "ev_7d00934b5e9d6f43"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CH"
      ],
      "evidence_ids": [
        "ev_605b61b5bf01399a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "security",
        "label": "Security engineering"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "ChainSecurity | Blockchain Security Engineer | Full-time | INTERNS , HYBRID/REMOTE, Zurich, Switzerland | VISA possible (for an employment) | https://chainsecurity.com/\n\nChainSecurity is a young and innovative cybersecurity company that operates in the blockchain and cryptocurrency space. Our mission is to make the blockchain space secure and trustworthy for people, companies, and governments alike. We are proud of our security experts from the renowned universities ETH Zurich, EPFL Lausanne and others.\n\nWe are trusted by 100+ blockchain companies and established corporations with security audits and services. We have secured complex systems for top blockchain clients, such as decentralized finance (DeFi) projects, and multinational organizations, such as banks and industrial consortia. A ChainSecurity Auditor will review the most complex blockchain projects to find vulnerabilities which no-one else can. By using state of the art tools, expert knowledge and a deep understanding of the fundamentals, we secure projects handling billions, often forming the foundation in the new paradigm of an open financial system.\n\nYour Responsibilities:\n\n* Work directly with the developers of the most successful teams in the blockchain industry to audit their code and secure their products\n\n* Contribute to our security tools and create new ones in collaboration with our internal research team\n\n* Conduct security research and publish your findings\n\nRequirements:\n\n* Strong background in software engineering, focused on security relevant areas and most importantly being able to reason about complex code\n\n* Experience with penetration testing, vulnerability scanning, threat modeling or similar is a\nplus\n\n* Good knowledge of cryptography\n\n* Proficiency with Linux and Git\n\n* Good written communication skills\n\n* Fluent in OOP programming language\n\nBonus Points:\n\n* Formal Verification, White Box, Vulnerability Scanning\n\n* Solid Blockchain Knowledge\n\n* Consensus Algorithms\n\nJoin us here: https://www.chainsecurity.com/jobs/blockchain-security-engin...\n\nQuestions about the role? Contact: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_5a567b90cb76cad6e191",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for fullstack software engineering and building developer products, not user research, experience design, or prototype testing.",
    "evidence": [
      "Quill | Fullstack SWE | Full-time | Remote, PT/ET hours preferred | $150 - 210K USD + equity | https://quill.co/",
      "Our latest hire built our entire CLI product from 0 -> 1, and it was used in production by customers the day it shipped."
    ],
    "unmet_requirements": [
      "Work focused on interviewing users and designing and testing product experiences and prototypes."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Fullstack SWE",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d81915d4f06e6f31"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, PT/ET hours preferred"
      ],
      "evidence_ids": [
        "ev_b915765e88f51139"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 210000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150 - 210K USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_e750c9e4eb95c5e6"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Quill | Fullstack SWE | Full-time | Remote, PT/ET hours preferred | $150 - 210K USD + equity | https://quill.co/\n\nI’m a co-founder of Quill, a fullstack SDK for adding customer-facing analytics & data features to your app. Backed by YCombinator & top-tier SV-based investors (fundraising not publicly disclosed; happy to share any details when we chat).\n\nSome examples of how customers get value from Quill:\n• pre-IPO fintech adds custom reporting & data export features to their money movement product.\n• Series B healthtech is now able to deliver completely custom in-product reports & dashboards to every enterprise customer they onboard.\n• Series A govtech adds analytics and reporting capabilities within their existing agent/chat product.\n\nReasons you’d love working with us:\n• Work with a small, focused, talented team on a highly technical product (by developers for developers).\n• Funded company in a big market, but still prelaunch with a team size <5\n• High level of product ownership with tight feedback loops: the products you build are shipped quickly and get used by real customers immediately. Our latest hire built our entire CLI product from 0 -> 1, and it was used in production by customers the day it shipped.\n\nWe are growing the team to keep up with demand for new features that our customers are asking us for, while also preparing for launch. We're looking for someone that will make us better. We’re just getting started, and want you to bring your opinions, expertise, and experience to the table (not just execute on the ideas we already have).\n\nContact: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_7d8d03f44dc02ab7fce2",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly matches server-side web product development using relational databases and an API framework.",
    "evidence": [
      "We’re looking for someone with extensive experience building data-intensive web applications backed by relational databases, and who is comfortable designing, deploying, operating, debugging, scaling and evolving production systems.",
      "Stack: Python, Postgres, FastAPI, SQLAlchemy."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Python + SQL Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_8373e93350d80221"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Mauritius"
      ],
      "evidence_ids": [
        "ev_c89eb7f407183a80"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      }
    ],
    "role_kind": "single_role",
    "description": "Multiply | Python + SQL Software Engineer | On-site | Mauritius\n\nWe build repricing software that keeps online sellers on top of their competition on 130+ marketplaces.\n\nYou’ll work on pricing algorithms, high-volume data ingestion, marketplace integrations, scalability, and enabling our product to be used by AI agents.\n\nWe’re looking for someone with extensive experience building data-intensive web applications backed by relational databases, and who is comfortable designing, deploying, operating, debugging, scaling and evolving production systems.\n\nStack: Python, Postgres, FastAPI, SQLAlchemy.\n\nOur office is beautifully located in Mauritius. We sponsor visas and handle all relocation/immigration.\n\nApply: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_7142c67187fdb6d9427f",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves software running on physical robots, which is plausibly related to embedded development, but the posting does not establish work on tiny chips or direct sensor communication.",
    "evidence": [
      "Greenzie builds the autonomy software that runs on commercial mowers.",
      "You will own (or learn) a subsystem, debug messy field data, and ship to machines that mow for a living."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Software running directly on tiny chips or microcontrollers",
      "Direct communication with sensors"
    ]
  },
  "posting": {
    "title": "Robotics Software Engineer (Early Career + Experienced)",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_16aa816e45914626",
        "ev_a1afd8d2488d36dc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Atlanta, GA"
      ],
      "evidence_ids": [
        "ev_0f8a6042555a849f"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Greenzie | Robotics Software Engineer (Early Career + Experienced) | Atlanta, GA | ONSITE/HYBRID | Full-time | https://greenzie.applytojob.com/apply\n\nGreenzie builds the autonomy software that runs on commercial mowers. We don't sell the iron — Wright, Mean Green, Bobcat, and Greenworks Commercial do, with our stack on them. Mission is to free humans from repetitive outdoor labor. The software is on hundreds of machines in the field today.\n\nWe're hiring roboticists who want production robots doing real outdoor work, not lab demos. C++, Python, ROS/ROS2. You will own (or learn) a subsystem, debug messy field data, and ship to machines that mow for a living.\n\n- Robotics Software Engineer | Early Career (0–3 yrs): https://greenzie.applytojob.com/apply/zaDr7OyOmj/Robotics-So...\n- Robotics Software Engineer | Experienced (3–6 yrs): https://greenzie.applytojob.com/apply/UdRcDlWSzs/Robotics-So...\n\nAlso open in Atlanta: Technical Service Coordinator.\n\nApply on those pages and mention HN. Questions: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_56d8154fc2adb1bd04c0",
    "grade": 1,
    "confidence": "high",
    "reason": "The broad engineering role includes plausible backend work through its GraphQL API and infrastructure stack. However, the stated base-pay range has no time period, so it does not establish the requested minimum of USD 400,000 per year.",
    "evidence": [
      "Stack: TypeScript everywhere, React + Next.js (mid-migration to Next.js), AWS with Pulumi IaC, Docker/ECS, GraphQL API, Figma (engineers participate in UI/UX).",
      "Confido Legal | Sr. Engineer | REMOTE (US only) | Full-time | $175k–$225k base"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Annual base salary of at least USD 400,000; the compensation period is unstated."
    ]
  },
  "posting": {
    "title": "Sr. Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_504c8fe5fff05e5a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US only)"
      ],
      "evidence_ids": [
        "ev_195660623d10fa96"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_23868fbc717198ac"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 225000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175k–$225k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_49ef0fe87d769700"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Confido Legal | Sr. Engineer | REMOTE (US only) | Full-time | $175k–$225k base\n\nConfido Legal builds payments infrastructure for the legal industry. We're hiring a senior engineer to design, build, and maintain our software — leading architecture and product design, and translating business requirements into technical specs.\n\nThis is a broad, high-ownership role on a small team: you'll ship and maintain features end-to-end, lead architecture discussions, write clean and testable code, build automated E2E tests, do code reviews, and participate directly in company strategic planning. You'll also work closely with marketing and sales to keep technical work aligned with the business.\n\nStack: TypeScript everywhere, React + Next.js (mid-migration to Next.js), AWS with Pulumi IaC, Docker/ECS, GraphQL API, Figma (engineers participate in UI/UX).\n\nWe're looking for an expert in three or more of these (TypeScript required) with 3+ years of engineering experience.\n\n~2 onsite meetings/year. Open PTO, fully paid medical/vision/dental.\nApply: https://careers.confidolegal.com/careers/sr-engineer"
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_770df67afca8253cfab3",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves building interactive learning experiences, but the posting does not establish accessibility work or that the interfaces run in a web browser.",
    "evidence": [
      "We're hiring an interactive-focused engineer to craft the building blocks that power it.",
      "a collection of interactive learning experiences that both the learner and their AI tutor can see and manipulate."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Building accessible interfaces",
      "Interfaces used in a web browser"
    ]
  },
  "posting": {
    "title": "Senior/Staff Software Engineer (Interactives)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b548d8b59b090b3f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (North America), SF, NYC"
      ],
      "evidence_ids": [
        "ev_059f8a6f37df4695"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 250000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k-$250k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_7b998dec53a1dd20"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Brilliant.org | Senior/Staff Software Engineer (Interactives) | Remote (North America), SF, NYC | Full-time | $180k-$250k | https://brilliant.org\n\nBrilliant is building the world's first graphical AI tutor: a collection of interactive learning experiences that both the learner and their AI tutor can see and manipulate. In a world of cognitive offloading, Brilliant's AI gets people to actually think and solve hard problems.\n\nWe're hiring an interactive-focused engineer to craft the building blocks that power it. Each interactive exposes an API used by learning designers, our authoring agents, and the tutor itself. And every configuration those APIs can produce has to be a correct, solvable, meaningful puzzle. It's a tricky technical problem with a big payoff for our learners.\n\nEngineers at Brilliant think about both \"building the right thing\" AND \"building the thing right\" while pursuing high standards of excellence for ourselves, our product, and our codebase.\n\nIf you're energized by the prospect of doing the best work of your career and changing how the world learns, you can learn more and apply here: https://brilliant.org/careers."
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_584a083b6e92b0a1c60a",
    "grade": 1,
    "confidence": "high",
    "reason": "The MLOps Engineer role involves production infrastructure and cloud-based pipelines, but container-cluster reliability and outage response duties are not stated.",
    "evidence": [
      "MLOps Engineer: own the infra behind our modeling; production pipelines and serving for causal graph inference, state space models, and world models (JEPA-I, JEPA-II style).",
      "Stack: Python, PyTorch, some Rust; GCP; Ray for distributed training."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Responsibility for container-cluster and cloud-deployment reliability",
      "Outage response duties"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c09e8cd85d31dd1d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (NYC / SEA / global overlap)"
      ],
      "evidence_ids": [
        "ev_ce7ca1e21cab0f76"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 140000.0,
        "period": null,
        "currency": "USD",
        "original": "$140K–$200K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_5801d24b3fe04f7f"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Lucia | Director of Corp Dev · Product Marketing Associate · MLOps Engineer | Remote (NYC / SEA / global overlap) | $140K–$200K + meaningful equity\n\nDistribution is one of the last durable moats left; models are commoditizing, but knowing how attention and demand actually move through a system still compounds. That's what we're building: a growth control plane that turns distribution into something you can model and act on with certainty. Get this right and the outcome isn't in question.\n\nWe're hiring across three roles:\n\nDirector, Corporate Development: own strategic partnerships, fundraising support, and M&A/inorganic growth. For someone who can operate at the intersection of deal-making and narrative, and help steer where this company goes next.\n\nProduct Marketing Associate: translate a technically deep product into sharp positioning and demand. For someone who can make causal modeling and world models land with real buyers. Experience with working with social media and influencers, Reddit strongly preferred. Data Science Background heavily preferred.\n\nMLOps Engineer: own the infra behind our modeling; production pipelines and serving for causal graph inference, state space models, and world models (JEPA-I, JEPA-II style). Creating certainty in distribution, in production, not just in notebooks. Stack: Python, PyTorch, some Rust; GCP; Ray for distributed training.\n\nInterview process: intro call, screen, virtual onsite, decision.\n\nApply: with an email with your CV to [email protected] mention HN SEPT2026 in subject"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_5cbf63e44d695c31eb83",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised engineering and testing roles are unrelated to product design, and the US-only, hybrid/onsite arrangements explicitly conflict with fully remote work from Mexico. The degree policy is unstated.",
    "evidence": [
      "Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only. Candidates MUST be based in the United States with US work authorization.",
      "- Full Stack Python Developer: (ONSITE Dulles, VA) - Mid to Senior levels. Minimum of 5 years of professional experience."
    ],
    "unmet_requirements": [
      "Product designer role",
      "Fully remote work",
      "Eligibility to work from Mexico"
    ],
    "unknown_requirements": [
      "Junior product designer availability",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_2d7739d672f9f6fb",
        "ev_6f44ee30041ab885"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only. Candidates MUST be based in the United States with US work authorization."
      ],
      "evidence_ids": [
        "ev_e57bb0852ada4c1a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f1c77510501f2fbc"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      },
      {
        "id": "spring",
        "label": "Spring"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Solution Street | Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only. Candidates MUST be based in the United States with US work authorization.\n\nWe are a software consulting company based in Northern Virginia.\n\nOur Website: https://www.solutionstreet.com/\n\nInterested? Apply on our Careers Page (Make sure to mention you found our post on Hacker News): https://solutionstreet.com/join.php\n\nCurrent Opportunities:\n- Java Engineers: (ONSITE Chantilly, VA) Seeking Mid-to-Senior/Lead levels of Full Stack Java Engineers with experience in Java, Spring, Hibernate, Kubernetes, and Helm.\n\n- Automation Testers: (ONSITE Chantilly, VA) Seeking Mid-to-Senior/Lead levels of Automation Testers with experience with Javascript and WebdriverIO. Must be comfortable coding in Javascript. Open to considering junior software engineers with expertise in Javascript for these roles as well.\n\n- Full Stack Python Developer: (ONSITE Dulles, VA) - Mid to Senior levels. Minimum of 5 years of professional experience.\n\n- Automated Test Engineer - Electrical Engineering: (ONSITE Dulles, VA) Contract role for 1.5 years. Skills and Qualifications: Experience in Python programming; Electrical Engineering experience; Python - async-io cooperative multitasking; State machines; SCPI equipment such as Keysight or Keithley."
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_7f4606b4db8cf8cff405",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks principal and distinguished consumer product engineers, not junior product designers. Remote work is offered, but Mexico eligibility and a no-degree policy are not explicitly confirmed.",
    "evidence": [
      "Hiring principal and distinguished engineers to build net new products",
      "Remote, anywhere with reasonable timezone overlap (and for someone truly exceptional, we'll make async work)"
    ],
    "unmet_requirements": [
      "Junior seniority",
      "Product designer role"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9b4344121804be8b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE ALMOST ANYWHERE IN THE WORLD"
      ],
      "evidence_ids": [
        "ev_9b849db3919ca435"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 750000.0,
        "min": 750000.0,
        "period": null,
        "currency": "USD",
        "original": "$750k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_9a20d6e5d0008b0c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "ALBERT | REMOTE ALMOST ANYWHERE IN THE WORLD| Hiring principal and distinguished engineers to build net new products | up to ~ $750k\nHiring: exceptional consumer product engineers at Albert.\n\nWe're a consumer fintech with 25M+ users who trust us to budget, save, invest, and bank in one place. Profitable for 4+ years. And as of today, our average employee tenure is 3.6 years, a number you almost never see in startup tech, and one we're quietly proud of. People stay because the work is good, the people are sharp, and we've built something worth staying for.\n\nNow we're building net-new consumer products from zero, and we're looking for people who love to tinker and build stuff to ship them with us.\n\nThe kind of person we're looking for: • Top fraction of a percentile in craft, the kind of good that's hard to fake • Builds for fun, not just for work. The kind who ships a working prototype over the weekend and can't help themselves • Comfortable owning 0 to 1 consumer products end-to-end • Allergic to politics, theater, and bureaucracy\n\nWhat you get: • Remote, anywhere with reasonable timezone overlap (and for someone truly exceptional, we'll make async work) • Real scale from day one (20M+ users, real money, real consequences) • Compensation that beats the market. We pay well and we mean it. Base, discretionary year-end bonus, meaningful 401(k) match, and meaningful equity in a profitable, growing unicorn (the kind that's actually worth something) • Platinum PPO health benefits with Blue Shield, top of the top of the line, covering your entire family • A mission worth your time: make money simple, so people spend less time managing it and keep more of it • Small senior-heavy teams, direct ownership, no layers • Forthcoming with the business metrics that matter, so you always know how the company is actually doing • The startup perks done right: catered lunches, wellness stipend, team offsites, casual dress. The stuff that compounds when you're showing up engaged for years, not months • Profitable for 4+ years, so you build with conviction, not runway anxiety\n\nStack: python, claude, postgres, react.js /react native\n\nIf this is you, email us at [email protected]\n\nEdit: we are in the process of rebuilding our career site to speak to how we hire (e.g. hunt, dont post, find the best). Just an FYI\n\nAlso, we carefully review every application. If we think there may be a fit, we'll reach out within a few business days. Either way, thank you for your interest in what we're building and for taking the time to connect with us."
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_7e93d48960c77da7b18e",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for technical product engineering rather than product design, and remote eligibility is restricted to the US and Canada, excluding Mexico. The early-career role does allow non-degree backgrounds.",
    "evidence": [
      "Biobase | Senior Technical Product Engineer, Technical Product Engineer (Early Career) | REMOTE (US, Canada) | Full-time | $150–230k / $90–170k + equity",
      "Open on background – self-taught, bootcamp, degree, research lab, a career you're leaving – selective on the bar."
    ],
    "unmet_requirements": [
      "Junior product designer work",
      "Remote eligibility from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Technical Product Engineer, Technical Product Engineer (Early Career)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_5d2de6cdce3a7679"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US, Canada)"
      ],
      "evidence_ids": [
        "ev_566b1b402e6fe987"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_eb100546f8b4d20a",
        "ev_4315080bd7dcf50c"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 230000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150–230k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_f710cd908e82db06"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "azure",
        "label": "Azure"
      }
    ],
    "role_kind": "single_role",
    "description": "Biobase | Senior Technical Product Engineer, Technical Product Engineer (Early Career) | REMOTE (US, Canada) | Full-time | $150–230k / $90–170k + equity\n\nBiobase has grand ambitions. We broker biospecimens, whole slide images, and the clinical metadata attached to them, on a supply-chain backbone that we're steadily automating. We’re building healthcare-data-focused agents on top of the datasets that we’re assembling, too.\n\nWe'd rather build the thing that removes the work than throw people at it. Two roles, one team, both reporting to the CPO:\n\nSenior Technical Product Engineer ($150–230k + meaningful equity).\nThe product team's technical interface. Architecture decisions and code review on the platform (Python/FastAPI, TypeScript/React, Postgres, Azure); the data pipeline and informatics that take specimen, slide, and clinical data in from suppliers and labs; and product ownership of the internal platform that builds our agents (permissions, evals, cost control, guardrails for sensitive data). You've been the reviewer of record somewhere, you've operated what you shipped, and you think in business problems before tickets.\n\nTechnical Product Engineer, early career ($90–170k + equity).\nSame territory at an earlier stage: the platform, the data pipeline and informatics, and the agents we run against our own operations — with a senior product engineer and our lead engineer reviewing your work and pairing when it helps. Open on background – self-taught, bootcamp, degree, research lab, a career you're leaving – selective on the bar. You've built something and someone else used it.\n\nWe build with Claude Code every day and expect you to become both fluent with it and skeptical of it. No ticket queue, no spec handed to you. Comp is salary + equity combos you choose between.\n\nFull postings: https://biobase.ai/careers\n\nTo apply: email [email protected] with something you built that eliminated manual work and what happened after it shipped. Links over resumes, no cover letter."
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_8619d40c4d30d6d9918c",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks engineering management, Rails product engineering, and robotics leadership, not user research or product experience design and prototype testing.",
    "evidence": [
      "Roles: [Engineering Manager (Ruby on Rails), Lead Product Engineer (Ruby on Rails), Robotics Lead]",
      "We are also seeking a Robotics Lead to help us set up and run our new robotics lab in Bremen, Germany."
    ],
    "unmet_requirements": [
      "Work focused on interviewing users and designing and testing product experiences and prototypes."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_41fdb595f9d91a80",
        "ev_cd9f4e5482555439"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (EU) / on-site in Bremen, Germany"
      ],
      "evidence_ids": [
        "ev_dee303cec4af8fb1"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_f892263447f0040c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "AREO | Remote (EU) / on-site in Bremen, Germany | Full-Time | Equity | Roles: [Engineering Manager (Ruby on Rails), Lead Product Engineer (Ruby on Rails), Robotics Lead]\nMy name is Marius and I am the CTO at AREO (https://goareo.com/).\n\nAREO, founded in January 2023 by a team with 20+ years of combined experience in retail and startups, is a young startup specializing in developing innovative solutions for supermarkets and grocery retail stores.\n\nOur cutting-edge B2B SaaS platform optimizes workflows for employees by providing real-time access to inventory, product information, and customer inquiries. We serve large supermarket chains in Germany and across the EU.\n\nWe already hired two backend developers through \"HN - Who is hiring\" and are now seeking a Lead Product Engineer (Ruby on Rails) / Engineering Manager (Ruby on Rails) with a minimum of 8 years of experience (preferably in startups), as we recently closed another large contract with a major retail chain and are growing quickly.\n\nFor both the Lead Product Engineer and Engineering Manager roles, professional knowledge of German is required, and you need to be based in the EU.\n\nIf you're passionate about building innovative retail products from scratch, these roles are for you.\n\nBackend Stack: Ruby / Rails (8.x), StimulusJS / Hotwire / Turbo, AlpineJS, Postgres, Docker, DigitalOcean, OpenAPI, LLMs\n\nWe are also seeking a Robotics Lead to help us set up and run our new robotics lab in Bremen, Germany. We are building a retail robot, initially focusing on teleoperation and later on autonomous model development. You should have at least 3 years of experience with humanoid robots, VLAs, teleoperation, and other relevant robotics systems. Professional knowledge of German is required, and you must live in or be ready to move to Bremen.\n\nPerks: Fully remote roles in Europe for the Engineering Manager and Lead Product Engineer, work where you are most productive, sizeable equity in a rapidly growing company, flat hierarchies, no-ego work environment, work in a lean but highly experienced team.\n\nApply here: marius[at]goareo.com and mention \"HN - Who is hiring?\" and the role you are applying for in the subject."
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_7dea51e5e040f397d4d6",
    "grade": 0,
    "confidence": "high",
    "reason": "The role concerns onboard connectivity and network infrastructure, not SQL/dbt analytics engineering.",
    "evidence": [
      "We're hiring an Onboard Technology Manager to own everything that keeps passengers connected and crew productive on the train: Wi-Fi and network infrastructure, onboard units, and mobile devices for train staff.",
      "2+ years hands-on with network architecture, Wi-Fi systems, or Mobile Device Management (ideally in rail or a similarly complex environment)"
    ],
    "unmet_requirements": [
      "SQL/dbt analytics engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Technical Expert Onboard Connectivity",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_b7b35ff3f8468bbc",
        "ev_931ffe0b8d8adf8c",
        "ev_134e3f9700849d2e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany"
      ],
      "evidence_ids": [
        "ev_045431d18fabd014"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_698e2f120f7d5266"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "FlixTrain | Technical Expert Onboard Connectivity | Berlin, Germany | ONSITE (hybrid) | Full-time\n\nFlixTrain is on a mission to make long-distance rail travel affordable and sustainable across Europe. Every passenger we shift to rail matters, and the onboard connectivity is a key part of what makes people switch.\n\nWe're hiring an Onboard Technology Manager to own everything that keeps passengers connected and crew productive on the train: Wi-Fi and network infrastructure, onboard units, and mobile devices for train staff. As satellite constellations and 5G redefine what's possible for high-speed mobile connectivity, you'll help set the direction for the technology being adopted on the largest non-governmental train fleet: writing specs, defining network architectures, monitoring live performance, and driving improvement projects from their conception to the finish line.\n\nThe role is highly cross-functional. You'll work with internal partners (operations, customer product, and rail engineering) and external ones, such as tech vendors (Icomera and Advantech) and train manufacturers (Siemens, Talgo).\n\nWhat we're looking for:\n\n- Bachelor's or Master's in Telecommunications, CS, Electrical Engineering, or similar\n\n- 2+ years hands-on with network architecture, Wi-Fi systems, or Mobile Device Management (ideally in rail or a similarly complex environment)\n\n- Strong troubleshooting skills on complex networked systems\n\n- Comfortable leading cross-functional initiatives and communicating clearly with both engineers and non-technical stakeholders\n\n- Fluent German and English (internally, English is preferred, but German is often mandatory when working with suppliers and regulatory bodies)\n\nPerks: hybrid office/remote work model, up to 60 extra remote days/year from abroad (work from anywhere), 12 free FlixTrain travel vouchers/year + 12 for friends and family, mental health support, L&D budget, mentoring program.\n\nApply: https://flix.careers/job/?jobid=8729129002"
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_7e9a8c7a6dfae260bc69",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly restricts remote work to the US, conflicting with working from Mexico and the exclusion of US-only jobs. It describes full-stack engineering rather than a senior developer educator role.",
    "evidence": [
      "- Location: Remote (US only)",
      "PrairieLearn (Remote US) — Full-Stack Software Engineer — TypeScript / Postgres / React / AI"
    ],
    "unmet_requirements": [
      "Remote work from Mexico",
      "Exclude jobs restricted to US residents",
      "Developer educator work"
    ],
    "unknown_requirements": [
      "Senior-level role"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b65209d9f4b4a3e1"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_57eb3ac40f51926f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 180000.0,
        "min": 100000.0,
        "period": null,
        "currency": "USD",
        "original": "$100k-$180k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_353749679113e5cc"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "PrairieLearn (Remote US) — Full-Stack Software Engineer — TypeScript / Postgres / React / AI\n\nPrairieLearn (https://www.prairielearn.com) is an open-source assessment platform used by universities across the US (Berkeley, Princeton, Michigan, Illinois, and others). We power mastery-based learning and large-scale exams.\n\nWe’re a small, profitable, early-stage company (bootstrapped, no VC) that is growing quickly. Our users love us and we have very high retention and rapid spread through word of mouth. As an early-stage hire, you’ll work across the stack and enjoy meaningful ownership from day one.\n\nTech we use: Node.js / TypeScript backend, Postgres, AWS, React. We’re also developing AI tooling, including LLM agents to help instructors create content, and vision-language models to help grade student work. PrairieLearn is open core: https://github.com/PrairieLearn/PrairieLearn\n\nDetails:\n\n- Location: Remote (US only)\n\n- Salary: $100k-$180k depending on experience\n\n- Benefits: Stock options (0.5% - 1.5%), unlimited PTO, flexible hours\n\n- Role: Full-time. (We’re not able to sponsor visas at this time.)\n\nApply at https://www.prairielearn.com/jobs-ashby?utm_source=YeEJ5MAKk..."
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_92eda3c80b6193e74000",
    "grade": 2,
    "confidence": "high",
    "reason": "The firmware role directly matches writing software for microcontrollers and working with sensors.",
    "evidence": [
      "We're hiring a firmware engineer to work close to the hardware across C/C++ or Rust, RTOS, BLE, embedded Linux, microcontrollers, sensors and audio pipelines, power optimization, device communication, and low-level debugging."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Firmware Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_d7a8a3a2a46f9b18"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_403c5f992098825c"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "MIRA | Firmware Engineer | San Francisco, CA | ONSITE | Full-time\n\nMIRA builds lightweight AI glasses that act as a second brain: they remember conversations, answer questions in under a second, translate 60+ languages, and surface useful context through a private display. We recently sold out and shipped our first batch, and have raised $6.4M from General Catalyst, Naval Ravikant, Pillar VC, and others.\n\nWe're hiring a firmware engineer to work close to the hardware across C/C++ or Rust, RTOS, BLE, embedded Linux, microcontrollers, sensors and audio pipelines, power optimization, device communication, and low-level debugging. We're looking for 3+ years of software or firmware engineering experience and a track record of shipping complex technical products end-to-end. Consumer hardware and early-stage startup experience are strong pluses.\n\nThis is a full-time, in-person role in San Francisco. We can't provide current or future U.S. visa sponsorship.\n\nApply: https://go.trymira.com/pages/firmware-engineer/"
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_822cc2c86fe86de173ba",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for experienced platform engineering, not junior developer education, and its US-only remote eligibility conflicts with working from Mexico. The degree policy is unstated.",
    "evidence": [
      "Full-Time | Remote (US)",
      "including 5+ years of experience on Platform Engineering, DevSecOps, Site Reliability Engineering (SRE), or MLOps teams."
    ],
    "unmet_requirements": [
      "Junior seniority",
      "Developer educator work",
      "Remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9f868f84c37690ca"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US)"
      ],
      "evidence_ids": [
        "ev_61e269bdf5aa0652"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9a1585300652a168"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 215000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175,000 - $215,000 USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_1d874b481de2e053"
      ]
    },
    "skills": [
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "Chronograph (chronograph.pe) | Platform Engineer | Full-Time | Remote (US) | $175,000 - $215,000 USD + equity\n\nChronograph was founded to bring next-generation technology to private capital markets. Through our suite of cloud-based analytics and data management solutions, we help many of the world's largest and most sophisticated venture capital, private equity, and credit funds understand their investment performance in unprecedented detail. As our business grows, we're expanding the team, backed by a recent $140M+ growth equity raise.\n\nWe are looking for a candidate with a generalist background in software development, including 5+ years of experience on Platform Engineering, DevSecOps, Site Reliability Engineering (SRE), or MLOps teams. You'd be joining a small cross-functional team and have the chance to make critical contributions. Our ideal candidate has a passion for automating ops, troubleshooting infrastructure, and creating first-class developer experiences. On top of that, expertise with the following (or similar) tools/technologies is a strong signal of fit: Kubernetes, Prometheus, Grafana, Terraform, AWS, GitHub Actions, PostgreSQL, Node.js, Ruby on Rails, Nix, and Docker.\n\nIf interested, apply here: https://grnh.se/1pm4u2ys7us"
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_8441ac2fb313c3524e8d",
    "grade": 1,
    "confidence": "high",
    "reason": "Product engineering and building a user-facing product surface are plausibly relevant, but the posting does not specify browser-based interface development or accessibility work.",
    "evidence": [
      "We are looking for a Product Manager, Product & Backend Engineers, Product Marketing Manager and Developer Relations Engineers to join us in building the most widely adopted open-source LLM engineering platform.",
      "building observability at serious scale while creating the product surface engineers actually live in day to day."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work building interactive interfaces used in a web browser",
      "Accessibility-focused interface development"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_5891e170b4a62325",
        "ev_a2130a0363e831ce",
        "ev_7b5358bfae367161"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_d5cef5b614510fae"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 90000.0,
        "period": null,
        "currency": "EUR",
        "original": "€90–160k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_7ed47ff47ddd0b6e"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "We’re hiring at Langfuse — now part of ClickHouse.\n\nWe are looking for a Product Manager, Product & Backend Engineers, Product Marketing Manager and Developer Relations Engineers to join us in building the most widely adopted open-source LLM engineering platform.\n\n- Berlin or EU hybrid (Engineering roles) / US-fully remote (Product & Marketing roles)\n\n- ~1 week onsite in Berlin every 2 months — travel covered\n\n- Full-time\n\n- €90–160k + ClickHouse equity\n\nHi, I’m Max, CTO and co-founder. Langfuse is focused on AI/LLM observability, with a lot of interesting challenges ahead, from AI data and developer experience to scaling systems for production workloads.\n\nRight now, we’re focused on helping customers segment their traces, surface insights from them, and ship changes to their agents faster — building observability at serious scale while creating the product surface engineers actually live in day to day.\n\nThe best way to get a feel for what we’re building and how we work:\n\n• Company Handbook (https://langfuse.com/handbook)\n\n• How we work (https://langfuse.com/handbook/how-we-\nwork/principles)\n\n• How we hire (https://langfuse.com/handbook/how-we-hire)\n\n• Product Documentation (https://langfuse.com/docs)\n\n• All our open roles (https://jobs.ashbyhq.com/langfuse)\n\nIf you’re excited about building the infrastructure and product layer for the next generation of AI applications, we’d love to hear from you.\n\nHappy to answer any questions!"
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_8637cddf28769608b68b",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves backend development with cloud infrastructure and some DevOps work, but does not state responsibility for cluster reliability or outage response.",
    "evidence": [
      "We're looking for backend developers who like doing DevOps'y stuff sometimes (because in a way it's the spirit of our company), or have experience with the cloud native ecosystem.",
      "On the backend we're using 100% Go with AWS primitives."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Responsibility for keeping container clusters and cloud deployments reliable",
      "Responding to outages"
    ]
  },
  "posting": {
    "title": "Senior Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_0fbd7b69c0f5d5d6"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Europe)"
      ],
      "evidence_ids": [
        "ev_e72d78c5e4da7dab"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 110000.0,
        "min": 80000.0,
        "period": null,
        "currency": "USD",
        "original": "$80k-$110k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c5249c13dcc05222"
      ]
    },
    "skills": [
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Spacelift | Remote (Europe) | Full-time | Senior Software Engineer | $80k-$110k+ (can go higher)\n\nWe're a VC-funded startup (recently raised $51M Series C) building an infrastructure orchestrator and collaborative management platform for Infrastructure-as-Code – from OpenTofu, Terraform, Terragrunt, CloudFormation, Pulumi, Kubernetes, to Ansible.\n\nOn the backend we're using 100% Go with AWS primitives. We're looking for backend developers who like doing DevOps'y stuff sometimes (because in a way it's the spirit of our company), or have experience with the cloud native ecosystem. Ideally you'd have experience working with an IaC tool, i.e. Terraform, Pulumi, Ansible, CloudFormation, Kubernetes, or SaltStack.\n\nOverall we have a deeply technical product, trying to build something customers love to use, and have a lot of happy and satisfied customers. We promise interesting work, the ability to open source parts of the project which don't give us a business advantage, as well as healthy working hours.\n\nIf that sounds like fun to you, please apply at https://careers.spacelift.io/jobs/3006934-software-engineer-...\n\nYou can find out more about the product we're building at https://spacelift.io and also see our engineering blog for a few technical blog posts of ours: https://spacelift.io/blog/engineering"
  }
}

{
  "judgment": {
    "query_id": "security_exclusion",
    "job_id": "job_93405f3497eeb9633f82",
    "grade": 0,
    "confidence": "high",
    "reason": "The senior security engineering work matches, but remote work is restricted to the US, conflicting with working remotely from Mexico and the exclusion of US-restricted jobs.",
    "evidence": [
      "Odyssey | Sr. Security Engineer | Full-time | Remote (US) or NYC"
    ],
    "unmet_requirements": [
      "Must allow remote work from Mexico.",
      "Exclude jobs restricted to US residents."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Sr. Security Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_fd9eef5c6773a913"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US) or NYC"
      ],
      "evidence_ids": [
        "ev_48dca28747a4be73"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_e974c964db20ca17"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Odyssey | Sr. Security Engineer | Full-time | Remote (US) or NYC\n\nOdyssey is building the leading financial technology platform for school choice. We help families access funding for tuition, tutors, curriculum, software, and enrichment programs—empowering them with greater educational opportunities.\n\nWe’re well-funded, backed by top investors including Andreessen Horowitz (a16z), and we are rapidly scaling.\n\nAs Odyssey's first Security Engineer, you'll have full ownership of our security posture — shaping strategy, building programs from the ground up, and driving best practices across our entire technology stack and product suite. This is a high-impact, high-visibility role where your decisions will directly influence how we protect our customers, vendors, and employees.\n\nYou'll partner closely with cross-functional teams to embed security into everything we build and ship, champion solutions to emerging security challenges, and ensure we stay ahead of an evolving threat landscape. You're someone who embraces AI tools to work smarter — whether that's accelerating threat detection, streamlining vulnerability analysis, or improving how we respond to incidents.\n\nhttps://jobs.ashbyhq.com/odyssey"
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_93a2c46c1f9ef65b7cd6",
    "grade": 1,
    "confidence": "high",
    "reason": "Research Engineering directly involves model improvement and training, and ML Platform supports the modeling lifecycle. However, production deployment, model evaluation, and monitoring duties are not stated.",
    "evidence": [
      "Research Engineering: work on a modeling team with the goal of making a model better.",
      "You think in tensors, understand what makes a kernel fast, and obsess over training throughput."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Deploying predictive models into production",
      "Model evaluation responsibilities",
      "Production model monitoring responsibilities"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "Seattle or SF"
      ],
      "evidence_ids": [
        "ev_7dac349dd7710c77"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Xaira Therapeutics | Midlevel/Senior/Staff Engineers | Seattle or SF\n\nXaira Therapeutics is developing biological foundation models (not LLMs) to hit undruggable targets and cure disease. We've put together an incredible cross-disciplinary team of pharma veterans who have brought drugs to market, drug designers/AI scientists from Nobel laureate David Baker's lab, and engineers from tech in order to meet the moment and build a company to reimagine how drugs are made in the pursuit of better medicines. We're not a SaaS company, and the ultimate goal is to see the medicines we make delivered to patients.\n\nI lead the engineering team and am hiring across multiple teams. There's:\n\n- Research Engineering: work on a modeling team with the goal of making a model better. You think in tensors, understand what makes a kernel fast, and obsess over training throughput.\n\n- X-Scientist: building an agentic copilot for drug development with access to our internal suite of tools. You have backend experience, have built tools for agents to interact with, and enjoy tinkering with agent harnesses.\n\n- Data Engineering: we generate large volumes of data from our lab that provide critical feedback loops to our modeling efforts. You either hate or love lakehouses, have a preferred ETL orchestrator, and are intrigued by the problem of capturing data off of lab instruments.\n\n- ML Platform: boy do we have some GPUs for you. Modeling teams need productive compute infrastructure, job scheduling, and numerous other affordances so that they can \"just focus\" on the model. You shudder at the words \"falling off the bus\", you have an opinion on how checkpoints should be recorded, and you've built tools that improve the modeling lifecycle.\n\nSend me an email to apply: [email protected]\nInclude a resume and tell me about something you've built that illustrates your skills."
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_8cedc677037577125a89",
    "grade": 0,
    "confidence": "high",
    "reason": "The requested work is physical robotics for warehouse navigation and object manipulation. This posting concerns software infrastructure and fraud-detection ML, not robotics.",
    "evidence": [
      "We’re hiring across Engineering (Full-stack and Infra) and Data Science / ML roles.",
      "At SentiLink, we stop identity fraud at scale."
    ],
    "unmet_requirements": [
      "Robotics work involving warehouse navigation and physical object manipulation."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_48d136755c618c93",
        "ev_95dfea5e10991827",
        "ev_7ae4a1d2b783e959"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE, HYBRID, and ONSITE (USA)"
      ],
      "evidence_ids": [
        "ev_e2ccd2676eb72b43"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_10d83b25fed0144f"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "scala",
        "label": "Scala"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "SentiLink | https://www.sentilink.com/ | Engineering & Data Science | REMOTE, HYBRID, and ONSITE (USA) | Full Time\n\nPrimarily hiring in the U.S. for more senior level roles.\n\nWe’re hiring across Engineering (Full-stack and Infra) and Data Science / ML roles. Hiring at Manager/Director level as well as mid-level/Senior levels. We’re language-agnostic and hire for fundamentals.\n\nAcross the team you’ll see: • Python, Go, Rust, Scala • PostgreSQL, Snowflake • Kafka, Redis • Terraform, Kubernetes • ML: XGBoost, PyTorch, Feature stores, real-time scoring pipelines\n\nIf you love solving complex distributed systems challenges, building customer-facing ML products, or working on detection systems that must be both high-precision and low-latency, you’ll fit right in.\n\nRoles are here: https://jobs.ashbyhq.com/sentilink?utm_source=hacker_news\nIf you have questions, feel free to reach out directly at liz.woodfield at sentilink dot com.\n\nAt SentiLink, we stop identity fraud at scale. Our products protect banks, fintechs, marketplaces, and leading financial institutions from synthetic identity fraud, identity theft, and emerging threat. We analyze millions of applications while keeping real users moving fast.\n\nWe’ve seen tremendous traction and are growing extremely quickly. Our real-time APIs have helped verify hundreds of millions of identities, starting with financial services and rapidly expanding into new markets. SentiLink is backed by world-class investors including Craft Ventures, Andreessen Horowitz, NYCA, and Max Levchin.\n\nSentiLink supports a variety of ways to work, ranging from fully remote to in-office. We operate as a digital-first company with strong collaboration across the U.S. and India. We maintain physical offices in Austin, San Francisco, New York City, Seattle, Los Angeles, and Chicago in the U.S., and in Gurugram (Delhi) and Bengaluru in India. If you’re located near one of these offices, we would love for you to spend time in the office regularly. Some roles are hybrid or in-office by design. For example, our engineering team in India works primarily from our Gurugram office.\n\nWe’re a small, high-impact team solving one of the most interesting and adversarial problems in fintech: how do you build systems that reliably determine whether a real human is on the other side of a financial transaction?"
  }
}

{
  "judgment": {
    "query_id": "frontend_keywords",
    "job_id": "job_9a25ede0cdb475175993",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on cloud infrastructure and platform operations, not React frontend engineering.",
    "evidence": [
      "Day one, this is a cloud/platform role: you'd own the operational health of Placekey's stack, close out post-migration hardening, and have real input on where the infrastructure goes next.",
      "Looking for: 5+ years platform/cloud infra, production Kubernetes (EKS ideal), managed Postgres (backup/recovery/tuning), IaC, solid networking, strong Python/Bash."
    ],
    "unmet_requirements": [
      "React frontend engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_77a3dd590e262461"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (USA)"
      ],
      "evidence_ids": [
        "ev_36b8c6047dbafc3f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_567550bcfe9fc5af"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "scala",
        "label": "Scala"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Senzing (entity resolution SDK) | Platform Engineer | Remote (USA) | Full-time\n\nSenzing builds enterprise entity-resolution SDK technology — an embeddable library that runs entirely inside customer infrastructure with zero data exfiltration. We're hiring a platform engineer to own the AWS infrastructure behind Placekey (our location-data subsidiary), a production API service running at scale.\n\nDay one, this is a cloud/platform role: you'd own the operational health of Placekey's stack, close out post-migration hardening, and have real input on where the infrastructure goes next. Over time the role grows to include internal IT and systems work (Active Directory, endpoint/laptop provisioning, Tailscale, security) — so we're looking for someone who's happy owning things end to end, not only the glamorous layer.\n\nStack: EKS Fargate, Aurora PostgreSQL, S3, Lambda, Cloudflare, API gateway (Kong/AWS), Terraform, Grafana/CloudWatch/Datadog. Apps are Scala and Rust.\n\nLooking for: 5+ years platform/cloud infra, production Kubernetes (EKS ideal), managed Postgres (backup/recovery/tuning), IaC, solid networking, strong Python/Bash. You don't need to be an expert on the IT/systems side today — but you should want to grow into it.\n\nRemote anywhere in the USA. Competitive salary, full health/dental/vision, 401(k) match, flexible PTO.\n\nTo apply: email [email protected] with your resume and a short note — tell us about a challenging production system you've owned end to end, including an incident where your monitoring missed something and what you changed afterward."
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_ab316083952e42fd07fc",
    "grade": 1,
    "confidence": "high",
    "reason": "The analytics and data architecture role is plausibly relevant, but the posting does not describe revenue reporting, dashboard creation, or related duties.",
    "evidence": [
      "- Sr./Staff Analytics & Data Architecture Engineer (US/Canada)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Duties transforming business data into reliable revenue reports and dashboards."
    ]
  },
  "posting": {
    "title": "Sr./Staff Security Engineer (Brazil); Sr./Staff Analytics & Data Architecture Engineer (US/Canada); Sr./Staff Java Backend Engineer (Brazil/Poland); Staff Web SDK Engineer (US/Brazil/India/Canada/Poland/UK) (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_46654a1e869b38aa"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US/Canada/Brazil/Poland/UK/India)"
      ],
      "evidence_ids": [
        "ev_dad68d33846602fd"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA",
        "BR",
        "PL",
        "GB",
        "IN"
      ],
      "evidence_ids": [
        "ev_39e215af5c506f8a",
        "ev_90690f0e84088e67",
        "ev_d48a7d66339c6c3e",
        "ev_9bee94e26869c1e0",
        "ev_ba929ac1d2242011",
        "ev_95cd44a1d8cf84e5"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Oscilar.com | Sr/Staff Software Engineers, Security Engineer, Data Scientist | REMOTE (US/Canada/Brazil/Poland/UK/India)\n\nFull-time AI Risk Decisioning™ platform that helps organizations manage onboarding, fraud, credit, and compliance risks\n\nOpen roles:\n\n- Sr./Staff Security Engineer (Brazil)\n- Sr./Staff Analytics & Data Architecture Engineer (US/Canada)\n- Sr./Staff Java Backend Engineer (Brazil/Poland)\n- Staff Web SDK Engineer (US/Brazil/India/Canada/Poland/UK)\n- Data Scientist (US/Canada)\n\napply at: https://jobs.ashbyhq.com/oscilar?utm_source=HackerNews"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_9eea5af36e26c11972f4",
    "grade": 1,
    "confidence": "high",
    "reason": "The Senior Backend Engineer opening is relevant to server-side development, but the posting does not describe duties involving endpoints or relational databases.",
    "evidence": [
      "Senior Backend Engineer - $178,500 USD + equity"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work building web-product endpoints",
      "Work involving relational databases"
    ]
  },
  "posting": {
    "title": "Senior Web Security Engineer, Browser Platform - $178,500 USD + equity; Senior Backend Engineer - $178,500 USD + equity; Staff Data Scientist - $222,033 USD + equity; Director, Data Science - $243,800 USD + equity (+4)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e7fa3f27de7237d5"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_bf6939f587af4a5b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "DuckDuckGo - all roles fully remote, but some US-only as noted.\n\nSenior Web Security Engineer, Browser Platform - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/a447e823-fd8f-438f-909...\n\nSenior Backend Engineer - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/53022b02-da3d-4fda-827...\n\nStaff Data Scientist - $222,033 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/9c381171-f346-4d7a-876...\n\nDirector, Data Science - $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/0269aeaa-8d8f-4c8d-b78...\n\nSenior Privacy Engineer - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/80797cf4-64b2-4e94-9d8...\n\nDirector, Privacy Engineering- $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/494caa52-2916-49f0-9c4...\n\nSenior Business Development Manager (USA) - $200,267 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/dc1027ae-8f6a-44eb-b11...\n\nDirector, Paid Marketing (Subscriptions) - (Remote within USA) - $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/f8570953-8ea3-4955-bfb...\n\nSenior Growth Marketing Manager (Subscriptions) (Remote within USA) - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/ec51a831-c582-425c-a8c...\n\nMore, including product and design roles: duckduckgo.com/careers"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_91c9f27764e878630168",
    "grade": 1,
    "confidence": "high",
    "reason": "The role uses SQL and production data, but focuses on machine-learning classification rather than analytics engineering. dbt and analytics-engineering duties are not stated.",
    "evidence": [
      "You will develop and improve models that classify digital activity, identify meaningful privacy and security behaviors, and assess the confidence and significance of findings.",
      "Strong Python and SQL, pandas or Polars, scikit-learn and modern classification techniques, familiarity with model evaluation and explainability."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "dbt usage",
      "Analytics-engineering duties such as building analytical data models and transformation pipelines"
    ]
  },
  "posting": {
    "title": "Data Scientist, Classification and Scoring",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d394a7ede4f8c973"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE: North America / Europe, UTC-8 to UTC+2"
      ],
      "evidence_ids": [
        "ev_c07e84261d8f74a9"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Lokker.com | Data Scientist, Classification and Scoring | REMOTE: North America / Europe, UTC-8 to UTC+2 | Full-time\n\nLokker is a privacy platform. We continuously analyze websites, applications, third-party technologies and data flows to identify privacy, security and consent risks in production. We have built a large proprietary dataset from years of observing real-world digital behavior, and we are hiring a data scientist to help us expand and improve the classification, scoring and risk intelligence built on it.\n\nYou will develop and improve models that classify digital activity, identify meaningful privacy and security behaviors, and assess the confidence and significance of findings.\n\nLooking for 2 to 4 years of production experience in data science and machine learning. Strong Python and SQL, pandas or Polars, scikit-learn and modern classification techniques, familiarity with model evaluation and explainability. Practical experience in training and evaluating supervised classification models on real PRODUCTION data, practical LLM experience beyond simple demonstrations, and curiosity about how websites and internet technologies actually behave. You do not need a privacy or adtech background. We will teach the domain.\n\nYou will work closely with engineering, product and privacy experts, and what you build goes directly into the product.\n\nIMPORTANT: the timezone range above is a hard requirement, not a preference. We cannot make an exception.\n\nON APPLICATIONS: we assume you used AI to help write it. So do we. What we cannot do is verify a claim that exists only in the document you sent us, so make sure the skills you claim are visible somewhere public: LinkedIn with real dates and role detail, GitHub, papers, Kaggle, a writeup, a talk. If your best work is under NDA, say so and describe it in your own words.\n\nA human reads every application. No keyword filter, no automated rejection.\n\nApply: https://lokker.com/careers/openings/data-scientist-classific..."
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_95a2ef88910718673724",
    "grade": 1,
    "confidence": "high",
    "reason": "The technical product marketing role includes developer-facing technical content and demos, but the posting does not establish a dedicated developer education or documentation role.",
    "evidence": [
      "Help shape how we position and communicate the platform to technical audiences through product launches, messaging, technical content, demos, customer stories, and developer-facing campaigns."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether duties include developer education or authoring and maintaining developer documentation."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_bac647873fe938b7"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US-Based / Remote"
      ],
      "evidence_ids": [
        "ev_45d6ce2d0182fc4a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_483ee7378ef17f53"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Estuary | US-Based / Remote | Full-time – https://estuary.dev/\n\nEstuary is a VC-backed, post–Series A startup powering right-time data replication and transform — from sub-second CDC replication to terabyte-scale OLAP data flows. We're open-source, developer-first, and focused on making data movement radically simpler across both our Platform and Applications layers.\n\nWe're hiring for:\n\nHead of Engineering — Own the engineering function end-to-end as a partner to our founder CTO: strategy, people, delivery, and operations across a compact but high-leverage team. You'll grow the leaders already running our teams, set technical strategy jointly with the CTO, and be accountable for what engineering ships and what it costs.\n\nProduct Manager — Own product areas end-to-end, working closely with engineering and design to shape the roadmap and deliver a great developer experience. Engage with users, translate real-world use cases into product decisions, and help define how modern data infrastructure should feel to build with.\n\nCustomer Success Manager — Own the post-sale relationship for our data engineering and platform customers as our first CS hire. You'll build onboarding, account health monitoring, and the expansion playbook from scratch while staying technical enough to resolve most issues yourself.\n\nTechnical Product Marketing Manager — Founding product marketing hire working closely with Estuary's Head of Marketing and Developer Relations team. Help shape how we position and communicate the platform to technical audiences through product launches, messaging, technical content, demos, customer stories, and developer-facing campaigns.\n\nSenior Growth Marketer, Content & Video — Take the technical content our team already produces and multiply its reach: slicing long-form posts into social, video, and email, running our webinar program, and owning our social and lifecycle channels. You're a hands-on writer, designer, and video editor who knows how to turn one strong piece into a dozen that actually get seen.\n\nSenior Compliance Engineer — Own our GDPR and PCI DSS programs while keeping our audited SOC 2 and HIPAA programs running smoothly, alongside hands-on ownership of identity, endpoint, and SaaS estate management. This is a governance-first role for someone who has run a compliance program end-to-end, not just contributed to one.\n\nWhat we're looking for: People who care about building reliable, maintainable systems and processes and enjoy working with complex APIs, data flows, or customer relationships. We value curiosity, clear communication, and a willingness to learn.\n\nBonus points for experience with CDC tools, open source contributions, or fast-paced startups.\n\nTo apply: Email your resume to [email protected]"
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_a0991c2153bb297871e6",
    "grade": 1,
    "confidence": "high",
    "reason": "The backend Rust engineering role is plausibly related to platform engineering, but platform duties are not established and compensation is unstated, so the required annual USD 400,000 minimum is unverified.",
    "evidence": [
      "We are currently looking for a Senior Rust Engineer to join one of our backend teams in Berlin."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Platform engineering duties",
      "Pay of at least USD 400,000 per year"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_98feaa8401ac42cb",
        "ev_73a7a334f88694d3"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany"
      ],
      "evidence_ids": [
        "ev_d42590c731189917"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_bde063243c7dab06"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Frequenz Energy-as-a-Service GmbH | Full-Time | Berlin, Germany\n\nWe are a vibrant technology company developing groundbreaking solutions that enable the rapid transition towards a world of decentralized energy. We’re helping companies to rapidly transition from being passive electricity consumers to becoming fully self-sustaining prosumers, capable of leveraging various renewable energy assets.\n\nWe are currently looking for a Senior Rust Engineer to join one of our backend teams in Berlin.\n\nThe role is primarily based in-office in Berlin, with a possibility for hybrid work (which can be discussed during the course of the interview).\n\nOur homepage: https://www.frequenz.com/\n\nApply here: https://www.frequenz.com/jobs/senior-rust-engineer\nWe would appreciate if you could attach links to your code examples from github, gitlab, or the like to your application.\n\n(PS: If you choose to apply, we would appreciate if you could mention that you have come from HN :) )"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_a3a0c3c37a9f04f51c1a",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes data engineering, which is adjacent to the requested work, but primarily focuses on platform infrastructure and operations. Revenue reporting and dashboard development are not stated.",
    "evidence": [
      "- data engineering and operational support",
      "- developer tools and infrastructure to allow our teams to deliver"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Duties transforming business data into reliable revenue reports and dashboards"
    ]
  },
  "posting": {
    "title": "Staff Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7c20626ec1629770"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_30e36e02b7b0e18a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_126799f0306ad698"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "airflow",
        "label": "Airflow"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Enrollment123 | https://e123insurtech.com | Staff Platform Engineer | REMOTE (US) | Full-time\n\nWe are SaaS platform that connects Insurance Carriers, Agencies and Agents, and enables sales to consumers.\n\nMy team is hiring a Staff Platform Engineer to keep things running smoothly and help our engineers modernize and build new products.\n\nWe are responsible for:\n\n- security for PCI and HIPAA data\n- AWS infrastructure that serves millions of people every month\n- developer tools and infrastructure to allow our teams to deliver\n- data engineering and operational support\n- automation, monitoring, and on-call rotations (especially during Open Enrollment!)\n\nOur stacks include:\n\n(70% --) SQL Server + ColdFusion\n(25% ++) Postgres + node/typescript\n(5%) Airflow + python\n\nIt's not a flashy product or stack I'll admit, but we have a lot of opportunities to improve the product and a lot of growth potential to expand our impact. Happy to tell you more!\n\nIf you're interested, email me at [email protected] with your honest, hand-written resume. I don't want some super polished AI bullshit, show me your real experience! The interview process is hopefully short and sweet: 1) meet with me for a quick intro to ensure we'll be a good mutual fit, 2) advance to a technical interview with the team, then 3) a last culture + company info session so you have all the info to make a decision.\n\nSorry, given our industry and size, you must be in the US and able to work without visa sponsorship."
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_a801ed0c76acd675c391",
    "grade": 0,
    "confidence": "high",
    "reason": "The backend work matches, but the role is explicitly senior/staff and US-remote, conflicting with junior work from Mexico. The degree policy is unstated.",
    "evidence": [
      "Senior/Staff Backend Engineer, Backend Platform",
      "Remote (US)"
    ],
    "unmet_requirements": [
      "Junior role",
      "Remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior/Staff Backend Engineer, Backend Platform",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7b88964c621ca994"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_39d7a9234b8f8524"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Remote (US) Close (https://close.com) | Senior/Staff Backend Engineer, Backend Platform | Full-time\n\nWe're bootstrapped, profitable, and 130 people, all remote, building an AI-powered CRM. We're spinning up a new Backend Platforms team and you'd be one of the first hires — unusual influence over what it owns.\n\nYou'd build for other engineers: the paved-road patterns under our Python/Flask API layer (REST + GraphQL, auth, permissions, migrations), the Flask→FastAPI path, production observability standards, and our AI dev platform — DevDawg (cloud dev environments for the whole stack) and Spice (our agent layer that already auto-approves simple PRs). Making Spice safe across more of our review surface is the team's biggest project.\n\nStack: Python, Flask, FastAPI, GraphQL, TaskTiger, Rust, TypeScript, Kafka, Redis, MongoDB, PostgreSQL, Elasticsearch, Docker, Kubernetes, AWS.\n\nLooking for: deep Python, shipped LLM/agentic work to real users, daily coding-agent use with a real POV, strong observability and API design instincts.\n\nAlso: ~5 weeks PTO + winter break, optional 4-day week at 80% pay, 1-month sabbatical every 5 years, 99% of medical premiums covered, 401k match to 6%.\n\nOur code: https://github.com/closeio (TaskTiger, SocketShark, ciso8601)\nEng blog: https://making.close.com\nApply: https://jobs.ashbyhq.com/close/5bf4629b-d2ee-4129-980f-e31b9..."
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_a5daf4cdc91900922101",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires in-office work in Noida, conflicting with fully remote work from Mexico. Its listed engineering duties concern OS and hardware rather than backend development; no-degree eligibility is not established.",
    "evidence": [
      "We are not flexible on in-office work because of operational requirements - please do not apply if you can't relocate/work from office.",
      "Systems Engineer - Everything at the OS layer."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Availability of a junior backend engineer role",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_1d5df76e99db987f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Noida, India (Delhi NCR)"
      ],
      "evidence_ids": [
        "ev_d9b57713e92eb174"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "IN"
      ],
      "evidence_ids": [
        "ev_ea9e78d93f159d1e"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Stpkr Technologies | Noida, India (Delhi NCR) | ONSITE | Multiple roles\n\nStpkr Technologies is hiring for the following roles to build the next generation of wearable devices.\n\nWe are currently looking for the following roles but we are also open to interviewing any candidates who feel like they will do their best work here - even if your skillset/experience doesn't fit the current defined roles. Our current team doesn't fit the conventional mold, and we don't expect our future hires will either. If you don't fit the advertised roles, just send us a mail per the same process with whatever job title would fit you the best.\n\nWork is in person near Noida Sector 18, walking distance from Sector 18 Metro Station. We prefer in office work, and for you to be located within Delhi/NCR, Pay is competitive (9-12 LPA), and there are opportunities to earn meaningful equity down the line. We prefer current and recent undergraduates for our roles. If you are still in college we welcome you to apply nonetheless provided you can work as an intern for us in person. Super-flexible overall and all of our current team started out as interns. We are not flexible on in-office work because of operational requirements - please do not apply if you can't relocate/work from office.\n\nHiring across OS, software, and hardware. AI policy across all roles: you should be able to do the work without AI, and much faster with it.\n\nSystems Engineer - Everything at the OS layer. You've rooted phones, flashed custom ROMs, broken and fixed Linux for fun. Comfortable in C/C++. GitHub with kernel-adjacent or LineageOS-type projects a plus. Stack: Android, Linux, C, C++, Java. Filter: send us something you built where you had to fight the OS or hardware.\n\nHardware Engineer - Bring-up/Debug/Integration - Take EVT/DVT boards and make them work. Comfortable with J-Link and IDE debugging, reading schematics and reference designs. KiCad/Altium/EasyEDA hobby work would make you ideal. PetaLinux experience or hunger to learn it. ECE undergrad fine. Filter: photo of a board you designed or debugged, plus what went wrong.\n\nHardware Engineer - Power/RF/Wireless - Make the power and RF paths behave on EVT/DVT boards. Hands-on with schematic capture, layout, soldering, scope/logic analyzer. Given two unknowns, you pick one and start measuring. Filter: sensor fusion work, how noise behaves across protocols, and SPI debug chops.\n\nFounder's Office - Work closely with the founder and the rest of the team to manage the day to day and long term affairs of the company, the Man Friday of the company. Must have a decent degree of technical knowledge (we are a tech company after all) and be efficient at administrative tasks as well as management. Speed and learning ability are prized here, there will not always be a clear path to the work you have to do here, so you will have to figure some of it out on your own.\n\nTo apply, contact [email protected] with the subject line \"HN - Human\" and a brief intro for further communication. Attach any documents you deem useful there. Please include the role you are applying for at the top of the email if it is one of the above mentioned, otherwise whatever role fits you best. Shortlisting will be online, interviews will be in person. We are hiring quickly, expect to hear back from us within 2-3 days of applying. If you don't, assume you will not. If you are using an AI agent to mass apply for jobs and we can tell, then you will not hear back. Use an expensive one :P (reiterating this, because we receive so much AI spam now. Thanks for your time!"
  }
}

{
  "judgment": {
    "query_id": "robotics_keywords",
    "job_id": "job_aa9cae6bb5f735aeecba",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting describes data engineering and stakeholder-focused data work, not robotics engineering.",
    "evidence": [
      "Data Engineer | Full Time | Hybrid NYC",
      "Working with stakeholders--and understanding what their pain points are--is more important than optimizing a query."
    ],
    "unmet_requirements": [
      "Robotics engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Data Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_f3db8384af755849"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid NYC"
      ],
      "evidence_ids": [
        "ev_d17b7b582d47afcc"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Cerity Partners (https://ceritypartners.com) | Data Engineer | Full Time | Hybrid NYC\n\nWe are a RIA looking for an incredibly inquisitive person who enjoys rolling their sleeves up and diving into data. Technology is only part of the role. Working with stakeholders--and understanding what their pain points are--is more important than optimizing a query.\n\nhttps://ceritypartners.wd12.myworkdayjobs.com/en-US/ceritypa..."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_aa8f60ec42678fe08445",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves building server-side product infrastructure, including server contracts, ledger schemas, authentication, and payment integrations, matching the requested backend work.",
    "evidence": [
      "The server does not exist. That is the job.",
      "The games, a cashier and a bet ledger are built and live as a front end, with written specs for the server contract: ledger schema, refusal table, round lifecycle, every game's arithmetic."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Backend Engineer, Payments, Ledger & Provable Fairness",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_589f6823e5f8dbd2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (2h overlap with US Pacific)"
      ],
      "evidence_ids": [
        "ev_243150baa35dd729"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160.0,
        "min": 120.0,
        "period": "hour",
        "currency": "USD",
        "original": "$120-160/hr",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_35ed8359d68e38fb"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Noricum | Senior Backend Engineer, Payments, Ledger & Provable Fairness | REMOTE (2h overlap with US Pacific) | Contract to permanent | $120-160/hr | Start by 14 Sep\n\nI'm the founder of Noricum where we build platforms – currently the money infrastructure, ledger, engine and payment rails behind a pre-launch wagering platform with a Steam skins economy. The games, a cashier and a bet ledger are built and live as a front end, with written specs for the server contract: ledger schema, refusal table, round lifecycle, every game's arithmetic. Processing and licensing are secured. The server does not exist. That is the job. You would own:\n\n- A server-authoritative game engine - seeds, nonces, outcome computation\n- A double-entry ledger where balance is derived and no client write can change it\n- Server-side enforcement of every limit and refusal\n- Payment rails idempotent under duplicated webhooks\n- Seed custody and the provably-fair lifecycle\n- An affiliate system with referral attribution and commission payouts\n\nMust have shipped: a double-entry ledger or equivalent money system in production, a payment integration including webhook idempotency, auth and sessions you built and operated, and infrastructure you owned end to end. Provably-fair systems, settlement-side gaming or trading infra, or Steam trade automation all stand out.\n\nEmail [email protected] with your start date and a few lines on the last money system you shipped - what it guaranteed, and how you knew it held."
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_ac77b685b8c0e8c77bc8",
    "grade": 2,
    "confidence": "high",
    "reason": "The DevSecOps work directly matches investigating security incidents and building defenses through threat modeling, security architecture, and detection/incident response.",
    "evidence": [
      "DevSecOps Engineer: own security architecture for AI agent infra — threat models, agent permissioning, secure CI/CD, detection/IR for AI-native threats, HIPAA-aligned data governance.",
      "~6+ years security eng, GCP, IaC, hands-on incident response."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software/AI Engineer + DevSecOps Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_407becd6b1ed7506"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC, ONSITE 3-4 days/wk"
      ],
      "evidence_ids": [
        "ev_0b072943b77dac5c"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180-200K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_7d658fd214f68018"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Pathos AI | Senior Software/AI Engineer + DevSecOps Engineer | NYC, ONSITE 3-4 days/wk | Full-time | $180-200K + equity | VISA (transfer only)\n\nPathos is building Foundry, an AI-native platform pairing the largest foundation model in oncology with 200+ petabytes of multimodal patient data. Backed by a $365M Series D; pipeline now spans 4 clinical assets, including new licensing deals with AstraZeneca and Alphamabs. Small teams of 2-4 experts orchestrate hundreds of AI agents. NY-based candidates preferred. https://pathos.com\n\nSenior Software/AI Engineer: build AI agents/copilots for BD, clinical, comp bio, and lab teams, MCP-style servers, pipelines into a governed knowledge graph. ~6-8+ years, Python + TypeScript, shipped LLM workflows to production (LangGraph), own services end-to-end.\n\nDevSecOps Engineer: own security architecture for AI agent infra — threat models, agent permissioning, secure CI/CD, detection/IR for AI-native threats, HIPAA-aligned data governance. ~6+ years security eng, GCP, IaC, hands-on incident response.\n\nApply: [email protected] — one sentence on relevant production work you've shipped."
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_a16e3658c82676e5034c",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves building security defenses and supporting application security incidents, but focuses on product security rather than investigating intrusions.",
    "evidence": [
      "Design, build and maintain security tooling, automation and paved-road controls as production-quality software",
      "Help manage application security incidents in collaboration with the rest of the Security team"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role includes investigating intrusions."
    ]
  },
  "posting": {
    "title": "Senior Security Engineer (product security)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_fe3698feab69f0cd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (AUS)"
      ],
      "evidence_ids": [
        "ev_bf1ac15d7a62dc10"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Zepto | Senior Security Engineer (product security) | REMOTE (AUS) | https://zepto.bamboohr.com/careers/104\n\nAs a Senior Security Engineer (Product Security), you will play a significant role in keeping our product safe and secure by building on and maturing Zepto's product security practices. You will work hands-on and shoulder-to-shoulder with Engineering and Product teams, providing guidance and coaching across the software development life cycle while continuing to raise the bar on our security expectations and capability.\n\nThis is a security role at its core, but not a gatekeeping one. We are builders – we expect you to read and write production-level code, build tooling and automation, and contribute paved-road solutions that engineers actually want to use.\nReporting to the Security Engineering Lead, you will work closely with them to develop and build Zepto's product security strategy and approach. You will apply a consultative and advisory approach when working with the wider Zepto team, empowering them to work confidently and to use the self-service capabilities you help establish.\n\nWe have excellent working relationships with our developers and we need to keep it that way. We are not the team of no. We are the team that helps make things better.\n\nZepto is moving quickly towards an AI-native way of building and operating. You will be someone who is already experimenting with AI and agentic tooling, or is genuinely keen to, and who is open to developing the skills to secure these systems as we adopt them.\nWithin the Security team, you are the go-to person for:\n\nSecure development practices\nVulnerability management\nSecurity architecture advice\n\nWorking in a scale-up, means you get the opportunity to flex your skills in a variety of ways. We are agile and always willing to roll up our sleeves to get things done. You can, however, expect your day to day to be involved in the following:\n\nCoach engineering teams and collaborate to ensure every step of the software development life cycle follows security best practices\nDesign, build and maintain security tooling, automation and paved-road controls as production-quality software\nConduct security assessments and architecture reviews of Zepto's applications and services\nEmbed within project teams to ensure they are effectively considering information security risk and prioritising security controls\nEstablish and document security architecture and practices in collaboration with the Security Engineering Lead, Product and Engineering teams\nWork with the Security Engineering Lead to support Zepto's adoption of AI and agentic systems, and experiment with AI tooling to improve how the Security team works\nHelp manage application security incidents in collaboration with the rest of the Security team"
  }
}

{
  "judgment": {
    "query_id": "tools_intent",
    "job_id": "job_961825fcef3266147788",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves Rust infrastructure and a workflow execution engine, making it adjacent to developer tooling. However, the stated work supports genomics workflows rather than explicitly improving compilers or command-line tools for building software.",
    "evidence": [
      "The primary project we’re working on is a bioinformatics workflow execution engine for local, HPC, and Cloud called Sprocket (https://github.com/stjude-rust-labs/sprocket)."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work on compilers or command-line tools that programmers use to build software."
    ]
  },
  "posting": {
    "title": "Sr. Staff or Principal Software Engineer, Rust Genomics Infrastructure",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_7698ffa3ba88b22e",
        "ev_4eac4d55d1705012"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Memphis, TN",
        "ONSITE (2x/week onsite) or REMOTE"
      ],
      "evidence_ids": [
        "ev_7f3258e0608652ec",
        "ev_38505d28f48aa319"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 238160.0,
        "min": 125840.0,
        "period": null,
        "currency": "USD",
        "original": "$125,840 - $238,160",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_8ab163e51e5b6535"
      ]
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "single_role",
    "description": "St. Jude Children's Research Hospital | Sr. Staff or Principal Software Engineer, Rust Genomics Infrastructure | Memphis, TN | ONSITE (2x/week onsite) or REMOTE | $125,840 - $238,160 | https://www.stjude.org/\n\nSt. Jude Children's Research Hospital is hiring Rust software engineers to rebuild the genomics ecosystem in Rust. We work at the intersection of computer science and genomics, and we're trying to build a better foundation upon which genomics can be done using Rust. The primary project we’re working on is a bioinformatics workflow execution engine for local, HPC, and Cloud called Sprocket (https://github.com/stjude-rust-labs/sprocket). You can also check out the other projects we have going on at https://github.com/stjude-rust-labs.\n\nNOTE that prior experience in bioinformatics or biology is NOT required for any of the positions below. You must be interested in learning though! If you'd like to get a sense of what you'd be learning, check out the guide we wrote to teach software engineers about genomics here: https://learngenomics.dev.\n\n* Sr. Staff or Principal Software Engineer: https://talent.stjude.org/careers/JobDetail/Senior-Staff-Pri...\n\nWith any questions, email me at [email protected]. Please do not email me your application directly—be sure to submit it through the job portal."
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_a8d8395bac03c71859cf",
    "grade": 0,
    "confidence": "high",
    "reason": "This is an experienced CTO partner/developer position, not a junior developer educator role. Worldwide remote work supports working from Mexico, but the posting does not state whether a university degree is required.",
    "evidence": [
      "An experienced developer who has genuinely run software in production — deployments, incidents, on-call.",
      "BOSS-IQ | CTO Partner | REMOTE (worldwide) | Full-time | Istanbul-based company | https://boss-iq.com"
    ],
    "unmet_requirements": [
      "Junior-level role: the posting explicitly seeks an experienced production developer.",
      "Developer educator work: the position focuses on software development and prompting, not education."
    ],
    "unknown_requirements": [
      "No university degree required."
    ]
  },
  "posting": {
    "title": "CTO Partner",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a4d4fcce4e414e85"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (worldwide)"
      ],
      "evidence_ids": [
        "ev_04ab556c00fae734"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_305b5d06af480fec"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "single_role",
    "description": "BOSS-IQ | CTO Partner | REMOTE (worldwide) | Full-time | Istanbul-based company | https://boss-iq.com\n\nBOSS-IQ is an AI strategic-planning product for owner-operators of small and medium businesses. The boss describes an idea that has been stuck for years; a research-and-question session returns an implementation-ready plan. In production since June, hand-onboarding our first paying customers since August, invitation-only.\n\nI am looking for a partner rather than a first hire, and I need two things in one person. An experienced developer who has genuinely run software in production — deployments, incidents, on-call. And a black-belt prompter. I mean that as a level, not a flourish. The tell: if you watch other developers work in AI environments and feel real frustration — everyone prompts, most prompt badly — and you have quietly built your own standing rule files, your own context discipline, your own reusable prompt library, then you already know what I am describing. That is the rarer of the two skills, and the one I weight hardest.\n\nUnder the product, 60+ specialist agents run continuous extraction over each customer's documents and sessions into a persistent, per-company memory: every fact dated and traced to its source sentence, contradictions kept rather than overwritten — a discipline we call Total Capture. Patent-pending since July, in context engineering.\n\nStack: TypeScript throughout. A NestJS API plus a separate NestJS worker on Railway, Next.js 16 / React 19 on Vercel, Postgres with Prisma, Redis and BullMQ, Pinecone, S3-compatible storage. Agents are LangChain.js / LangGraph ReAct agents on Anthropic Claude across three model tiers, with OpenAI embeddings. Every prompt body and model config lives in one versioned master file synced to LangSmith, never hardcoded in TypeScript.\n\nI am the founder, and not an engineer — thirty years a strategy consultant, first terminal at the end of 2022. A contract developer built the first ~20,000 lines between December and February. Since February I have been the only developer, and it is now about 264,000 lines of TypeScript. I wrote the prompts first, 18,500 lines across 79 agent files, and the code came after to serve them.\n\nThat was the environment, not me: 45 interconnected instruction files deploying sub-agents, around 300,000 words of standing rules, orchestrated by one always-on kernel that classifies each session, auto-attaches the rules matching the files being touched, and generates sub-agentic plans for the work.\n\nCompensation is the honest startup shape: generous equity, austerity salary. No number here — it is set against what you currently earn, and that is a conversation rather than a billboard.\n\nFull posting: https://boss-iq.com/cto-partner.html\n\nApply: https://boss-iq.com/apply-cto.html — one question at a time, ending by asking you to write the prompts you would use on day one, not code. I read every one myself.\n\nOr write to me directly: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_b4a60422df7d064fd16f",
    "grade": 1,
    "confidence": "high",
    "reason": "The web brand-design opening is plausibly related, and the posting mentions interface design, but it does not establish user research, product-experience design, or prototype testing duties.",
    "evidence": [
      "+Brand Designer - Web:",
      "We're working at the forefront distributed systems engineering, interface design, and agentic computing to bring about the infrastructure platform we've always wanted."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "User interviewing responsibilities",
      "Product-experience design responsibilities",
      "Prototyping and testing responsibilities"
    ]
  },
  "posting": {
    "title": "+Senior Product Engineer (full-stack); +Brand Designer - Web; +Senior Growth Marketer; +Senior Product Marketer (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d592542cb93b6e24"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Worldwide)"
      ],
      "evidence_ids": [
        "ev_5cc4038f6e04ab0f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_522bffffe485459a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Railway | Senior Product Eng (full-stack), Brand Designer - Web, Senior Growth Marketer, Senior Product Marketer, Account Executive, Scale| REMOTE (Worldwide) | https://railway.com/careers\n\nDo you feel scared and alone when opening the AWS console? Do you wish you could just tell Claude to manage your infra, and it would just work? Do you dream of a future where software is abundant and developers and normies alike are free to build their wildest dreams?\n\nWe're Railway, and we think infrastructure can be better. We're working at the forefront distributed systems engineering, interface design, and agentic computing to bring about the infrastructure platform we've always wanted. So far we've built out a platform loved by 3M+ users and we're just getting started.\n\nFair warning! The problems are complex: racking and stacking servers, home-rolled hypervisors, cut-above container orchestration, over/under/whateverlay networks, virtio device drivers, edge proxies, IAM that doesn't suck, kitchen sinks - we need to build it and we're looking for likeminded individuals who think this stuff is fun.\n\nFive open roles (apply below!):\n\n+Senior Product Engineer (full-stack):\n-Apply here: (https://railway.com/careers/full-stack)\n\n+Brand Designer - Web:\n-Apply here: (https://railway.com/careers/brand-designer-web)\n\n+Senior Growth Marketer:\n-Apply here: (https://railway.com/careers/growth-marketer)\n\n+Senior Product Marketer:\n-Apply here: (https://railway.com/careers/product-marketer)\n\n+Account Executive, Scale\n-Apply here: (https://railway.com/careers/account-executive-scale)"
  }
}

{
  "judgment": {
    "query_id": "tools_keywords",
    "job_id": "job_af49989016ab1500ad9f",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting lists Rust software engineering and compiler engineering roles, but does not establish that the compiler role involves Rust or developer tools.",
    "evidence": [
      "Senior Software Engineer (C++ / Rust)",
      "Senior Software Engineer, Compiler"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Rust use in the compiler engineering role",
      "Developer tools engineering duties"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f8c49ac557b63adf"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote and NYC"
      ],
      "evidence_ids": [
        "ev_4eb853fb57e22617"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Category Labs | https://www.category.xyz/ | Remote and NYC | Full Time | $200K USD+\n\nCategory Labs (formerly known as Monad Labs) is a team of systems engineers and researchers on a mission to design and build at the frontier of decentralized technology. We strive to design and build step-function improvements over existing blockchain solutions. After raising $225M in series A funding, led by Paradigm, we are growing our team.\n\nWe’re the team behind Monad, a high-performance, EVM-compatible Layer 1 whose public mainnet is now live. We write the core software that runs it: a parallel-execution EVM, a custom state database, and a BFT consensus client, all developed in the open.\n\nRecruiting outreach from Category Labs will always come from a @category.xyz email address. We currently don't work with external or third-party recruiters, so anyone claiming to recruit for Category Labs from another company isn't legitimate. If someone reaches out about a role, check their email address and confirm the role on our Careers Page: www.category.xyz/category-careers.\n\nSenior DevOps / Infrastructure Engineer: https://jobs.ashbyhq.com/category-labs/55b5fe17-e7b4-4679-b4...\n\nSenior Software Engineer (C++ / Rust): https://jobs.ashbyhq.com/category-labs/a0af69a1-8a77-4bda-b5...\n\nSenior Software Engineer, Formal Verification: https://jobs.ashbyhq.com/category-labs/4717412e-8243-4eb9-be...\n\nSenior Software Engineer, Compiler: https://jobs.ashbyhq.com/category-labs/e5c34899-cea1-4d25-be..."
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_c33eb0ca3b0bf614c2e1",
    "grade": 0,
    "confidence": "high",
    "reason": "The requested work is physical robotics for warehouse navigation and object manipulation. The posting instead describes machine learning for biopharma data harmonization and predictive modeling, with no robotics duties.",
    "evidence": [
      "Netrias is a fast-growing Artificial Intelligence (AI) company that specializes in the application of machine learning models for data harmonization and curation.",
      "- Machine learning and predictive modeling"
    ],
    "unmet_requirements": [
      "Work on physical machines navigating warehouses and picking up objects"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software Engineer, Software Engineer, Senior AI Researcher, AI Researcher",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_185ddddb197e51b7",
        "ev_1e4d3cfbeda94c80"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Cambridge, MA, Bethesda, MD",
        "ONSITE (US, hybrid)"
      ],
      "evidence_ids": [
        "ev_b3e61f8ba539a02c",
        "ev_d5b17fc41f603186"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_fc2ed5e74184bd77"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Netrias | Senior Software Engineer, Software Engineer, Senior AI Researcher, AI Researcher | Cambridge, MA, Bethesda, MD | ONSITE (US, hybrid) | Full-time | www.netrias.com/careers\n\nNetrias is a fast-growing Artificial Intelligence (AI) company that specializes in the application of machine learning models for data harmonization and curation. We apply these technologies within the biopharma and life sciences domains, and are increasingly expanding the domains and applications we can apply them to.\n\nWe are hiring across several positions - from entry level to senior - to support the development and deployment of technology for our biopharma and life sciences customers focusing on:\n\n- Data harmonization and curation\n- Machine learning and predictive modeling\n\nWe have several new, exciting efforts that we are looking for support on. Are you, or someone you know, passionate about multi-omics data integration and AI-ready data? If so, please reach out!\n\nTo learn more and apply:\n\nwww.netrias.com/careers"
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_bee8e084ff439dcad167",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting advertises staff, fullstack, and frontend software roles, not Swift iOS mobile engineering, and provides no mobile development duties.",
    "evidence": [
      "PermitFlow (YC W22) | Staff, Fullstack & Frontend Software Engineers | New York, NY | ONSITE | Full-time | https://permitflow.com"
    ],
    "unmet_requirements": [
      "Swift iOS mobile engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Staff Software Engineer - $200K-275K + equity; Fullstack Software Engineer - $125-245K + equity; Senior Frontend Engineer - $125K-245K + equity; 1. Staff Software Engineer - $200K-275K + equity (+2)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_600c68ba4d17ff08"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY"
      ],
      "evidence_ids": [
        "ev_d2310f449f525545"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "PermitFlow (YC W22) | Staff, Fullstack & Frontend Software Engineers | New York, NY | ONSITE | Full-time | https://permitflow.com\nPermitFlow’s mission is to streamline and simplify construction permitting in the $1.6 trillion United States construction market. Our software reduces time to permit, supporting permitting end-to-end including permit research, application preparation, submission, and monitoring.\n\nWe recently raised a $54M Series B led by Accel with participation from Kleiner Perkins, Felicis, Altos Ventures, and YC.\n\nPermitting is a challenging yet interesting problem; thousands of municipalities across the United States have their own processes and requirements - many which are continually updating. Software, AI, and LLMs provide an exciting opportunity for us to reason at scale and distill a nuanced and localized permitting process into a standard and streamlined experience for our customers.\n\nWe're looking for customer-obsessed, ambitious, and hard-working teammates who are excited about solving a real-world problem with technology at its helm.\n\nNYC Onsite Roles | apply at: https://jobs.ashbyhq.com/permitflow?departmentId=d33195eb-89...\n\n1. Staff Software Engineer - $200K-275K + equity\n\n2. Fullstack Software Engineer - $125-245K + equity\n\n3. Senior Frontend Engineer - $125K-245K + equity\n\nhttps://permitflow.com/hiring"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_b91dbe15612018a279b7",
    "grade": 0,
    "confidence": "high",
    "reason": "Backend work matches, but the advertised tiers require substantially more experience than a junior role and eligibility is limited to the US. Fully remote work and a no-degree policy are not established.",
    "evidence": [
      "Tier 3 roles are typically 5-10 years experience with $140-$180K total comp. Tier 4 roles are 11-20 years experience, $210-$264K total comp.",
      "US"
    ],
    "unmet_requirements": [
      "Junior seniority",
      "Eligibility to work remotely from Mexico"
    ],
    "unknown_requirements": [
      "Fully remote arrangement for this role",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Back-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_feb5f0be82a34610",
        "ev_b778c37d031fc41e",
        "ev_28a216b5ceb39dcf"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US – Remote and Hybrid"
      ],
      "evidence_ids": [
        "ev_d8f2d3f855f4a312"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_5a059bfa2d8b5394"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 264000.0,
        "min": 140000.0,
        "period": "year",
        "currency": "USD",
        "original": "$140K-$264K annual",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2eff3b284d40dddd"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Prophet Town LLC | Various Software Engineering Roles | US – Remote and Hybrid | English fluency required | Full-time | $140K-$264K annual total comp (multiple)\n\nWe are a people-first, boutique tech agency creating on-demand teams and software solutions for long-standing clients. These clients trust us to practice engineering excellence as though we were members of their own staff. Our leadership team is ex-Fortune 100 with software engineering backgrounds: we’re still coding. Notable recent projects include a gigantic ERP migration for Anduril, and working with Surge Labs to help develop some of the frontier LLM models from the big guys themselves (yes, seriously). This is a remote-first agency, but some projects involve onsite work.\n\nI’m the founder and CEO, and I’m trying to do what I call “enlightened business”. I take responsibility for both staff and clients, and I look for people who approach their work with a similar sense of ownership.\n\nFor September 2026: our current work would especially benefit from from ai-forward senior engineering expertise that can design RL benchmarks, red-team model outputs, and create rubrics to evaluate and enhance the agentic coding capabilities of various frontier models. We received 216 applications in our August posting, and issued offers to approximately 10 (still following up with a few).\n\nApplicants must meet a high bar - I intend to have a personal relationship with every hire. In return you’ll get:\n\n* Flexibility and a low-bureaucracy environment\n\n* Clients that won’t treat the vendor like “the B Team”\n\n* The chance to act as a code architect, not just implement tickets\n\n* Exposure to a wide variety of industries and modern challenges\n\n* Me as your personal champion and advocate\n\nFeel free to submit, even if you already did in the past.\n\nCurrent roles available:\n\nBack-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4\n(Typescript/Javascript, React, NextJS; Ruby on Rails; Python; DevOps, and third-party API integrations)\n\nTier 3 roles are typically 5-10 years experience with $140-$180K total comp. Tier 4 roles are 11-20 years experience, $210-$264K total comp. Higher tiers exist, and we always welcome exceptional applications.\n\nPlease apply using this Google Form: https://forms.gle/tZwq7j2Ldwcas1wb7."
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_b84888f956ba712d623c",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves C++ software for medical instruments, which is plausibly related, but the posting does not establish firmware running directly on microcontrollers or sensor communication duties.",
    "evidence": [
      "You will write clean, maintainable, and scalable code in C++ and share your knowledge with the team.",
      "You will continuously advance the software platform by developing innovative solutions used across software and instrument products while driving our transition to an AI-first engineering and development approach."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Software running directly on tiny chips or microcontrollers",
      "Communicating with sensors"
    ]
  },
  "posting": {
    "title": "(Senior) Software Engineer – Platform Development",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_9ade1a796baa8906",
        "ev_7bc899035b81e438"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Bergisch Gladbach, Germany",
        "ONSITE or PARTIALLY REMOTE"
      ],
      "evidence_ids": [
        "ev_f660b5835474b6cc",
        "ev_f6edeb30a9a60ad7"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_399869f2e36e9b75"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Miltenyi Biotec | (Senior) Software Engineer – Platform Development | Bergisch Gladbach, Germany | ONSITE or PARTIALLY REMOTE | Full-time\n\nFor 35 years, Miltenyi Biotec has been developing innovative medical devices to empower biomedical research and advance medical treatments. This is how we are pushing the boundaries of cell and gene therapy and personalized medicine. To realize our vision, we combine sophisticated research with advanced engineering solutions in agile software development, data science, internet of things, artificial intelligence and connectivity. Today, more than 4,800 experts from over 50 countries contribute to breakthrough innovations and sustainable success.\n\nWe are looking for a (Senior) Software Engineer in Platform Development. You will contribute to the development and enhancement of our company-wide software platform, playing a key role in implementing a state-of-the-art technology platform for software development in our medical GMP (Good Manufacturing Practice) and RUO (Research Use Only) instruments. In this role, you will take on significant technical responsibilities and act as a key point of contact for collaboration with various teams and stakeholders.\n\n- You will contribute to the platform roadmap and its implementation, collaborating with project and program managers, software architects, feature owners, requirements engineers, UX/UI designers, developers, and testers. You will drive the platform’s technical advancement and ensure high-quality, on-time delivery.\n\n- You will continuously advance the software platform by developing innovative solutions used across software and instrument products while driving our transition to an AI-first engineering and development approach.\n\n-You will write clean, maintainable, and scalable code in C++ and share your knowledge with the team.\n\n- You will collaborate closely with other departments in our interdisciplinary and international environment, including other software development teams, biologists, IT, Quality, Regulatory Affairs, Service, and Marketing.\n\n- You will support communication with external stakeholders, contribute to critical business decisions, and provide input and ideas to shape the future of our global software development organization.\n\nIf this interests you, apply here: https://www.miltenyibiotec.com/DE-en/about-us/careers/open-p..."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_aecad691ebca8d52968c",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves production backend systems, APIs and data pipelines, with SQL supporting the requested relational-database work.",
    "evidence": [
      "Looking for 5+ years building production backend systems, hands-on agentic AI coding experience, and experience with APIs/data pipelines feeding analytics or ML systems. Python, SQL, TypeScript, React."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Backend Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_8437234021c995c8"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_6a0db8a60927feaf"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_40ead314a0a6dd8b"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 190000.0,
        "min": 165000.0,
        "period": null,
        "currency": "USD",
        "original": "$165k–$190k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_ebc434e4a7e43808"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "single_role",
    "description": "Product Genius | Backend Engineer | REMOTE (US) | Full-time | $165k–$190k + equity\n\nWe build real-time learning AI: the APIs and data pipelines connecting live user and merchant behavior to systems that learn from it. Patented tech, backed by $35M in DARPA-funded R&D. AI-native team, you'll use agentic coding tools daily, including running multiple parallel sessions, on a fast-moving codebase. We share context, not tickets.\n\nLooking for 5+ years building production backend systems, hands-on agentic AI coding experience, and experience with APIs/data pipelines feeding analytics or ML systems. Python, SQL, TypeScript, React.\n\nApply: https://jobs.ashbyhq.com/productgenius/b9f0cb32-612d-45ff-bc..."
  }
}

{
  "judgment": {
    "query_id": "embedded_exclusion",
    "job_id": "job_88a57f47783c8139c44a",
    "grade": 1,
    "confidence": "high",
    "reason": "Senior software roles and remote work are offered, but firmware duties and eligibility to work remotely from Mexico are not established. The posting does not explicitly restrict the job to US residents.",
    "evidence": [
      "Software Engineers (Senior, Staff, Principal)",
      "Onsite preferred, but remote candidates with a strong fit are welcome!"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role involves firmware engineering.",
      "Eligibility to work remotely from Mexico; eligible-country metadata lists US and GB, while the description advertises a broader geographic scope without mentioning Mexico."
    ]
  },
  "posting": {
    "title": "Software Engineers (Senior, Staff, Principal)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_1ac185252edabcff",
        "ev_40f47d486b0556d2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US, UK, EU, APAC ONSITE PREFERRED"
      ],
      "evidence_ids": [
        "ev_c8e56b5aa93afc4a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "GB"
      ],
      "evidence_ids": [
        "ev_15b689d108c623f6",
        "ev_e6c389d22ff8dc8b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "webassembly",
        "label": "WebAssembly"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "*Fastly | Software Engineers (Senior, Staff, Principal) | US, UK, EU, APAC ONSITE PREFERRED | Full-time*\n\nWhen you look at the headers of major websites, you’ll see us. If it has to be performant, secure, scaled worldwide, and always-on, it uses Fastly.\n\nWe're a global edge cloud platform for performance and security, emphasizing open standards, sustainable engineering, and resilience-by-design.\n\nWe're hiring across compute, security, platform engineering, network and edge protocols, release engineering, network architecture, client services engineering, and more.\n\nOnsite preferred, but remote candidates with a strong fit are welcome!\n\nRather than building walled gardens, we co-founded the Bytecode Alliance, heavily upstream our work to open standards, actively author IETF drafts, and power the global infrastructure for open-source Python, Rust, Ruby, OpenStreetMap, and much more.\n\n* The Stack: Rust, C/C++, Go, Javascript, Typescript, WebAssembly (Wasm/WASI), Wasmtime, Cranelift, eBPF/XDP, QUIC, HTTP, TLS, TCP, Varnish/VCL, Linux kernel internals, distributed systems, professional services.\n* Apply: https://www.fastly.com/about/careers"
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_b1c34142321b3f750090",
    "grade": 0,
    "confidence": "high",
    "reason": "The ML/AI work is relevant and recent graduates are welcomed, but the required hybrid arrangement explicitly conflicts with fully remote work from Mexico. A no-degree policy is not clearly established.",
    "evidence": [
      "Klassif.ai | ML/AI Engineer | Hybrid (Leuven, Belgium; remote 3 days/week)",
      "All credentials welcome, including recent graduates. We’ll shape the role around you."
    ],
    "unmet_requirements": [
      "Fully remote from Mexico: the role requires hybrid work in Leuven, Belgium."
    ],
    "unknown_requirements": [
      "Whether a university degree is unnecessary; welcoming all credentials does not explicitly establish a no-degree policy.",
      "Eligibility to work from Mexico; applications are limited to EU citizens or Belgian work-permit holders."
    ]
  },
  "posting": {
    "title": "ML/AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_e0ede6f91b0af44b",
        "ev_1fe9207f210f1e30"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid (Leuven, Belgium; remote 3 days/week)"
      ],
      "evidence_ids": [
        "ev_823c94d501f01aec"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "BE"
      ],
      "evidence_ids": [
        "ev_2099abcc84a42192"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Klassif.ai | ML/AI Engineer | Hybrid (Leuven, Belgium; remote 3 days/week)\n\nWe started off naively as just another intelligent document processing SaaS. Years of experience have shown us where the real pain points and value lies. Join my AI team and be horrified by how many critical business processes rely on email. Then help me execute on our ambitious roadmap!\n\nIf you find yourself nodding along with the following statements, you may be a good fit:\n\n- You enjoy getting your work into the hands of users\n\n- You’re okay debugging a stray tensor in the morning and designing services in the afternoon\n\n- You care about the field of AI and interact with its community\n\n- You can ‘sense’ when a loss curve is doomed\n\n- You’ve fine-tuned LLMs, even just for fun\n\n- You’ve been thinking a lot about agents lately, for some reason\n\n- You don’t mind the odd bit of customer support (it’s where we get our best insights!)\n\nAll credentials welcome, including recent graduates. We’ll shape the role around you. What matters is creativity and visible engagement with the field.\n\nWho may apply: EU citizens or holders of a Belgian work permit. (Everything else is more admin than we have time for.)\n\nhttps://klassif.ai/careers/ai-ml-engineer"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_be6bb3e7e8e0fcfea9e9",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised roles are technical engineering, customer-facing, and writing positions, not product design. No salary amount is supplied to support the requested annual minimum.",
    "evidence": [
      "Technical CSMs, Technical Content Writers, AI Research Engineer",
      "* we're hiring: ai research engineer, technical customer success managers (americas & emea), technical account executives, technical content writers, bdr team lead, SREs (americas), clickhouse engineer, and more."
    ],
    "unmet_requirements": [
      "Product designer work"
    ],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000"
    ]
  },
  "posting": {
    "title": "Technical CSMs, Technical Content Writers, AI Research Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_889a2b8127627419"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (all remote)",
        "Hiring GMT-8 to GMT+2"
      ],
      "evidence_ids": [
        "ev_d71c12d1b7cbd0a2",
        "ev_4bfde2799d8b7586"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "clickhouse",
        "label": "ClickHouse"
      }
    ],
    "role_kind": "single_role",
    "description": "PostHog | Full-Time | Technical CSMs, Technical Content Writers, AI Research Engineer | REMOTE (all remote) | Hiring GMT-8 to GMT+2 | PostHog makes your product self-driving.\n* we have a public handbook (posthog.com/handbook) if you want to learn how we work, pay and more in complete detail.\n\n* we are growing through more autonomy and transparency not through process.\n\n* we have a ton of scale and a bunch of super interesting technical problems to solve\n\n* we're building 20 more products over the next couple of years, so you could end up building one of those\n\n* public compensation calculator! see immediately what you'd get paid\n\n* we're hiring: ai research engineer, technical customer success managers (americas & emea), technical account executives, technical content writers, bdr team lead, SREs (americas), clickhouse engineer, and more.\n\nhttps://posthog.com/careers"
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_bd1de4e71a71e0bbfaa6",
    "grade": 0,
    "confidence": "high",
    "reason": "This is a senior agentic-AI production engineering role, not junior firmware work, and remote eligibility is limited to the US rather than Mexico. The degree policy is unstated.",
    "evidence": [
      "Staff Engineer – Agentic AI | REMOTE (US)",
      "7–10+ years building and scaling production systems, with recent, hands-on GenAI/agentic work in production (not just demos)"
    ],
    "unmet_requirements": [
      "Junior firmware engineering work",
      "Remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Staff Engineer – Agentic AI",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f56b05bae58fb0cc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_3dcd6571a51b6a8e"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f7f8cc6ac4042583"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 175000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2444dbe21e7e48c1"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "Republic Services | Staff Engineer – Agentic AI | REMOTE (US) | Full-time | $175k is our salary midpoint + 20% target bonus\n\nRepublic Services is the second largest environmental services companies in North America — ~40K employees, thousands of trucks, hundreds of facilities, and a mountain of operational data that has never had an AI layer on top of it. We have a backlog of hundreds of Agentic AI ideas that we need to deliver and a foundation of ontologies, evaluations, guardrails, etc... that we need to build.\n\nWe're hiring a Staff Engineer now to be the first hire and plan to expand the team aggressively. You will own that platform end to end, not manage the people.\n\nWhat you'll work on\n\n- Agent orchestration: tool calling, planner/executor and multi-agent patterns, MCP/A2A integrations with enterprise systems\n\n- Making enterprise context reliably available at inference time — retrieval, memory, hybrid search, reranking, access controls\n\n- LLMOps that isn't hand-wavy: evals and golden datasets, prompt/agent versioning, tracing, token and cost budgets, CI/CD for agents\n\n- Safety in a regulated enterprise: prompt injection, data exfiltration, PII handling, human-in-the-loop, audit logging\n\nYou should have\n\n- 7–10+ years building and scaling production systems, with recent, hands-on GenAI/agentic work in production (not just demos)\n\n- Shipped agents or LLM pipelines at scale\n\n- Solid data chops — vector stores, chunking, hybrid search, knowing when retrieval is the wrong answer\n\n- Cloud experience (we're primarily AWS / Bedrock); comfortable with both containers and serverless\n\n- Track record of technical leadership and mentoring without needing a manager title\n\nNice to have: LangGraph / Semantic Kernel / PydanticAI, GraphRAG, knowledge graphs, LangFuse/LangSmith, multimodal.\n\nComp & benefits: $175k is our midpoint for salary + 20% annual target bonus, 401(k) with company match, ESPP, medical/dental/vision, PTO. Remote eligible, prefer AZ timezones +/-1. Not sponsorship eligible.\n\nWhy you should want to work here: We build cool stuff\n\nemail me ([email protected]) directly with the most interesting agent you've shipped."
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_bc07fd76c9565fc34724",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting is for backend and full-stack software engineering on an analytics product, not clearly analytics engineering using SQL and dbt. PostgreSQL provides some adjacent relevance, but dbt and analytics-engineering duties are not stated.",
    "evidence": [
      "Staff/Principal Backend Software Engineer (JVM, Postgres)",
      "Our core product is a robust calculation engine capable of executing advanced math and machine learning algorithms on streaming time-series data."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "SQL-focused analytics engineering duties",
      "Use of dbt"
    ]
  },
  "posting": {
    "title": "Staff/Principal Software Engineer (Full-Stack, AI, Backend, Platform)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c9488237c7723821"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Some crossover w/ PST required)"
      ],
      "evidence_ids": [
        "ev_75aa90d0c9330adf"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9245b00038b8466f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 205000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170k-$205k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_41ee19461d4a6f55"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Seeq | https://seeq.com | Staff/Principal Software Engineer (Full-Stack, AI, Backend, Platform) | REMOTE (Some crossover w/ PST required) | Full-time | $170k-$205k + annual cash bonus + equity. Salary range for US-based; local adjustments for other countries. Seeq creates cutting-edge data analytics software for industrial process data, serving sectors like pharmaceuticals, energy, and manufacturing. Our core product is a robust calculation engine capable of executing advanced math and machine learning algorithms on streaming time-series data. By leveraging generative AI, we enhance usability and accelerate outcomes for our users.\nWe've built up a great remote culture (e.g. annual meetups, home office allowance, generous PTO, a remote office app we created to collaborate) and a dev team that enjoys tackling hard problems that make a difference for our customers (dev blog for more: https://geeq.seeq.com/).\n\nBe sure to mention that you came from Hacker News in your application!\n\nStaff/Principal Backend Software Engineer (JVM, Postgres): https://apply.workable.com/seeq/j/CDBF1AE73C\n\nStaff Full-Stack (React, Python, AI Technologies): https://apply.workable.com/seeq/j/1378093793\n\nStaff/Principal Full-Stack (React, JVM, Postgres): https://apply.workable.com/seeq/j/610FB07CEB"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_c61ece4e6b30f60a90ed",
    "grade": 1,
    "confidence": "high",
    "reason": "The product engineering role includes designing software, making it plausibly relevant to UX/product design, but user research duties are not stated.",
    "evidence": [
      "- *Product Engineer (Design):* Design and build intuitive software for complex projects."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "User research responsibilities"
    ]
  },
  "posting": {
    "title": "Product Engineer (Design) & Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_155fffaf42fe082c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE in London, UK"
      ],
      "evidence_ids": [
        "ev_9bcd03c7604b0d07"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_ae619e94aa647954"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 100000.0,
        "period": null,
        "currency": "GBP",
        "original": "100k-160k GBP",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_848df0a211c658f7"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Planlab.ai | | Product Engineer (Design) & Platform Engineer | ONSITE in London, UK | 100k-160k GBP + 0.25-0.75% Equity | Visa sponsorship\n\nWe’re building AI coworkers for project scheduling, helping teams deliver complex construction and infrastructure projects.\n\nWe’re hiring:\n\n- *Product Engineer (Design):* Design and build intuitive software for complex projects.\n- *Platform Engineer:* Build our algorithms, infrastructure, shared components, agents and internal tooling.\n\nEarlier-career through senior applicants welcome, with ownership and support matched to your experience. Both roles offer the compensation above. Company rapidly growing, with 9 team members today. We value initiative, creativity, and ownership.\n\nFor more information, including how to apply, see https://planlab.ai/jobs"
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_b7baad2d2c906cb3c04d",
    "grade": 0,
    "confidence": "high",
    "reason": "The openings are senior/staff full-stack engineering roles, not developer educator work, and remote eligibility is explicitly limited to the US and Canada, excluding work from Mexico.",
    "evidence": [
      "Mattermost | Remote (US and Canada) | FT | Multiple roles",
      "Both openings are full stack on the core platform: Go backend, React/TypeScript frontend, PostgreSQL and Redis."
    ],
    "unmet_requirements": [
      "Developer educator work",
      "Remote work eligibility from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Full Stack Engineer* $142,723 - $172,723 USD; Staff Full Stack Engineer* $172,724 - $227,135 USD",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_829125c7c5d99085"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US and Canada)"
      ],
      "evidence_ids": [
        "ev_9a61ea521ce5251c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_076a18eab30d03ed",
        "ev_decd3c4d27ad8f75"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Mattermost | Remote (US and Canada) | FT | Multiple roles\n\nMattermost (https://mattermost.com) is an open-core collaboration and workflow automation platform for air-gapped, on-prem and private clouds. Our customers are in defense, intelligence, security and critical infrastructure, including the USAF and NASA. Y Combinator led our Series B, their largest open source investment at the time.\n\nBoth openings are full stack on the core platform: Go backend, React/TypeScript frontend, PostgreSQL and Redis. The codebase is public (https://github.com/mattermost/mattermost), so most of what you build is too. We would rather hire people who ship and own complex software end to end than chase an exact stack match, so any systems or backend language and any frontend stack counts. What we look for in both roles: REST and WebSocket APIs with real networking fundamentals (HTTP, connection lifecycle), and relational databases including schema design and query optimization.\n\nWe use coding agents daily (Claude Code, Cursor, and others) for scaffolding, refactors, code review and test generation, and we treat that as core craft rather than a shortcut around the fundamentals. If you have a track record of shipping and owning complex software end-to-end, we want to hear from you.\n\n*Senior Full Stack Engineer* $142,723 - $172,723 USD\nArchitect and ship full stack features end to end, own the testing strategy for what you ship, and build internal tooling and testing infrastructure that makes the rest of the team faster. You will work without close supervision and hold the security and compliance bar our customers require. Nice to have: distributed systems and high availability architecture, regulated-environment security, open-source contributions, experience on remote-first teams.\n\nJoin our team: https://job-boards.greenhouse.io/mattermost/jobs/5379251008\n\n*Staff Full Stack Engineer* $172,724 - $227,135 USD\nSet technical direction for the platform rather than for a feature area: architecture and roadmap across the stack, the standards for how the org uses coding agents, and the strategy for internal tooling and testing. You will influence direction across teams, partner with security and compliance on it, and mentor senior engineers. Nice to have: staff, principal or tech lead experience elsewhere, open-source maintainership, FedRAMP or ITAR familiarity, defense or critical infrastructure background.\n\nJoin our team: https://job-boards.greenhouse.io/mattermost/jobs/5405811008\n\nBoth roles have Canadian postings: https://job-boards.greenhouse.io/mattermost"
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_ca49fa5ec990dbb2e89d",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is full-stack web marketplace development, not C++ microcontroller firmware engineering.",
    "evidence": [
      "We're are looking for full-stack software engineers to build and maintain our peer-to-peer marketplace.",
      "The tech stack is mostly Typescript, with Next.js, Node.js, Postgres, and other fairly standard web-tools / infra."
    ],
    "unmet_requirements": [
      "Microcontroller firmware engineering work"
    ],
    "unknown_requirements": [
      "Use of C++"
    ]
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_438f45c69d069818"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Boulder, CO or remote"
      ],
      "evidence_ids": [
        "ev_f25034319b211093"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Jawa.gg | Software Engineer | Boulder, CO or remote | Contract or Full Time\n\nJawa is the marketplace for gamers - think gaming PCs, GPUs, consoles, and the like. We're a small, VC-funded team with a big business, and have been operating since 2021.\n\nWe're are looking for full-stack software engineers to build and maintain our peer-to-peer marketplace. The tech stack is mostly Typescript, with Next.js, Node.js, Postgres, and other fairly standard web-tools / infra.\n\nLearn more at https://jawagg.notion.site/Full-Stack-Software-Engineer-412c..."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_c5e9533f75cd34cb0e93",
    "grade": 2,
    "confidence": "high",
    "reason": "The posting explicitly includes a Backend Engineer role, matching the requested server-side product development work. No specific endpoint technology or relational database platform is required by the request.",
    "evidence": [
      "- Backend Engineer (Mid Level)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Platform Security Engineer; Backend Engineer (Mid Level); Data Scientist - AI/ML (Mid & Sr Levels); Product Performance Analyst (+2)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_c1d2d35b01551e2c",
        "ev_d80e602a35e9908b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE NYC or REMOTE (US/Can)"
      ],
      "evidence_ids": [
        "ev_bb31b4e1d1d76240"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f3038a45fbdf7190"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170-240K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_1c3913c7d14a38ea"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Spade | Multiple Engineering, AI/ML Data Science, and Revenue Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity\n\nSpade is the data and AI platform for modern finance. We take messy transaction data and turn it into structured, verified records — with a platform, models, and tooling that help our customers use it everywhere it matters.\n\nWe're looking for extraordinary builders to play a foundational role in a company designed for scale:\n\n- Senior Platform Security Engineer\n\n- Backend Engineer (Mid Level)\n\n- Data Scientist - AI/ML (Mid & Sr Levels)\n\n- Product Performance Analyst\n\n- Account Executive - Enterprise\n\n- Account Manager - Enterprise\n\nWe're well-funded by top investors (YC/a16z/OAK), and known for building intentional, inclusive culture. We offer competitive compensation (salary + equity) and comprehensive benefits.\n\nIf interested, please apply here (https://spade.com/careers/) and mention this post."
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_c65371c891e8a7c45474",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds AI agent systems and machine-learning pipelines, rather than developer education or documentation.",
    "evidence": [
      "You'll own the intelligence layer: LLM-powered agentic workflows (tool use, structured outputs, multi-step orchestration), RAG/retrieval pipelines, lightweight ML for classification/ranking/entity matching, and evaluation loops for hallucination risk and output quality."
    ],
    "unmet_requirements": [
      "Developer education or documentation work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding AI Engineer — Agentic Systems",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_10174623d1082ae7"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (async)"
      ],
      "evidence_ids": [
        "ev_96a89fcac3115b5b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 280000.0,
        "min": 190000.0,
        "period": null,
        "currency": "USD",
        "original": "$190k-$280k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_68856e5aaf88eff2"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      }
    ],
    "role_kind": "single_role",
    "description": "Astoria AI | Founding AI Engineer — Agentic Systems | Remote (async) | Full-time | Equity-only pre-seed, $190k-$280k + equity post-seed\n\nAstoria AI is building an agentic runtime for human potential — a suite of specialized AI agents serving candidates and companies across the entire hiring and talent lifecycle: career strategy, networking intelligence, verified matching, compliance-native hiring, onboarding, and retention.\n\nThe hiring market is structurally broken: 44% of resumes contain fabrications, ATS filters reject 88% of qualified candidates, and 27% of posted jobs are ghost jobs — while regulation (EU AI Act, Mobley v. Workday, FCRA suits) is forcing enterprises to rethink hiring AI. We're building the fix.\n\nYou'll own the intelligence layer: LLM-powered agentic workflows (tool use, structured outputs, multi-step orchestration), RAG/retrieval pipelines, lightweight ML for classification/ranking/entity matching, and evaluation loops for hallucination risk and output quality.\n\nLooking for: 6+ years professional SW engineering (Python/TypeScript/APIs/DBs), hands-on experience with LLM APIs and agentic workflows, and ideally RAG/embeddings/vector DB experience beyond basic chatbots.\n\nStage: pre-launch, pre-seed, founding team, equity-only until seed round closes (~4-6 months), then competitive salary + refresh grants.\n\nApply: [email protected] with „HN“ in subject, plus resume or GitHub"
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_ccf5f10bd64ef794db00",
    "grade": 0,
    "confidence": "high",
    "reason": "The machine learning work matches, but the explicitly onsite role conflicts with fully remote work. Junior level, eligibility from Mexico, and a no-degree policy are not established.",
    "evidence": [
      "Steg.AI | Machine Learning Engineer | Irvine, CA (Onsite) | Full Time"
    ],
    "unmet_requirements": [
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Eligibility to work from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Machine Learning Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_13f65a8467668b04"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Irvine, CA (Onsite)"
      ],
      "evidence_ids": [
        "ev_00d2dfd275c1afe9"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "computer-vision",
        "label": "Computer vision"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Steg.AI | Machine Learning Engineer | Irvine, CA (Onsite) | Full Time\n\nSteg.AI develops AI-powered watermarking technology to protect and authenticate digital media. Our invisible watermarks are imperceptible to humans but robustly detectable by our proprietary models. Founded in 2019, we're an NSF- and investor-backed startup in Orange County, CA, with a team of 6 PhDs in computer vision.\n\nWe're hiring a Machine Learning Engineer to help push the frontier of AI for watermarking, steganography, and media provenance. You'll take state-of-the-art steganography models and own their journey to production — optimizing and deploying them on desktop and cloud platforms, serving as the link between research and customer-facing products.\n\nResponsibilities: productionize novel steganography models, build inference pipelines, integrate models into cloud platforms, benchmark performance, and turn research into maintainable production code.\n\nRequired: PyTorch, ONNX export, experience deploying deep learning models to the cloud, Python and C/C++, strong cross-team communication.\n\nBonus: background in steganography/watermarking/media provenance, video/image codecs, MLOps tooling, CV/ML publications or open-source contributions.\n\nTo apply, send your resume to [email protected]"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_d7f42ed1bfa5e5509a6a",
    "grade": 0,
    "confidence": "high",
    "reason": "This is a junior frontend engineering role rather than product design, and it explicitly requires applicants to be based in the US, conflicting with remote work from Mexico. The degree policy is unstated.",
    "evidence": [
      "FitMate | Frontend Engineer (Junior) | REMOTE (US) | $80-120k + bonus",
      "* Applicants must be based in the US, we are unable to sponsor visas."
    ],
    "unmet_requirements": [
      "Product designer role",
      "Remote work eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Frontend Engineer (Junior)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_63e8c93b5fc1d2e9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_b01814e30633a776"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7eb7c64a1786540a"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 120000.0,
        "min": 80000.0,
        "period": null,
        "currency": "USD",
        "original": "$80-120k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_1db5946b7d2f0c08"
      ]
    },
    "skills": [
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "svelte",
        "label": "Svelte"
      }
    ],
    "role_kind": "single_role",
    "description": "FitMate | Frontend Engineer (Junior) | REMOTE (US) | $80-120k + bonus\n\nWe are building a scalable 1-1 coaching platform to help people achieve their fitness goals. We already have a working nutrition product with a rapidly growing user base and are hoping to branch out into other areas of fitness this quarter.\n\nOur product aims to hook people up with a qualified human coach at an affordable price. We have a client facing mobile app and web app that allows our users to track their nutrition and training, and a coach facing app that allows our coaches to get insights into their clients and communicate with them over SMS or video call.\n\nWe're a small, lean, mission-driven team and the role is a great opportunity for someone starting out in their career who wants to learn quickly in a fast paced environment.\n\nWe use React Native and Expo for our mobile app and Astro and Svelte for our web apps.\n\n* Applicants must be based in the US, we are unable to sponsor visas.\n\nApply here: https://careers.fitmatecoach.com/roles/junior-frontend-devel..."
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_dbec1295b2f5385fd4f8",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves backend engineering with Python/Flask APIs, matching the requested work.",
    "evidence": [
      "We're hiring two engineers to work across the whole backend, which is SQL and PySpark on Databricks, Python/Flask APIs, Elasticsearch, and Cloudflare Workers."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_eb4f58f9ee9eb59a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote"
      ],
      "evidence_ids": [
        "ev_eb4f58f9ee9eb59a"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150–200k USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_27c77394b6646e9b"
      ]
    },
    "skills": [
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "spark",
        "label": "Spark"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      }
    ],
    "role_kind": "single_role",
    "description": "OpenAlex | Software Engineer | Remote | Full-time | $150–200k USD\n\nOpenAlex is an open index of the world's scholarly research: hundreds of millions of articles linked to authors, institutions, and topics, free via API and bulk download. Traffic runs about a billion API calls per month from universities, governments, and AI companies. The team behind it is a small nonprofit funded by grants and enterprise support.\n\nWe're hiring two engineers to work across the whole backend, which is SQL and PySpark on Databricks, Python/Flask APIs, Elasticsearch, and Cloudflare Workers. It's a small team with lots of autonomy. You'll notice what's missing, build it, ship it, and answer the tickets about it. We're AI-native, with agents writing all of our code.\n\nApply here: https://openalex.org/jobs/software-engineer"
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_c497c8053e6c457fe6b4",
    "grade": 2,
    "confidence": "high",
    "reason": "The AI Engineer role involves hands-on Python software engineering, deploying model-driven features, and production system reliability, matching Python backend work.",
    "evidence": [
      "AI Engineer: Applied AI plus strong software engineering.",
      "Expect hands-on Python, ML system design, experimentation, and production reliability."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior AI Engineer and Senior Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_0be59f96bba82bbe",
        "ev_479ec603b8207ef6"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC or Remote"
      ],
      "evidence_ids": [
        "ev_b8efa3c84746ca78"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      }
    ],
    "role_kind": "single_role",
    "description": "Starbridge | Senior AI Engineer and Senior Product Engineer | NYC or Remote | Full-time |\n\nhttps://starbridge.ai/\nStarbridge is building an AI platform that turns large-scale public and enterprise data into reliable sales insights. We are early, moving fast, and building from zero to one, so this role will have huge ownership and product impact.\n\nAI Engineer: Applied AI plus strong software engineering. You will build, evaluate, and deploy LLM-driven features like deep document analysis and interactive chat, working with models from OpenAI, Anthropic, and Gemini. Expect hands-on Python, ML system design, experimentation, and production reliability. Bonus for RAG depth and frameworks like LangChain, LlamaIndex, or Hugging Face.\n\nProduct Engineer: (React/Typescript) who would work closely with product and design to build user-facing parts of the platform. You will craft performant, stable frontends that explain technical concepts to non-technical users and help us iterate fast based on customer feedback.\n\nWe're looking to build our in-person team in NYC but also open to remote!\n\nApply: https://starbridge.ai/careers and mention HackerNews or email [email protected] with your resume."
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_bf6f1ff8a31ad20f0ceb",
    "grade": 0,
    "confidence": "high",
    "reason": "Embedded software openings are potentially relevant to firmware work, but the posting explicitly requires onsite work in Los Angeles, conflicting with fully remote work from Mexico. Junior level and a no-degree policy are not stated.",
    "evidence": [
      "Apex Space | Multiple Roles | Full-Time | Onsite | Los Angeles, CA | apexspace.com",
      "We're hiring everything from technicians to product/project managers and supply chain to all sorts of engineers: thermal, mechanical, mechanisms, solar, optical, power systems, electronics/avionics, PCB, embedded software, ground software, devops, and more."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Junior-level firmware opening",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_95e1ec47b580001b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Los Angeles, CA"
      ],
      "evidence_ids": [
        "ev_c32330d32d9516d2"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Apex Space | Multiple Roles | Full-Time | Onsite | Los Angeles, CA | apexspace.com\n\nApex Space is building standardized spacecraft platforms to enable true mass-production of spacecraft and enabling getting varied and similarly mass-produced payloads to orbit.\n\nWe're hiring everything from technicians to product/project managers and supply chain to all sorts of engineers: thermal, mechanical, mechanisms, solar, optical, power systems, electronics/avionics, PCB, embedded software, ground software, devops, and more.\n\nYou can apply at https://www.apexspace.com/careers. Or, email me with a resume at maabonnet [at] gmail [dot] com, and I'll see if I can get you a direct referral link so that you get a call with a recruiter ASAP if you're a particularly good fit.\n\nNOTE: Due to federal law, you must be a US person (citizen, green card holder, some other classifications) to work at Apex Space. Please state your residency or citizenship status in your email. If you are not a US person, I can't help you."
  }
}

{
  "judgment": {
    "query_id": "robotics_constraints",
    "job_id": "job_c78555c6f79e92530824",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds TypeScript AI-agent software and supports customer deployments, rather than robotics engineering. Remote work is supported, but junior level, Mexico eligibility, and a no-degree policy are not established.",
    "evidence": [
      "You should be a full-stack TypeScript engineer who has built agents and who can explain technical decisions clearly to engineers who haven't seen your code.",
      "Mastra | Customer Engineer | REMOTE (AMER or EMEA time zones) | Full-time"
    ],
    "unmet_requirements": [
      "Robotics engineering work"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Customer Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d39cd3cdb951d4e1"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (AMER or EMEA time zones)"
      ],
      "evidence_ids": [
        "ev_6578289b72bcce1f"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Mastra | Customer Engineer | REMOTE (AMER or EMEA time zones) | Full-time\n\nMastra is the open-source TypeScript framework for building AI agents (agents, workflows, memory, evals, tracing). From the team behind Gatsby, YC-backed,https://github.com/mastra-ai/mastra\n\nWe're hiring a customer engineer. Some companies would call this an FDE; we don't, because roughly half the job is shipping in the framework itself. The other half you're embedded with paying customers deploying agents to production: in their Slack channels and on calls, writing code in their repos, reviewing their PRs, working through architecture with their engineers. What you learn there comes back as bug fixes, features, and new primitives in Mastra. One of our current customer engineers is among the top bug-fixers in the entire codebase.\n\nYou should be a full-stack TypeScript engineer who has built agents and who can explain technical decisions clearly to engineers who haven't seen your code.\n\nRemote. We have a lot of EU customers and response-time SLAs, so US Eastern/Central or EU hours work best.\n\nProcess: a call with Shane (co-founder/CPO, leads customer engineering), a conversation with a customer engineer, a 2-3 hour take-home, then you present it to us and get feedback.\n\nApply: {https://jobs.ashbyhq.com/Mastra/05172cb0-47ec-44f9-9fe8-07d4...} We get back to everyone."
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_c5a5b86d29a4208b8575",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds AI features for manufacturing guidance software, not robotic navigation or physical object manipulation.",
    "evidence": [
      "Our SaaS product is used by 150+ big companies across industries and countries to provide the right guidance to shop floor operators.",
      "are now leveraging LLMs and related tech to surface the right information."
    ],
    "unmet_requirements": [
      "Work on machine navigation in warehouses and physical object manipulation."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "AI Application Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_46c9ea9a81022dcd",
        "ev_f8ae6fc87047fd4c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "DE Frankfurt a.M., ONSITE/HYBRID PREFERRED"
      ],
      "evidence_ids": [
        "ev_cf34dbb736c2c189"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Operations1 | AI Application Engineer | DE Frankfurt a.M., ONSITE/HYBRID PREFERRED | Full-time | German language skills required\n\nWe make the manufacturing industry more productive. Our SaaS product is used by 150+ big companies across industries and countries to provide the right guidance to shop floor operators. We help our customers to keep up with a high amount of variability in their processes, integrate into their existing systems and and are now leveraging LLMs and related tech to surface the right information.\n\nTo help us further build our product we are looking for a product minded engineer with experience in working with integrating AI feature or an ML background to join our team. You will be working in a cross functional team in an ambitious but down to earth environment having the chance to impact how manufacturing companies across Europe operate.\n\nThis and other positions at: https://career.operations1.com/jobs"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_db35243c5a981ef78997",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for senior product management, not junior product design, and requires substantial product-management experience. Worldwide remote work supports working from Mexico, but the degree policy is unstated.",
    "evidence": [
      "We're looking for a senior product manager who will own product discovery and prioritization across this diverse user base.",
      "You should have substantial experience managing complex B2B or technical products."
    ],
    "unmet_requirements": [
      "Junior seniority",
      "Product designer role"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Product Manager",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_17b35076e1ebb347"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Worldwide)"
      ],
      "evidence_ids": [
        "ev_8ce3987e48e1d0df"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_b07f81cad747ab8e"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 110.0,
        "min": 90.0,
        "period": "hour",
        "currency": "USD",
        "original": "$90–$110/hour",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_94a32cc0d8bb80ab"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "ODK | Senior Product Manager | Remote (Worldwide) | Long-term contract, 30–40 hours/week | $90–$110/hour USD\n\nODK is an open-source platform used by thousands of organizations worldwide to collect billions of data points for disease surveillance, supply chain traceability, environmental monitoring, and more. It enables users to build powerful forms and reliably collect structured data, even in places with little or no Internet connectivity.\n\nODK has been actively developed for 18 years. We have a mix of self-hosted and SaaS users across many sectors. We're looking for a senior product manager who will own product discovery and prioritization across this diverse user base. To be successful, you'll need to find the common needs behind very different workflows and turn them into opinionated product improvements.\n\nBecause the team is small and the user base is large, this is a high-autonomy role where product decisions have an unusually direct impact. You should have substantial experience managing complex B2B or technical products. Experience with open source, self-hosted software, and small, fully remote teams is a plus.\n\nDetails and application: https://getodk.org/about/jobs/senior-product-manager"
  }
}

{
  "judgment": {
    "query_id": "tools_no_match",
    "job_id": "job_ae2b5577c93e3d2fc7f2",
    "grade": 1,
    "confidence": "high",
    "reason": "Building software-engineering training environments is plausibly related to developer tools, but the posting does not clearly establish developer-tools duties or guaranteed annual base pay of at least USD 400,000. Currency and pay period are unspecified.",
    "evidence": [
      "We build environments that frontier AI labs use to train their models to do real-world software engineering.",
      "Junior SWE ($300k + equity + bonus), SWE ($350k + equity + bonus), Research Engineer, Alignment ($300k-$400k + equity + bonus)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role specifically involves developer-tools engineering.",
      "Guaranteed base salary of at least USD 400,000 per year; the currency and pay period are unspecified, and the highest listed range only reaches $400k at its upper end."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_98890e2d955bcb4e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA (Onsite)"
      ],
      "evidence_ids": [
        "ev_a2e6751df9ffbf96"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Mechanize | San Francisco, CA (Onsite) | Junior SWE ($300k + equity + bonus), SWE ($350k + equity + bonus), Research Engineer, Alignment ($300k-$400k + equity + bonus)\n\nApplying takes <2 min: https://www.mechanize.work/apply/\n\nWe build environments that frontier AI labs use to train their models to do real-world software engineering. We have more demand than we can keep up with, so we're hiring fast."
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_d9c75bc925bb8d849a9b",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is hands-on software engineering, not UX/product design or user research. Building interfaces and collaborating with design do not establish the requested design and research duties.",
    "evidence": [
      "You would own the production application around our intelligence layer. Architecture, frontend, backend, Postgres, durable execution state, retries and idempotency, permissions, deploys, and the data-heavy interfaces people work inside all day: tables, relationships, filters, history, approvals.",
      "Seven-plus years shipping, hands on code within the last year."
    ],
    "unmet_requirements": [
      "UX/product design and user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_7cde6983ab212696"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY"
      ],
      "evidence_ids": [
        "ev_a6e6106ad0615fa7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Sunspell | Founding Engineer | New York, NY | ONSITE | Full-time | https://sunspell.fm/careers/founding-engineer\n\nSix-person venture lab in New York. Part lab, part studio, part operating system, building original products and the systems behind them. Compounding every launch into venture intelligence.\n\nOur founder ran her own design studio and was the founding design partner on Partiful, on Sentropy before Discord bought it, on Goldcast before Cvent, on Make before Celonis, and on Descartes Labs. She builds here now instead of for other people.\n\nYou would own the production application around our intelligence layer. Architecture, frontend, backend, Postgres, durable execution state, retries and idempotency, permissions, deploys, and the data-heavy interfaces people work inside all day: tables, relationships, filters, history, approvals. React and TypeScript at depth, Node or Python behind it. We write a lot of MCP servers and build with Claude Code daily.\n\nSeven-plus years shipping, hands on code within the last year. Design and engineering sit in the same room here. There is no handoff.\n\nMost people who apply like the words \"founding engineer.\" We are looking for someone who has already started something of their own.\n\nOwnership. You should own a piece of what you build here. We are not going to post a percentage, because the honest answer depends on what you end up carrying, and we would rather work that out with you than hand you a number that pretends to be precise. It is a conversation, it is flexible, and we intend it to be fair.\n\nWe are six people. Nothing you build goes through a committee before it ships. Nothing you break, you fix alone. We are a tight team today and we are looking to double it by the end of the year.\n\nPlease send your resume or GitHub, plus the most ambitious thing you have built mostly on your own. Rough work that worked beats polished that never shipped.\n\nIf this is not you but a name comes to mind, please pass it along. :)"
  }
}

{
  "judgment": {
    "query_id": "mobile_intent",
    "job_id": "job_dcc972f22a3cdcd6dbb1",
    "grade": 1,
    "confidence": "high",
    "reason": "The patient-app engineering role is relevant to mobile development with React Native, but the posting does not specify iPhone targeting, offline behavior, or app-store release responsibilities.",
    "evidence": [
      "Staff Software Engineer, Patient Experience: Fullstack tech lead for our patient mobile/web apps. Stack: Expo, React Native, TypeScript, Kotlin."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "iPhone app development",
      "Offline app behavior",
      "App-store releases"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_81a9709df24c44fb"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_5fca81f6f7bf78f1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "kotlin",
        "label": "Kotlin"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Pomelo Care| Remote (US) First with offices in NYC and SF. We’re building a healthier future for women and children. We combine clinical excellence, human connection, and proactive technology to ensure our patients get the care they deserve, from preconception through midlife.\n\n- Staff Software Engineer, Patient Experience: Fullstack tech lead for our patient mobile/web apps. Stack: Expo, React Native, TypeScript, Kotlin.\nApply Here: https://grnh.se/k4xos2c24us\n\n- Senior/Staff Security Engineer: A builder-first role focused on shipping secure-by-default tooling and guardrails, not managing compliance tickets. Stack: Kotlin, Python, GCP.\n\nApply here: https://grnh.se/jm9kjyz34us\n\n- Principal Product Manager, Patient Growth: Data-fluent PM to own full-funnel acquisition and retention.\n\nApply here: https://grnh.se/iayapr1c4us"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_d367900bb7c4cd5bc7c8",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for software engineering on an API platform team, not product design. Its advertised compensation does not establish a minimum of USD 400,000 per year.",
    "evidence": [
      "Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer",
      "We're building out our NYC-based API platform team as our API-based business rapidly grows.",
      "$200k-$300k+ plus equity"
    ],
    "unmet_requirements": [
      "Product designer work"
    ],
    "unknown_requirements": [
      "Guaranteed pay of at least USD 400,000 per year; the stated range has an open-ended '+' and no pay period."
    ]
  },
  "posting": {
    "title": "Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_6e7c6ac1f0b99f75"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, New York (Hybrid)"
      ],
      "evidence_ids": [
        "ev_21cdc7ab65247d1d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 300000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k-$300k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_678952d984374878"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "DeepL | Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer | New York, New York (Hybrid) | $200k-$300k+ plus equity\n\nDeepL is a Language AI Company providing text, document, and real-time voice translation to name-brand companies across the world. Maybe you've seen our recent announcement: https://www.deepl.com/en/press-release/harvey-taps-deepl-to-...\n\nWe're building out our NYC-based API platform team as our API-based business rapidly grows. We're a European -based company, so you'll enjoy the best of both worlds with competitive compensation, 30 days of PTO from day one (your manager, me, will make sure you use them all) \"work from anywhere\" days, addtional compensation for on-call shifts (including additional time-off if you actually have to do something after hours)\n\nIf you're passionate about building the platforms that provide the foundation for reliable and high-peformance systems, please check out our NYC openings: https://jobs.ashbyhq.com/DeepL?departmentId=0097f643-f517-44..."
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_d910ed7b3446f2ee4f48",
    "grade": 1,
    "confidence": "high",
    "reason": "The architect role includes developer enablement and building example prototypes, which overlap with helping programmers learn, but it does not explicitly involve teaching through tutorials or workshops.",
    "evidence": [
      "Developer enablement and tooling in the Node.js ecosystem-shared component architectures, design systems, etc.",
      "Building the first prototype in an area with zero guidelines - careful choices and evaluation of vendors, setting an example to follow."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Teaching programmers through tutorials and workshops",
      "Creating working code examples specifically for instructional use"
    ]
  },
  "posting": {
    "title": "Architect",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_a6bb33f7e6fc6b6f",
        "ev_889f07126516f258"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite Cebu PH, Remote Costa Rica, Remote US are possible"
      ],
      "evidence_ids": [
        "ev_0bd60e806eb8be41"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CR",
        "US"
      ],
      "evidence_ids": [
        "ev_f89247f67233d360",
        "ev_c650192feb0855ec"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "angular",
        "label": "Angular"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Trax | https://www.traxtech.com/ | Onsite Cebu PH, Remote Costa Rica, Remote US are possible | Full-time | Architect\n\nI work best as a team - with someone who can challenge my assumptions and bolster my weaknesses. I'm looking to increase the bandwidth of the architecture function at Trax, as I can't do it alone!\n\nWe BOTH need to be strong in:\n\n- Communication - we lead by influence, not by authority. Kindness is required!\n\n- Ego-free problem solving - good ideas come from anywhere.\n\n- Reliable software designs - things that work on dirty data, incomplete testing, and AI-enabled development workflows.\n\n- Building the first prototype in an area with zero guidelines - careful choices and evaluation of vendors, setting an example to follow.\n\nYou should be strong in:\n\n- Angular, Vue, Javascript, and web serving best practices for development organizations for long term health.\n\n- Developer enablement and tooling in the Node.js ecosystem-shared component architectures, design systems, etc.\n\n- Data-heavy applications and their operation and security needs.\n\nI am strong on the infrastructure, DevOps, k8s, and backend and data stacks. So don't worry about relative weaknesses there, though you will need some understanding.\n\nThis would be a good first architecture position for a Staff or Senior Staff level full-stack technical leader who wants to expand their scope. My email is in my profile!"
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_ec066347017e976a74e5",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves backend engineering, but its core language stack is TypeScript/Node.js rather than the requested Python.",
    "evidence": [
      "You’ll write backend code in TypeScript/Node.js, build APIs with Lambda and API Gateway, model data in DynamoDB, and design event-driven workflows and integrations."
    ],
    "unmet_requirements": [
      "Python backend work; the stated backend stack is TypeScript/Node.js."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Cloud Engineer, AWS Serverless (TypeScript/Node.js)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_1ccae1bfffaeec34"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Germany)"
      ],
      "evidence_ids": [
        "ev_0dce77ade0f5d31c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_b36479e84f8606df"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 80000.0,
        "min": 75000.0,
        "period": null,
        "currency": "EUR",
        "original": "€75k–80k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_b07d2c95d409108e"
      ]
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      }
    ],
    "role_kind": "single_role",
    "description": "PAGNOS | Cloud Engineer, AWS Serverless (TypeScript/Node.js) | REMOTE (Germany) | Full-time | €75k–80k | business-fluent German required\n\nWe build serverless applications on AWS for clients and for our own SaaS products. On client projects, we work directly with their developers and help them understand and maintain what we build.\n\nYou’ll write backend code in TypeScript/Node.js, build APIs with Lambda and API Gateway, model data in DynamoDB, and design event-driven workflows and integrations. Infrastructure lives in code using AWS CDK, with CI/CD pipelines for builds and deployments. You’ll help decide how systems are designed and take testing, observability and security into account as you build. There’s some React/Next.js work too.\n\nWe’re looking for practical experience building AWS serverless applications with TypeScript/Node.js, including infrastructure as code, CI/CD and event-driven design. The role includes working through requirements and technical decisions with clients, so you should be comfortable with that.\n\nWe use coding agents daily and expect you to use them too, and to share useful approaches with other developers. AWS serverless development is the main focus of the role.\n\nWe’re remote-first, use Scrum, and work with code reviews, pair programming, and unit and integration tests. We meet in person regularly, sometimes in Cologne, sometimes in Austria or Mallorca. We plan travel around family commitments.\n\nYou must be based in Germany and speak business-fluent German and good English. We don’t offer visa sponsorship.\n\n€75k–80k, 32 days of vacation, hardware of your choice, and company-paid AI tool subscriptions.\n\nSend your CV to [email protected] – no cover letter needed. Questions before applying are welcome.\n\nFull job ad (German): https://germantechjobs.de/jobs/PAGNOS-GmbH-Cloud-AI-Engineer..."
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_de41568465b8b28f69c9",
    "grade": 1,
    "confidence": "high",
    "reason": "The product manager opening is plausibly related to shaping product experiences, but the posting does not describe user interviews, experience design, prototyping, or testing duties.",
    "evidence": [
      "Product Manager (DevTools & AI Reliability) - remote UTC-3 to UTC+3"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "User interviewing duties",
      "Designing product experiences and prototypes",
      "Testing product experiences and prototypes"
    ]
  },
  "posting": {
    "title": "Product Manager (DevTools & AI Reliability) - remote UTC-3 to UTC+3; Senior Sales Engineer - remote Europe (UTC+1 to UTC+2); Sales Engineer - remote US, Eastern time zone",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_63436718139be878"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Europe / US Eastern)"
      ],
      "evidence_ids": [
        "ev_979e798a12c5771c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_577fd4315dd8d36c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Checkly | https://www.checklyhq.com | Product Manager, Sales Engineer, Senior Sales Engineer | REMOTE (Europe / US Eastern) | Full-time\n\nThe best developers don't wait for a customer to tell them something's broken.\nThey catch it first, in the pull request, in staging, or in the checkout flow at 3am, before a single user notices. That instinct is Checkly's whole reason to exist. We give developers and their agents the tools to own reliability the way they own their code: monitoring defined as code, powered by OpenTelemetry and Playwright, versioned and reviewed like everything else they ship. From pull request to post-mortem, in one place.\n\nOpen roles:\n\n- Product Manager (DevTools & AI Reliability) - remote UTC-3 to UTC+3\n- Senior Sales Engineer - remote Europe (UTC+1 to UTC+2)\n- Sales Engineer - remote US, Eastern time zone\n\nAll roles, compensation and applications: https://jobs.ashbyhq.com/checkly?utm_source=hn\n\nA human, either me or the Hiring Manager, will review your application!"
  }
}

{
  "judgment": {
    "query_id": "analytics_intent",
    "job_id": "job_e653cdf8d3f861c6cfdb",
    "grade": 2,
    "confidence": "high",
    "reason": "The included Data Engineer role directly involves reliable data pipelines and analytics/reporting solutions, matching the requested data-to-reporting work. Revenue-specific reporting is not stated, but the broad activity is supported.",
    "evidence": [
      "Build and maintain reliable data pipelines using Snowflake, AWS, and PostgreSQL",
      "- Develop analytics and reporting solutions using Sigma Computing"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Hiring Java Developer (Full-Time)",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_3d1a77bcc1f9c252"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC (HYBRID)"
      ],
      "evidence_ids": [
        "ev_a1b43064aabf24e5"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 300000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150K-$300K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_0c83e64d4cb700fe"
      ]
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Furtim Modus | Hiring Java Developer (Full-Time) | NYC (HYBRID) | $150K-$300K + equity | https://www.furtimmodus.com/software-engineer\n\nWe are currently seeking a talented and driven Java Developer to join our team full-time. This is an exciting opportunity to contribute your skills and expertise to a venture backed funded fintech trading firm with emphasis in US equities capital markets tech based out of the New York City and in exchange we’ll provide you with base comp $150k-$300k, full benefits, cash bonus, and equity.\n\nRequired Qualifications:\n\n- Experience developing server-side software for electronic trading systems for US Equities\n\n- Strong low-latency programming experience using Core Java 17 or later\n\nHighly Preferred:\n\n- Experience with open-source technologies such as Aeron Transport, Aeron Cluster, Aeron Archive, Artio, and Agrona\n\n- Experience with the Adaptive Hydra trading platform\n\nBenefits:\n\n- Flexible hybrid schedule to accommodate other commitments\n\n- Collaborative and supportive team environment\n\n- Relocation assistance to NYC Metro area\n\nIf you are passionate about Java development and interested in joining a fintech venture, we would love to hear from you. Please submit your resume if interested to [email protected] in this opportunity.\n\n-----\n\nFurtim Modus | Hiring Data Engineer (Full-Time) | NYC (HYBRID) | $150K-$250K + equity | https://www.furtimmodus.com/data-engineer\n\nWe are currently seeking a talented and driven Data Engineer to join our team full-time. This is an exciting opportunity to contribute your skills and expertise to a venture backed funded fintech trading firm with emphasis in US equities capital markets tech based out of the New York City and in exchange we’ll provide you with base comp $100k-$150k, full benefits, cash bonus, and equity.\n\nRequired Qualifications:\n\n- Experience with electronic trading systems and market data for US Equities\n\nBuild and maintain reliable data pipelines using Snowflake, AWS, and PostgreSQL\n\n- Develop analytics and reporting solutions using Sigma Computing\n\n- Improve platform monitoring and observability using Grafana, Prometheus, and VictoriaMetrics\n\nHighly Preferred:\n\n- Experience with open-source technologies such as Aeron Transport, Aeron Cluster, Aeron Archive, Artio, and Agrona\n\n- Experience with the Adaptive Hydra trading platform\n\nBenefits:\n\n- Flexible hybrid schedule to accommodate other commitments\n\n- Collaborative and supportive team environment\n\n- Relocation assistance to NYC Metro area\n\nIf you are passionate about data engineering and interested in joining a fintech venture, we would love to hear from you. Please submit your resume if interested to [email protected] in this opportunity."
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_d695b1e9c2b0e989883d",
    "grade": 1,
    "confidence": "high",
    "reason": "Junior fullstack engineering is plausibly relevant to backend work, and fully remote work is offered. However, a backend-focused role, eligibility to work from Mexico, and a no-degree policy are not established.",
    "evidence": [
      "We are looking for more Junior and Senior FullStack Engineers.",
      "Full-time | ONSITE or FULLY REMOTE"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Backend-focused engineering duties",
      "Remote work eligibility from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Junior to Senior Fullstack Engineer multiple positions; Customer Success Engineer; Hiring Coordinator; Python/Ruby/PHP/Js/Rust/Cotlin/C#/Crystal/Nim/Elixir Developer Advocate positions",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_850b2066e1b36e0e",
        "ev_fb291b4df59fc60f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Based in Austin, TX but remote-first structure"
      ],
      "evidence_ids": [
        "ev_d9734d82bed698ad"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 180000.0,
        "min": 150000.0,
        "period": "year",
        "currency": "USD",
        "original": "$150K - 180K a year",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_042e3095adc9ac44"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "php",
        "label": "PHP"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "elixir",
        "label": "Elixir"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "SerpApi | https://serpapi.com | Junior to Senior Fullstack Engineer multiple positions | Customer Success Engineer | Hiring Coordinator | Python/Ruby/PHP/Js/Rust/Cotlin/C#/Crystal/Nim/Elixir Developer Advocate positions | Based in Austin, TX but remote-first structure | Full-time | ONSITE or FULLY REMOTE | $150K - 180K a year 1099 for US or local avg + 20% for outside the US\n\nSerpApi is the leading API to scrape and parse search engine results. We provide 100+ APIs to Google, Google Maps, Google Images, Bing, Baidu, and more.\n\nOur current stack is Ruby, Rails, MongoDB, and React.JS. We are looking for more Junior and Senior FullStack Engineers.\n\nWe have an awesome work environment: We are a remote first company (before Covid!). We do continuous integration, continuous deployments, code reviews, code pairings, profit sharing, and most of communication is async via GitHub.\nWe value super strongly transparency, do open books, have a public roadmap, and contribute to the EFF.\n\nApply at: https://serpapi.com/careers"
  }
}

{
  "judgment": {
    "query_id": "robotics_exclusion",
    "job_id": "job_de609ec73a78fd9ea55d",
    "grade": 0,
    "confidence": "high",
    "reason": "The robotics engineering work is relevant, but the explicit onsite London requirement conflicts with working remotely from Mexico. Seniority is not specified.",
    "evidence": [
      "Founding Geometry Engineer | Full-time | Onsite (London, UK)",
      "We're looking for a Founding Geometry Software Engineer to build our 3D CAD analysis engine, handling grasp planning, and generative design of parts using a combination of meshes, SDFs, NURBS, and point clouds."
    ],
    "unmet_requirements": [
      "Remote work from Mexico"
    ],
    "unknown_requirements": [
      "Senior-level role"
    ]
  },
  "posting": {
    "title": "Founding Geometry Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_79f506881d464bce"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite (London, UK)"
      ],
      "evidence_ids": [
        "ev_4a3269e9e975da3d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_a4048c0077568c98"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Whistle Robotics | Founding Geometry Engineer | Full-time | Onsite (London, UK) | https://whistlerobotics.com/\n\nI'm Gio, CTO at Whistle Robotics. We're building task-specific robots that make automation more accessible to small and medium manufacturers. We're looking for a Founding Geometry Software Engineer to build our 3D CAD analysis engine, handling grasp planning, and generative design of parts using a combination of meshes, SDFs, NURBS, and point clouds.\n\nYou will enjoy this role if you are excited to build algorithms that control physical hardware in the real world, and have experience with computational geometry libraries or game engine internals. Apply directly at our website."
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_da41e3f43af5561df753",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised engineering work is backend, infrastructure, and data SDK development, not embedded software running on tiny chips or interfacing directly with sensors. The robotics context does not establish those duties.",
    "evidence": [
      "- Rust Backend Engineers",
      "We give engineers a single unified layer for multi-rate, multimodal data: the open-source Rerun SDK (Rust, built with egui) for logging, querying, visualizing, and training, plus Rerun Hub for large-scale storage and streaming from object storage."
    ],
    "unmet_requirements": [
      "Embedded software development for tiny chips with direct sensor communication"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Rust Backend Engineers; Forward Deployed Engineers; Software Engineer, Infrastructure; Dataframe SDK Engineers (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d99b5601d9ef2b16"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote",
        "Stockholm, Sweden"
      ],
      "evidence_ids": [
        "ev_d99b5601d9ef2b16",
        "ev_b3a53779453032d1"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "SE"
      ],
      "evidence_ids": [
        "ev_9392a9e3153bf703"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Rerun | Remote | Stockholm, Sweden | Full-time\n\nhttps://rerun.io/\n\nRerun is the data layer for Physical AI; robotics, autonomous systems, AR/VR, and other embodied ML. We give engineers a single unified layer for multi-rate, multimodal data: the open-source Rerun SDK (Rust, built with egui) for logging, querying, visualizing, and training, plus Rerun Hub for large-scale storage and streaming from object storage. Most of our core, performance-critical code is Rust.\n\nThis month we’re hiring for:\n\n- Rust Backend Engineers\n- Forward Deployed Engineers\n- Software Engineer, Infrastructure\n- Dataframe SDK Engineers\n- Events Marketing Manager\n\nCheck all roles and apply here: https://rerun.io/careers"
  }
}

{
  "judgment": {
    "query_id": "infra_constraints",
    "job_id": "job_e8adbb2e02f5bc549987",
    "grade": 0,
    "confidence": "high",
    "reason": "The engineering work is potentially adjacent to platform engineering, but the explicitly onsite San Francisco arrangement conflicts with fully remote work from Mexico. Junior level and a no-degree policy are not stated.",
    "evidence": [
      "Full time in San Francisco, CA (ONSITE)",
      "We're hiring for backend and product engineering, as well as a founding recruiter to help us scale."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Mexico employment eligibility",
      "Junior seniority",
      "No university degree required",
      "Platform engineering duties"
    ]
  },
  "posting": {
    "title": "Software engineers (backend and generalist product engineers, founding recruiter)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_03ef4340724c70f4"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Full time in San Francisco, CA (ONSITE)"
      ],
      "evidence_ids": [
        "ev_46d614801f02709a"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "New Lantern | https://newlantern.ai | Software engineers (backend and generalist product engineers, founding recruiter) | Full time in San Francisco, CA (ONSITE)\n\nNew Lantern is building an AI radiology resident—think Cursor for radiologists. Our application integrates the three software tools radiologists use all day [1], together with AI, to create a platform that saves radiologists toil and lets them focus on reading images and finding disease.\n\nWe are a series A startup with ~20 engineers (~40 total staff), have a number of live customers generating revenue, plenty of runway, and are backed by Benchmark, Anthropic, and other great investors. Our customers have told us they would cry if they couldn't use our product anymore.\n\nWe're hiring for backend and product engineering, as well as a founding recruiter to help us scale. You'll work directly with our founder/CEO, our staff radiologists, and our end users to build a product that radiologists rely on daily. You'll have real ownership and autonomy, and ship meaningful work frequently.\n\nI'm Steve, New Lantern's Head of Engineering. If you're interested or want to learn more, shoot me a note at (my HN username)@newlantern.ai. I've already hired one engineer from HN this year and interviewed many more!\n\n[1] a radiology image archive & viewer, a medical report dictation system, and work management system"
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_df603118e01949c470f6",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves mobile development, but requires React Native experience and does not state Swift or native iOS development duties.",
    "evidence": [
      "Hiring: Senior Mobile Developer",
      "* You should have: Great taste and product sense, lots of agency, extensive React Native experience, and a sense of humor, adventure, and hope."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Swift development",
      "iOS-specific engineering duties"
    ]
  },
  "posting": {
    "title": "Hiring: Senior Mobile Developer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9bd792a328a58a54"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "√ REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_6ac834a3439bfc5d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_04df50e2fa641ae1"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 180000.0,
        "min": 160000.0,
        "period": null,
        "currency": null,
        "original": "160-180K",
        "currency_status": "unknown"
      },
      "evidence_ids": [
        "ev_744c3f31035df110"
      ]
    },
    "skills": [
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "single_role",
    "description": "Sudowrite | https://sudowrite.com | √ REMOTE (US) | √ PMF | √ PROFITABLE | Full-Time\n\nKind, smart, low-drama people, seeking the same to help make writing tools authors dream about.\n\nOur users have published thousands of books using Sudowrite, and we're building a sustainable company, not chasing unrealistic growth targets set by VCs.\n\n* We help the next generation of storytellers tell better stories.\n\n* We believe the future of writing is AI & human collaboration.\n\n* Co-founders both had prior exits.\n\n—————————————————————\n\nHiring: Senior Mobile Developer\n\n* Make writing on a phone a delight.\n\n* You should have: Great taste and product sense, lots of agency, extensive React Native experience, and a sense of humor, adventure, and hope.\n\nComp: 160-180K, equity, 401K, profit share, retreats, unlimited books.\n\nAPPLY: https://sudowrite.com/jobs/mobile"
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_f03fc05e545b08f37242",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on GPU infrastructure and AI workload optimization, not intrusion investigation or building defenses against attackers.",
    "evidence": [
      "Think GPU datacenter bring-up, storage, networking, and designing IaC.",
      "Also think optimizing AI workloads, env design, minimizing GPU bring up times, and maximizing hardware fungibility."
    ],
    "unmet_requirements": [
      "Intrusion investigation and defensive security work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Bare-Metal GPU Infra + Applied AI",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_8bf3939b9d6a5bfb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco / REMOTE"
      ],
      "evidence_ids": [
        "ev_da40ef5e85f83051"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Inferra | Bare-Metal GPU Infra + Applied AI | San Francisco / REMOTE | Full-time / internship\n\nWe're looking for cracked, optimistic engineers/students with good systems taste and high tolerance of ambiguity. We're a team of ~10 in SF, building a GPU neocloud. High agency, lots of freedom, very little boundaries.\n\nThink GPU datacenter bring-up, storage, networking, and designing IaC. Also think optimizing AI workloads, env design, minimizing GPU bring up times, and maximizing hardware fungibility.\n\nEmail sasan at inferra.ai with anything relevant. For internships: please tell what you'd like to do in the next ~year, if you could do anything."
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_eea08cab6663d534bc80",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting lists potentially relevant software and product engineering roles, but does not establish Swift development or iOS mobile engineering duties.",
    "evidence": [
      ">> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid):",
      ">> Software Engineer, Agents | NAMER, EMEA, APJ (Remote) :"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Swift development",
      "iOS mobile engineering duties"
    ]
  },
  "posting": {
    "title": ">> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid); >> Staff Security Engineer | NAMER, EMEA, APJ (Remote); >> Forward Deployed Engineer | United States (Remote); >> Software Engineer, Agents | NAMER, EMEA, APJ (Remote)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_1620d9c994a4fc6d",
        "ev_a245f5ba4cef050a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote"
      ],
      "evidence_ids": [
        "ev_1620d9c994a4fc6d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_4e5b1b62b0301460"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "LiveKit|http://livekit.io/| VoiceAI | webRTC | Remote | Full Time\n\nLiveKit is building the infrastructure layer for the voice-driven era of computing. Our platform gives developers everything they need to build, test, deploy, scale, and observe agents in production. Hiring:\n\n>> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid):\nhttps://jobs.ashbyhq.com/livekit/463e2769-bb85-4429-96a3-3a1...\n\n>> Staff Security Engineer | NAMER, EMEA, APJ (Remote):\nhttps://jobs.ashbyhq.com/livekit/efc06ff8-37c4-473e-8de8-bbb...\n\n>> Forward Deployed Engineer | United States (Remote):\nhttps://jobs.ashbyhq.com/livekit/b889ef16-4d5d-4b71-b0a9-682...\n\n>> Software Engineer, Agents | NAMER, EMEA, APJ (Remote) :\nhttps://jobs.ashbyhq.com/livekit/1757f49e-7e19-4c45-85f7-e46...\n\nCo-founders: Russ d'Sa (CEO) https://www.linkedin.com/in/russelldsa/ & David Zhao (CTO) https://www.linkedin.com/in/davidzhao/\n\nCheck out our blog: https://livekit.com/blog\n\nOur other roles: https://livekit.com/careers?utm_source=1bpyr8q375"
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_f38b644f59dd64d3d669",
    "grade": 1,
    "confidence": "high",
    "reason": "Embedded software engineering openings are plausibly relevant, but the posting does not specify C++ or microcontroller firmware duties.",
    "evidence": [
      "+ Software Engineer (Embedded) - https://grnh.se/acaazaw13us"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "C++ development",
      "Microcontroller firmware engineering duties"
    ]
  },
  "posting": {
    "title": "Software Engineers",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_36a0b7341530bdae"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hawthorne, CA (Los Angeles County)"
      ],
      "evidence_ids": [
        "ev_7e692e8a46bfb7b4"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Freeform (http://freeform.co) | Software Engineers | Full-time | Onsite | Hawthorne, CA (Los Angeles County)\n\nFreeform builds AI-native manufacturing systems that unify software, hardware, and physics to produce industrial-scale parts at the speed of human ideation. By treating manufacturing as a single integrated system, we unlock a new era of innovation where complex hardware is designed, built, and scaled without limits. This isn’t just an improvement; it’s a leap forward in how complex metal parts are made, with the ability to revolutionize industries like aerospace, defense, automotive, energy, and beyond. We are backed by top VCs including NVIDIA’s NVentures, Founders Fund, Threshold Ventures, and Apandion.\n\nIt’s a small, tight-knit team and you’d have the opportunity to own significant and impactful greenfield projects throughout the entire development lifecycle and much more. Our software team comes from the likes of Google, SpaceX, and Apple, and believes in taking a first principles approach to solving hard problems.\n\nA glimpse into our software landscape - https://www.youtube.com/watch?v=nFWQArUkd5I\n\nOur feature in TechCrunch announcing our $67M Series B Raise! https://techcrunch.com/2026/02/19/freeform-raises-67m-series...\n\nCurrent open positions:\n\n+ Principal Software Engineer - https://grnh.se/27ajbj9k3us\n\n+ Senior Full Stack Engineer (MES) - https://grnh.se/vp93v0cu3us\n\n+ Senior Software Engineer - https://grnh.se/m2l08z853us\n\n+ Senior Software Engineer (Embedded) - https://grnh.se/hb838bth3us\n\n+ Senior Software Engineer (Full Stack Enterprise) - https://grnh.se/z1hbnfo33us\n\n+ Software Engineer - https://grnh.se/hnwff2s23us\n\n+ Software Engineer (Embedded) - https://grnh.se/acaazaw13us\n\n+ Software Engineer (Full Stack Enterprise) - https://grnh.se/26cvuixl3us"
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_f421cd957b7c2b33889a",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes relevant backend engineering duties, but its stated backend stack is Node.js rather than Python, and Python work is not mentioned.",
    "evidence": [
      "you'd work across the full stack: React/TypeScript frontend, Node.js backend, AWS Lambda.",
      "solid Node.js and REST API background"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Python backend development"
    ]
  },
  "posting": {
    "title": "Full Stack AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9a5542435ea47fc5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote(Everywhere)"
      ],
      "evidence_ids": [
        "ev_110e47d9d832abf6"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      }
    ],
    "role_kind": "single_role",
    "description": "AiMi | Full Stack AI Engineer | Remote(Everywhere) | Full-time\n\nAiMi builds agentic AI infrastructure for capital markets: autonomous agents that ingest venue and vendor notifications, assess impact across client infrastructure, and drive change management workflows in real time, replacing what used to be manual, static processes for exchanges and their ops teams. live production platform, not a pilot.\n\nyou'd work across the full stack: React/TypeScript frontend, Node.js backend, AWS Lambda. concretely: shipping features in the agent pipeline, building MCP-based connectors and skills that extend what our agents can reach, running evals on agent accuracy and reliability, building observability and alerting for agent latency/error rates/failed workflows, and making long-running LLM, agent, and SSE calls actually resilient (timeouts, retries, circuit breakers, fail-fast, recovery). also a fair amount of diagnosing dependency/version conflicts in a Node.js/npm monorepo, which is its own skill.\n\nlooking for 2-3+ years hands-on experience, solid Node.js and REST API background, real hands-on work with LLMs or agent frameworks (Mastra, LangChain, LlamaIndex, Claude, OpenAI or similar), comfortable with AWS (Lambda, Bedrock, DynamoDB, S3, Cognito, API Gateway, CloudWatch), MongoDB/DynamoDB, and genuinely tests what you ship (unit, integration, e2e). familiarity with spec-driven development (Claude Code, Cursor, CodeRabbit or similar) is a real plus since that's how we work day to day. bonus points for capital markets/trading infra background, LLM observability tooling like Langfuse, SSE streaming experience, or PostHog.\n\nyou'd be working on great things here: real architectural decisions at an early-stage company, visible impact from week one, and room to grow into a senior or lead role as we grow.\n\napply: https://join.com/companies/aimitechnology/16658631-agentic-a... , or reach out directly at [email protected]"
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_f511e6c241192c116a5b",
    "grade": 2,
    "confidence": "high",
    "reason": "The posting includes engineering roles directly building Kubernetes platform infrastructure, controllers, operators, and container-runtime isolation.",
    "evidence": [
      "Senior/Staff Backend Engineer — Build controllers and operators at the core of the platform.",
      "Container runtime internals (containerd, CRI-O, runc), Kubernetes node-level depth (kubelet, CRI layer), Linux isolation primitives (seccomp, user namespaces, cgroups)."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_5ad7c27c7ee1a9b4"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US, Canada, Europe)"
      ],
      "evidence_ids": [
        "ev_028d4038af62a936"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_d8d7b3ed974088f6",
        "ev_f8e4b4e01097b1b8"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "vCluster Labs | Multiple Engineering Roles | REMOTE (US, Canada, Europe) | Full-time | $140k-$220k USD | $140k-220k CAD | €80K – €145K + Equity\n\nvCluster Labs builds the software layer that turns hardware into a cloud. One platform to turn raw compute into every kind of cluster, for the teams building AI infrastructure and the customers they serve. We're a VC-backed startup in hyper-growth and fully remote.\n\nWe have several open roles, here are a few to highlight:\n\nSenior/Staff Backend Engineer — Build controllers and operators at the core of the platform. Strong fit if you've authored Kubernetes controllers/operators from scratch using kubebuilder, controller-runtime, or client-go. Apply: https://www.vcluster.com/careers?ashby_jid=516c8859-83be-453... or https://www.vcluster.com/careers?ashby_jid=7a0a3f38-e7bf-407...\n\nSenior Inference Engineer — Our first dedicated inference hire. Production deployment/serving experience with vLLM, SGLang, or TensorRT-LLM, hands-on inference optimization (quantization, batching, caching, routing), strong Python or Go.\n\nSenior Application Security Engineer — Kubernetes internals from an exploitation/attack-surface perspective, hands-on container breakout and privilege escalation experience, real code-level security review, and threat modeling. Apply: https://www.vcluster.com/careers?ashby_jid=83c81a73-973f-406...\n\nvNode Engineering Tech Lead — Build vNode, our tenant-isolation container runtime (Linux user namespaces and seccomp, no VM, no virtual kubelet). Container runtime internals (containerd, CRI-O, runc), Kubernetes node-level depth (kubelet, CRI layer), Linux isolation primitives (seccomp, user namespaces, cgroups). Apply: https://www.vcluster.com/careers?ashby_jid=c6a9423d-5f1f-4f4...\n\nFull list of open roles: https://www.vcluster.com/careers\nFeel free to reply here with any questions."
  }
}

{
  "judgment": {
    "query_id": "robotics_keywords",
    "job_id": "job_e09c0b93b03c6535489c",
    "grade": 2,
    "confidence": "high",
    "reason": "The manufacturing engineering role directly supports hardware production for a robotics and intelligent-machines platform, matching the broad request for robotics engineering jobs.",
    "evidence": [
      "Springcraft brings together purpose-built hardware, developer tools, and AI models into one open, integrated system so that builders can create machines that sense, understand, and act in the real world.",
      "As the first manufacturing hire, you'll own how our hardware gets made, from first builds through volume production."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Manufacturing Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_47387ba4136d6c86"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-site in Palo Alto, CA"
      ],
      "evidence_ids": [
        "ev_b7edaea4d122ea87"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 190000.0,
        "min": 120000.0,
        "period": null,
        "currency": "USD",
        "original": "$120k–$190k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_e046313b828e49ca"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Springcraft | Manufacturing Engineer | On-site in Palo Alto, CA | Full time | $120k–$190k + equity\n\nSpringcraft is building the platform for physical AI.\n\nToday, building robots and intelligent machines means navigating fragmented tools, incompatible hardware, and closed ecosystems. It takes too long, costs too much, and locks builders in. There is no default platform for physical AI. We're building it. Springcraft brings together purpose-built hardware, developer tools, and AI models into one open, integrated system so that builders can create machines that sense, understand, and act in the real world.\n\nAs the first manufacturing hire, you'll own how our hardware gets made, from first builds through volume production. This is a foundational, hands-on hire. You'll be on the bench and at the machines, partnering directly with our hardware engineers. You'll build the manufacturing function from zero and lead it as the company grows.\n\nMore info and application at https://www.springcraft.ai/careers/?role=manufacturing-engin..."
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_ef4f33206daed662837e",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes transferable data infrastructure and relational database work, but focuses on backend and ML systems rather than clearly stated analytics engineering. SQL and dbt are not explicitly mentioned.",
    "evidence": [
      "Experience shipping production-grade software and building backend systems, data pipelines, databases, APIs, or other data-intensive infrastructure",
      "Strong in Python and comfortable with relational databases, APIs, and modern software systems"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "SQL use",
      "dbt use",
      "Analytics engineering duties"
    ]
  },
  "posting": {
    "title": "Software Engineer, Data & ML",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_16a319a069cadb6c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-Site (Cambridge, MA)"
      ],
      "evidence_ids": [
        "ev_f62fade15ba8253b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 130000.0,
        "min": 105000.0,
        "period": null,
        "currency": "USD",
        "original": "$105,000–$130,000",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_df2e60ba98b76b59"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Foray Bioscience | Software Engineer, Data & ML | On-Site (Cambridge, MA) | Full Time | $105,000–$130,000 + equity\n\nCompany:\nForay is a plant production company using plant cells, artificial intelligence, and advanced biomanufacturing to grow materials, molecules, and seeds directly from the cell up.\n\nOur work is powered by Pando, our intelligent workspace for plant science. Pando combines novel plant datasets and emerging predictive models to help researchers design and optimize plant production workflows with greater speed and reliability. Together, our software and biomanufacturing platforms are creating new ways to produce what we need from plants while building more resilient plant industries.\n\nRole:\nWe’re looking for a Software Engineer, Data & ML to help build the software and data foundation behind Pando. You’ll work across the product, with a particular focus on backend systems, APIs, data infrastructure, and the systems supporting our machine learning work. A major part of the role is figuring out how to turn complex scientific and experimental information — including scientific literature, natural language, and data generated in the lab — into reliable, structured data.\n\nYou’ll work closely with software engineers, biologists, and ML researchers to translate experimental workflows, statistical analyses, and design-of-experiment approaches into scalable software and predictive tools. You’ll join early, have significant ownership, and help make foundational technical and architectural decisions as the platform grows.\n\nYou:\n+ Strong software engineering generalist with particular depth in backend and data systems\n+ Experience shipping production-grade software and building backend systems, data pipelines, databases, APIs, or other data-intensive infrastructure\n+ Strong in Python and comfortable with relational databases, APIs, and modern software systems\n+ Familiar with MLOps and the infrastructure needed to run AI models in production\n+ Comfortable turning messy, heterogeneous, or unstructured information into trustworthy data, including through NLP, information extraction, or similar techniques\n+ Understand good scientific data practices including quality, provenance, versioning, reproducibility, permissions, and access controls\n+ Enough statistical fluency to reason about experimental data, uncertainty, and design of experiments\n+ Enjoy learning unfamiliar domains, working across disciplines, and solving ambiguous problems with significant ownership\n+ Experience with scientific or biological data, ML infrastructure, predictive modeling, optimization, or AI applications is helpful, but we don’t expect one person to have done all of these things before\n+ Must be authorized to work in the United States\n\nLearn more & apply: https://jobs.polymer.co/foray-bioscience/41044?source=Hacker...\n\nReferrals: Available in the form of a houseplant or a lab-grown Christmas tree, while supplies last!"
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_fe48d4256c9110cbffd2",
    "grade": 1,
    "confidence": "high",
    "reason": "The product management role is adjacent to product-experience work, but its stated focus is security roadmap and engineering priorities. User interviews, experience design, prototyping, and testing are not stated.",
    "evidence": [
      "I’m hiring a product manager to lead our security roadmap and steer the priorities of our security engineering team."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "User interviewing duties",
      "Designing and testing product experiences and prototypes"
    ]
  },
  "posting": {
    "title": "Lead Product Manager, Security",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_774ca9dccd2488bb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US + 18 countries)"
      ],
      "evidence_ids": [
        "ev_a54b183f09ea8582"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_1f39d75bab375746"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Wikimedia Foundation | Lead Product Manager, Security | REMOTE (US + 18 countries) | Full-time\n\nI lead the security and safety team for Wikipedia, at the Wikimedia Foundation. I’m hiring a product manager to lead our security roadmap and steer the priorities of our security engineering team.\n\nIt’s a high-pace, shipping-heavy time for the whole project right now, as we are dedicating ourselves to surviving all the ways AI is messing with us and the internet, and getting to the other side of it. I joined myself about a year ago, and have found it to be a great time and place to swing big and surprise people.\n\nThis is a PM role and PM background is certainly helpful, but it’s not strictly required (everyone has the first PM job at some point). A technical background and security expertise are a must for this role, so we’re also open to people in engineering roles, who have demonstrated PM-relevant skills and are interested in making a pivot.\n\nYou can apply at https://job-boards.greenhouse.io/wikimedia/jobs/8140060?gh_s... - we don’t auto-filter based on AI or anything like that, I will personally see your resume."
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_f6eb60d3622a24208721",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves Kubernetes and infrastructure security, but its primary duties are security engineering rather than building and operating Kubernetes infrastructure.",
    "evidence": [
      "You will conduct in-depth code reviews, implement security best practices, and influence the overall security strategy.",
      "Your expertise in TypeScript, Python, Kubernetes, CI/CD, and terraform orchestration will be crucial in identifying and mitigating potential security vulnerabilities."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role includes substantial Kubernetes infrastructure engineering duties."
    ]
  },
  "posting": {
    "title": "Security Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_362ac1bb27a00421"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite in San Francisco"
      ],
      "evidence_ids": [
        "ev_92626ec6486f1e8b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "single_role",
    "description": "Factory | Security Engineer | Onsite in San Francisco | Full-time\n\nCome work on my team! (We’re hiring lots of engineers right now, but I’m biased toward my own group today.)\n\nFactory builds software development agents that accelerate the world's largest enterprise engineering teams. We're helping customers including Nvidia, Adobe, Adyen, Klarna, and Ernst & Young turn their engineering organizations into autonomous development systems — shipping code, reviewing PRs, running tests, and deploying continuously.\n\nWe're seeking a talented Security Engineer to join our team. In this role, you will play a critical role in developing and maintaining the security foundation of our platform. You will conduct in-depth code reviews, implement security best practices, and influence the overall security strategy. Your expertise in TypeScript, Python, Kubernetes, CI/CD, and terraform orchestration will be crucial in identifying and mitigating potential security vulnerabilities.\n\nSoftware Engineer, Security: https://factory.ai/careers/software-engineer-security\n\nOther roles: https://factory.ai/company#careers"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_fcd8f8ccbd972908741f",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes related data pipeline work, but is primarily full-stack product engineering and does not state SQL or dbt use or analytics-engineering responsibilities.",
    "evidence": [
      "Ship full-stack features end to end, from the data model to the interface.",
      "Build the ingestion and enrichment pipelines that turn raw data into rich insights and alerts."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "SQL use",
      "dbt use",
      "Analytics-engineering work"
    ]
  },
  "posting": {
    "title": "Full-Stack Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_2ae58452c26d9dba"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US time zones)"
      ],
      "evidence_ids": [
        "ev_ceec80ddfc488b9f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f6ce9779a48e12b7"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "elixir",
        "label": "Elixir"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Obi9 | Full-Stack Engineer | REMOTE (US time zones) | Contract or Full-time | https://obi9.ai/jobs/full-stack-engineer\n\nA hedge fund analyst covering therapeutics has to watch hundreds of companies at once: press releases, SEC filings, management calls, updates on government sites, clinical data publications. Obi9 ingests all of it and surface what matters. Hedge funds pay for it today.\n\nWe are early and the team is small, so you would own entire surfaces of the product rather than pick up tickets:\n\n- Ship full-stack features end to end, from the data model to the interface.\n\n- Build the ingestion and enrichment pipelines that turn raw data into rich insights and alerts.\n\n- Work on AI-backed features, from ideation to serving them in the webapp and over MCP.\n\n- Make heavy data legible: dense tables, financial charts, document viewers, a live alert stream.\n\nStack: React + TypeScript, Node, Elixir, Python, distributed AI pipelines.\n\nBeyond full-stack ability we want someone who already understands one of these worlds. One is enough, we are not asking for all four:\n\n- Financial information systems. Bloomberg, FactSet, AlphaSense, Capital IQ, PitchBook. You know what entity resolution, identifier mapping and point-in-time data cost to get right.\n\n- Financial domain knowledge in healthcare. Equity research, valuation, or time spent living inside filings and models.\n\n- Audio and transcription. OtterAI Deepgram, AssemblyAI, Whisper. Diarization, speaker attribution, turning messy call audio into something quotable.\n\n- AI-intensive products where the pipeline IS the product. Legal AI, document intelligence, medical coding. You know what evals, grounding and extraction schemas that hold actually cost.\n\nMinimum: 5+ years building production web applications, a technical degree, fluency with current AI tooling, and eight continuous hours inside the 8:30am to 5:00pm ET window.\n\nApply: https://obi9.ai/jobs/full-stack-engineer?tab=apply"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_feef28350d71718662ab",
    "grade": 0,
    "confidence": "high",
    "reason": "The roles focus on backend software, production prototyping, and browser/desktop forensics rather than SQL/dbt analytics engineering. The data-processing role builds a software inventory, not analytics transformations or models.",
    "evidence": [
      "You'll write Go and Python backend services and touch endpoint-deployed browser and desktop components.",
      "This role is for someone who loves real browser and desktop forensics. You'll use dev tools and debuggers as your primary instruments."
    ],
    "unmet_requirements": [
      "Analytics engineering work"
    ],
    "unknown_requirements": [
      "SQL use",
      "dbt use"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_caeb15e53a8bff4e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US Timezones)"
      ],
      "evidence_ids": [
        "ev_e87b4d088d63abb9"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_36eeea03b64fcd5b"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 230000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170k to $230k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_59d05ac7681f471b"
      ]
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Sidekick Labs | Senior SWE, R&D Engineer, Intelligence Engineer | REMOTE (US Timezones) | Full-time | $170k to $230k Base + Equity + Health\n\nSidekick builds AI security software for enterprises. Our sensors observe AI behavior and use in situ. From those observations, our reasoning pipeline produces an application inventory and a risk picture, allowing us to provide real-time intervention and coaching right when it matters.\n\nCompensation: base salary scaled to experience, meaningful early-stage equity, and 100% covered health insurance for you and your immediate family\n\nWe are a highly senior team. Most of us have been founders or on early founding teams, so we operate with high ownership. We expect you to have a real, current AI-assisted development practice. Our system spans several languages, and we expect you to use AI tools to quickly navigate unfamiliar parts of the codebase so you can comfortably own problems end-to-end across a broad stack.\n\nWe are hiring for three roles:\n\n- Senior Software Engineer: You will work across our event-driven architecture. You'll write Go and Python backend services and touch endpoint-deployed browser and desktop components. You need to be comfortable developing in a multi-tenant, microservice-driven SaaS architecture and understand typical scale and security implications for such products.\n\n- R&D Engineer: This is not an open-ended research function. You will take ambiguous feasibility questions tied to our roadmap and return defensible answers inside a week. You'll build handoff-ready prototypes, then shift into engineering mode to personally drive them through to production. You will also define operational envelopes and degradation boundaries, and rigorously deprecate infeasible ideas with documented rationale to avoid future re-litigation.\n\n- Intelligence and Data Processing Engineer: This role is for someone who loves real browser and desktop forensics. You'll use dev tools and debuggers as your primary instruments. Expect to be reading minified code to find where state lives and analyzing network logs to understand undocumented APIs. You will figure out how AI products work and build the prototyping and automation to maintain our software inventory.\n\nTo apply:\nSend an email to [email protected] with the role in the subject. Include a PDF of your resume, a quick sentence or two about a tough technical problem you've solved recently, and links to your GitHub, personal site, and/or LinkedIn.\n\nI'm Eric, VP of Technology, and I will personally read every email sent to the HN subaddress. You can view my background here: https://www.linkedin.com/in/three-two-one\n\nhttps://sidekicklabs.com"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_ff4e34fc0dc989af75c8",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks full-stack AI engineering rather than product design, and its stated salary range is far below the requested amount, though the salary period is unspecified.",
    "evidence": [
      "Has strong full-stack engineering skills. Has built and deployed production applications.",
      "Expected salary: $30k – $90k (flexible based on experience, impact, and per capita)"
    ],
    "unmet_requirements": [
      "Product designer work"
    ],
    "unknown_requirements": [
      "Guaranteed pay of at least USD 400,000 per year; the posting does not specify the salary period and lists only $30k–$90k."
    ]
  },
  "posting": {
    "title": "2 Full Stack AI Engineer, 1 GTM",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_08f99641f04ed6bd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_08f99641f04ed6bd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 30000.0,
        "period": null,
        "currency": "USD",
        "original": "$30k – $90k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c22e4bcfc5e97a84"
      ]
    },
    "skills": [
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Interview Resources | 2 Full Stack AI Engineer, 1 GTM | REMOTE | Full-Time | $250k seed raised\n\nInterview Resources is building an AI-powered deep research platform for interview preparation. Instead of generic interview guides, we autonomously research company-specific interview experiences across Reddit, YouTube, LinkedIn, engineering blogs, company websites, Glassdoor, and other public sources, then generate structured preparation reports in minutes.\n\nWe are already profitable with 3k+ paid users.\n\nOur stack currently includes Next.js, React, TypeScript, Node.js, PostgreSQL, Docker, Vercel, AWS, and modern AI tooling. Experience with LangGraph, LangChain, MCP, RAG, vector databases, or AI agents is a strong plus, but curiosity and the ability to learn quickly matter more.\n\nWe're looking for someone who:\n\nHas strong full-stack engineering skills. Has built and deployed production applications. Loves working with AI and LLM-powered products. Takes ownership and ships quickly. Has personal projects or open-source work they're proud of.\n\nExpected salary: $30k – $90k (flexible based on experience, impact, and per capita)\n\nExpected Joining Date: 1st October\n\nTo apply, visit https://www.interviewresources.app/careers (No Email; my email is spammed) with:\n\n1. Your CV/Resume. Your GitHub profile.\n\n2. Why do you like InterviewResources? (product-driven answer) Log in to the site and just see some sample reports.\n\n3. One piece of work or project you're most proud of (include links if possible).\n\n4. Please include your expected salary and location in your application.\n\nHuman-written messages are more likely to get a response.\n\nTry: https://www.interviewresources.app"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_eebaab401011db186cdb",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is production design for marketing and advertising assets, not product design. The posting also does not state compensation, so the requested annual minimum cannot be verified.",
    "evidence": [
      "We need a production designer who turns briefs into polished, on-brand marketing, social and ad creative, fast, inside an existing brand system."
    ],
    "unmet_requirements": [
      "Product designer work"
    ],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year"
    ]
  },
  "posting": {
    "title": "Production Designer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_caa527e6422fa9cd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (async, global)"
      ],
      "evidence_ids": [
        "ev_742ebca3dc94e700"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "We The Flywheel | Production Designer | REMOTE (async, global) | Contract, part-time to full-time | https://wetheflywheel.com/en/careers/production-designer-rem...\n\nWe're a small, agent-led studio. Most of our ops run through AI agents, and the people here direct them. We need a production designer who turns briefs into polished, on-brand marketing, social and ad creative, fast, inside an existing brand system.\n\nWhat we're looking for:\n- Real Figma experience (required)\n- You've wired Figma into coding agents like Codex or Claude Code (e.g. Figma MCP), so a design becomes working code without a hand-off\n- Strong typography and layout craft, and you can keep quality up across a high volume of assets\n- Clear written English for async work\n\nApply through the link. It starts with a short skills assessment, no cover letter needed.\n\nFor other roles, see our careers page: https://wetheflywheel.com/en/careers/?utm_source=hackernews&..."
  }
}

{
  "judgment": {
    "query_id": "robotics_constraints",
    "job_id": "job_0d234053992d25339714",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for software engineering rather than stated robotics work, and its Oxford hybrid arrangement explicitly conflicts with fully remote work from Mexico. Junior opportunities are supported, but the degree policy is unstated.",
    "evidence": [
      "Aurora Energy Research | Senior & Junior Software Engineers | Hybrid in Oxford, UK | full-time | https://careers.auroraer.com/",
      "We have roles for every experience level."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico: the posting specifies hybrid work in Oxford, UK and GB eligibility."
    ],
    "unknown_requirements": [
      "Robotics engineering duties are not stated.",
      "No university degree required: degree policy is not stated."
    ]
  },
  "posting": {
    "title": "Senior & Junior Software Engineers",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_6d97b8a2dd63956b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid in Oxford, UK"
      ],
      "evidence_ids": [
        "ev_7378e79c358d41ba"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_822675c21a9f398a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Aurora Energy Research | Senior & Junior Software Engineers | Hybrid in Oxford, UK | full-time | https://careers.auroraer.com/\n\nWe’re hiring multiple passionate software developers to help build innovative solutions that power the future of energy. We have roles for every experience level. Work alongside exceptional colleagues to create cutting-edge software and shape the energy landscape! Learn more and apply here:\n\nSenior Software Engineer: https://careers.auroraer.com/postings/91347816-7029-442f-9db...\n\nSoftware Engineer: https://careers.auroraer.com/postings/8c289ab6-283b-4270-a3e..."
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_0d84ab56a57b6e64ce25",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves infrastructure engineering and orchestration, but Kubernetes is not mentioned; the stated stack focuses on Rust and Linux systemd daemons.",
    "evidence": [
      "Daemon and node orchestration,",
      "Stack: Rust, Tokio, Axum, SOCKS5, Linux systemd daemons, SQLite"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Kubernetes infrastructure responsibilities or use"
    ]
  },
  "posting": {
    "title": "Backend Systems Engineer (Rust)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a494fd507e20be20"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, Global"
      ],
      "evidence_ids": [
        "ev_dedc2ae370450a9e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "sqlite",
        "label": "SQLite"
      }
    ],
    "role_kind": "single_role",
    "description": "Proxybase | Backend Systems Engineer (Rust) | Remote, Global | Full-Time\n\nHi HN,\nI’m the founder of Proxybase [0]. We’re building a SOCKS5 proxy network focused on transparency and ethical sourcing in the residential proxy market.\nA quick note for anyone who applied last month: thank you to everyone who reached out. We received far more strong applications than expected, and between running day-to-day operations and working through the backlog, we took much longer to reply than we should have.\nIf you applied last month and haven’t heard back yet, I’m sorry for the delay. We’re actively reviewing those applications alongside this new batch.\n\nWhy Proxybase?\nThe residential proxy industry has a rough history. Some providers rely on hidden background scrapers bundled into TV firmware or mobile apps, while others use payout systems that can hold provider funds for months.\n\nWe’re trying to build something better:\nOpen-source clients: Our GUI [1] and CLI [2] are fully open source, so anyone can inspect and audit what runs on their device.\nExplicit consent: Providers knowingly opt in. No stealth bundling.\nFair, fast payouts: The minimum payout is $1, sent directly to provider wallets in USD stablecoins. We do not hold funds to earn interest on them.\n\nWe’re hiring a Backend Systems Engineer with Rust experience to help build:\n\nAsynchronous SOCKS5 routing infrastructure,\nDaemon and node orchestration,\nAutomated bandwidth-allocation pipelines\n\nStack: Rust, Tokio, Axum, SOCKS5, Linux systemd daemons, SQLite\n\nLocation: Fully remote, async-friendly, flexible time zones\nCompensation: Competitive salary plus equity. USD or stablecoin payment options are available.\n\nIf you’re interested in building infrastructure for an industry that needs better standards, email [email protected] with your GitHub, résumé, and a short note about what you’ve been working on recently.\n\nI’ll also be around in the comments to answer questions and hear feedback.\n\n[0]: https://proxybase.xyz\n\n[1]: https://github.com/proxybasehq/proxybase-gui\n\n[2]: https://github.com/proxybasehq/proxybase-cli"
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_0c7d26205733e4138155",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves Python/Django backend development and data pipelines, matching the requested work.",
    "evidence": [
      "Python/Django deeply internalized; solid JS skills and able to wrangle Vue/React.",
      "You rock backend data pipelines like old jeans: Dagster, Snowflake, DuckDB, Postgres - in the cloud or on your bitchin' VM rack."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "SENIOR SOFTWARE ENGINEER (Python/Django + JavaScript - VueJS/React)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7e5b3ed20e2f1ff5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (USA ONLY)"
      ],
      "evidence_ids": [
        "ev_94274ec3384736f0"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_dc474423440d8997"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 150000.0,
        "period": "year",
        "currency": "USD",
        "original": "$150K–$220K USD/year",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_e8babcf6b1f42f0c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "django",
        "label": "Django"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "VersaFeed.com | SENIOR SOFTWARE ENGINEER (Python/Django + JavaScript - VueJS/React) | REMOTE (USA ONLY) | Full-time\n\nAbout us: Fancy ETL pipeline which processes products from huge ecommerce companies. Data extraction and massage, delivery to destinations like Google/Meta/TikTok/etc. Profitable, 18+ yrs stable, 100% employee-owned. No VC, no pointless meetings, just serious coding.\n\nStack: Python/Django, JavaScript, VueJS/React, Docker, Git, PostgreSQL/Snowflake/DuckDB, Dagster, AWS + Strong agentic coding skills (Claude Code / Codex)\n\nCompensation: $150K–$220K USD/year DOE.\n\nYou: 5+ yr senior dev who's seen (and fixed) enough dumpster-fire code to last a lifetime. Python/Django deeply internalized; solid JS skills and able to wrangle Vue/React. You rock backend data pipelines like old jeans: Dagster, Snowflake, DuckDB, Postgres - in the cloud or on your bitchin' VM rack. Docker and Git are second nature. You've embraced agentic coding while still keeping the bots from running the slop show. You play well with others and write code that's easy to live with. Bonus: building AI assistants with PydanticAI, Py2→Py3 migrations, CI/CD and DevOps chops.\n\nTimezones: Primary time zone is PST (standups at 9AM PST). Generally async-friendly but you must reside in the United States and be geographically grounded.\n\nBenefits: 401K match, healthcare/vision/dental, equity, fully remote. Stable company with no time-wasters.\n\nApply: email jobs+hn261 [the-at-mark-thing] versafeed [the-period-thing] com"
  }
}

{
  "judgment": {
    "query_id": "infra_constraints",
    "job_id": "job_f43f74b46ee925b2d966",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on building AI marketplace agents, not platform engineering. Fully remote work is supported, but junior seniority, eligibility to work from Mexico, and a no-degree policy are not established.",
    "evidence": [
      "You'll design and ship autonomous agents that run real steps of the marketplace (sourcing, quoting, order matching, supplier follow-up) on real transactions and real money, with a human in the loop where risk demands it.",
      "We are a fully remote, global team of 55. No visa sponsorship/relocation."
    ],
    "unmet_requirements": [
      "Platform engineering work"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Remote work eligibility from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a9fb1e9b999ee53d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (preferred Spain, UK, Poland, Romania)"
      ],
      "evidence_ids": [
        "ev_85b34d39359a9cad"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "ES",
        "GB",
        "PL",
        "RO"
      ],
      "evidence_ids": [
        "ev_8bba35770f6ce393",
        "ev_069d29a51d044b9e",
        "ev_969db3676ab75e9d",
        "ev_75a384d9b675914b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Axmed | AI Engineer | REMOTE (preferred Spain, UK, Poland, Romania) | Full-time | apply: axmed.teamtailor.com/jobs/8175859-ai-engineer\n\nAxmed runs a live B2B marketplace connecting healthcare providers in low- and middle-income countries with pharmaceutical suppliers, working to make sure geography and income never stand between someone and the medicine they need. Backed by the Gates Foundation and Founderful. We're past proving it works and into scaling it — this role is what takes us there.\n\nYou'll design and ship autonomous agents that run real steps of the marketplace (sourcing, quoting, order matching, supplier follow-up) on real transactions and real money, with a human in the loop where risk demands it. Full lifecycle ownership: you decide the approach, build it, ship it, watch it, fix it.\n\nStack: Python, your choice of orchestration framework (LangChain/LangGraph/LlamaIndex/CrewAI), LLM APIs, cloud infra, CI/CD.\n\nWe are a fully remote, global team of 55. No visa sponsorship/relocation.\n\nApply: axmed.teamtailor.com/jobs/8175859-ai-engineer"
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_ed8c41f00747cba41d3a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting describes full-stack product development and customer-facing integrations, rather than platform engineering. It also does not establish the required USD 400,000 annual minimum: the advertised range is $150k–$225k with no stated pay period.",
    "evidence": [
      "0-1 product, real UI/UX ownership, ERP integrations that sync POs and manufacturing data.",
      "You: 5+ years full-stack, startup or 0-1 experience, fast with APIs (bonus: ERPs)."
    ],
    "unmet_requirements": [
      "Platform engineering work"
    ],
    "unknown_requirements": [
      "Guaranteed pay of at least USD 400,000 per year; the advertised compensation has no stated pay period."
    ]
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_4fed6965d21ff2d5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Chicago, Seattle"
      ],
      "evidence_ids": [
        "ev_1d0670f5f31d0018"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 225000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150k-$225k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2a7e80797f93e9e1"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Silkline | Software Engineer | Chicago, Seattle | ONSITE (5 days/week) | $150k-$225k + equity | https://silkline.ai\n\nModern hardware supply chains run on spreadsheets, email, PDFs, and prayer. It's like fax woke up in 2026. We're fixing it with an AI-first procurement platform for aerospace, defense, and nuclear manufacturing - customers include Machina Labs, Astranis, K2 Space, Castelion, and Antares.\n\nAt SmallSat last month, a supplier walked up to me (in a full spacesuit costume), said \"oh you're from Silkline, we love you guys!\" and handed us a roadmap item on the spot. That's the job: sit with customers, hear what's broken, ship it. 0-1 product, real UI/UX ownership, ERP integrations that sync POs and manufacturing data.\n\nStack: TypeScript, React, Next.js, GraphQL, Trigger.dev. You: 5+ years full-stack, startup or 0-1 experience, fast with APIs (bonus: ERPs). The role touches ITAR-controlled data, so US persons only, no visa sponsorship.\n\nWe 5x'd our customer base this past year and continue to grow fast. Small team, direct line to the founders (Isaac and myself). Also: space-suited mascot named Silky.\n\nApply: https://jobs.gem.com/silkline/am9icG9zdDrLwsEQTKKa02Ut_F9kgz...\nQuestions? [email protected] (mention HN)"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_f5b594ad0880df385a16",
    "grade": 0,
    "confidence": "high",
    "reason": "The backend opening is explicitly staff-level, conflicting with the requested junior role. Fully remote work from Mexico and a no-degree hiring policy are not established.",
    "evidence": [
      "* Staff Backend Engineer – AI",
      "Remote: our roles are primarily NL, US, North Macedonia, or CA-based (hybrid), but exemptions for remote work within the EU may apply to specific cases."
    ],
    "unmet_requirements": [
      "Junior backend engineer role"
    ],
    "unknown_requirements": [
      "Fully remote work from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Staff Backend Engineer – AI; Senior Infrastructure Engineer; Lead Data Engineer; Senior React SDK Developer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_57d87d029d11a695",
        "ev_375c19a5dd4d764e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam (NL), Skopje (North Macedonia)",
        "Boulder, CO (US)",
        "Toronto (Canada))",
        "Remote possible"
      ],
      "evidence_ids": [
        "ev_9357d72ecbe1c2e9",
        "ev_6d9d72fe434f1a94",
        "ev_c31ced274421419a",
        "ev_b74e753e8c099e91"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA",
        "NL"
      ],
      "evidence_ids": [
        "ev_2eb9ab0e22347d5b",
        "ev_e4e7e8b32f806378",
        "ev_fe4846532ac214a5"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Stream | Multiple Positions | Amsterdam (NL), Skopje (North Macedonia) | Boulder, CO (US) | Toronto (Canada)) | Remote possible | Full Time | Visa Sponsorship\n\nAt Stream, we use Go for our video SFU, chat API, Moderation and Feeds, serving high traffic from major apps like Strava, Nextdoor, Patreon, and Midjourney. Our tech stack: Go, CockroachDB, RocksDB, WebRTC, Raft, and Redis.\n\nWe're hiring for:\n\n* Staff Backend Engineer – AI\n\n* Senior Infrastructure Engineer\n\n* Lead Data Engineer\n\n* Senior React SDK Developer\n\nWhy Join Stream?\n\n* High scale/ difficult engineering, we have customers using our products with millions of users\n\n* Default alive. Startup growth opportunity with healthy revenue\n\n* All managers are hands-on and capable engineers\n\n* Edge network of servers around the world\n\n* Great opportunity to learn and grow\n\nRemote: our roles are primarily NL, US, North Macedonia, or CA-based (hybrid), but exemptions for remote work within the EU may apply to specific cases.\nVisa Sponsorship: Available for the Netherlands\n\nApply here: https://jobs.ashbyhq.com/stream?utm_source=5rrpvObp3r"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_0b62d6902063599b4b69",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed openings are in solution engineering, developer advocacy, and marketing, not UX/product design or user research. No relevant design or research duties are described.",
    "evidence": [
      "Senior Solution Engineer (Observability & Linux) — North America, Remote\nSenior Developer Advocate — North America, Remote\nMarketing Manager — North America, Remote\nProduct Marketing Manager (Enterprise) — EMEA, Remote"
    ],
    "unmet_requirements": [
      "UX/product design or user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Solution Engineer (Observability & Linux) — North America, Remote; Senior Developer Advocate — North America, Remote; Marketing Manager — North America, Remote; Product Marketing Manager (Enterprise) — EMEA, Remote",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_43fe52c771437b11"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote",
        "EMEA, North America"
      ],
      "evidence_ids": [
        "ev_43fe52c771437b11",
        "ev_65ca0072d98d7ef0"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "VictoriaMetrics | Remote | EMEA, North America | Hiring\n\nVictoriaMetrics is an open-source monitoring and observability company. We build VictoriaMetrics, VictoriaLogs, and VictoriaTraces — high-performance, cost-efficient solutions for metrics, logs, and traces.\n\nOur products are used by companies including Spotify, Wix, Grammarly, CERN, and thousands of others, with 1B+ downloads of our open-source products.\n\nWe're a fully remote team of 60+ and are currently hiring:\n\nSenior Solution Engineer (Observability & Linux) — North America, Remote\nSenior Developer Advocate — North America, Remote\nMarketing Manager — North America, Remote\nProduct Marketing Manager (Enterprise) — EMEA, Remote\n\nWe're particularly interested in people with experience in open source, observability, monitoring, infrastructure, databases, developer tools, or technical B2B products.\n\nJobs & applications: https://careers.victoriametrics.com/\n\nHappy to answer questions about VictoriaMetrics or the roles here."
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_0d86cd04a7123fb4b3fb",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting supports junior ML engineering and worldwide remote work, including Mexico, but does not explicitly establish that no university degree is required.",
    "evidence": [
      "Deeter Analytics | ML Engineer | REMOTE (WORLDWIDE) | Full-time",
      "One junior ML engineer to work directly with our senior technical lead on an AI system for our own trading."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "ML Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c271131ad894efbe"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (WORLDWIDE)"
      ],
      "evidence_ids": [
        "ev_e23e79b71b327887"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_2aaabc7e2b250cb0"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Deeter Analytics | ML Engineer | REMOTE (WORLDWIDE) | Full-time\n\nSmall private investment firm trading its own capital. One junior ML engineer to work directly with our senior technical lead on an AI system for our own trading. No finance background needed — we hire on fundamentals and side projects you actually shipped. Apply at https://jobs.ashbyhq.com/deeter-analytics/2c12339b-d302-427c..."
  }
}

{
  "judgment": {
    "query_id": "robotics_keywords",
    "job_id": "job_17d31f58f0fe0473068c",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly matches robotics engineering, with software work on industrial robots, motion planning, and physics-based simulation. The request specifies no additional restrictions.",
    "evidence": [
      "Senior Robotics Software Engineer",
      "We built our own software stack from scratch, from motion planning to physics-based simulation"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Robotics Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_2875e0899911cbc8"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Austin, TX"
      ],
      "evidence_ids": [
        "ev_2853b4b2c8d9ff8b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 210000.0,
        "min": 165000.0,
        "period": null,
        "currency": "USD",
        "original": "$165 - 210k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_3f0eacbb562296e0"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Valstad Shipworks | Senior Robotics Software Engineer | Austin, TX | Full-time, on-site | $165 - 210k + equity\n\nWe're building the machine that builds the ships - a high-mix robotics platform for autonomous shipbuilding.\n\nIf you love making giant industrial robots do things they were never designed to do, we'd love to talk. We built our own software stack from scratch, from motion planning to physics-based simulation, so you'll get to work on really interesting problems that are usually a black box in an industrial setting.\n\nThe role: https://valstad.com/careers/senior-robotics-software-enginee...\n\nOther positions: https://valstad.com/careers/"
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_105f54e38fdb0f4f3921",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed role is sales and operations leadership, not machine learning engineering. The shared description mentions separate engineering openings but does not establish PyTorch work for this role.",
    "evidence": [
      "Director of Sales & Operations",
      "We're looking for someone with datacenter industry experience to build sales channels, partnerships, and customer relationships, support company operations, and help drive growth."
    ],
    "unmet_requirements": [
      "Machine learning engineering work"
    ],
    "unknown_requirements": [
      "PyTorch use"
    ]
  },
  "posting": {
    "title": "Director of Sales & Operations",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d443346838ad7400"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE",
        "Seattle or Denver/Boulder metros"
      ],
      "evidence_ids": [
        "ev_d443346838ad7400",
        "ev_14f147c46bd89232"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k to $220k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_d4fdef0087ed84b3"
      ]
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Neuralwatt | https://neuralwatt.com | REMOTE | Seattle or Denver/Boulder metros | Full-time\n\nHiring: 2 Engineers + Director of Sales & Operations\n\nEnergy is becoming one of the biggest constraints on AI infrastructure. Neuralwatt is building software to help datacenters get more useful AI compute and revenue from every kilowatt.\n\nWe're a VC-backed early-stage startup working on GPU optimization, AI infrastructure, energy-aware control systems, and the Neuralwatt Cloud.\n\n$180k to $220k DOE + equity\n\nYou'll work on:\nRust and Python,\nGPU, inference, and datacenter optimization,\nProduction AI infrastructure,\nEnergy-aware scheduling and control,\nNeuralwatt Cloud\n\nDirector of Sales & Operations\n\nWe're looking for someone with datacenter industry experience to build sales channels, partnerships, and customer relationships, support company operations, and help drive growth. Comfort using modern AI and agent tools is required.\n\nLocation: Remote-first, but you must be based in the Seattle or Denver/Boulder metro areas.\n\nNo visa sponsorship available.\n\nTo apply: [email protected]\nSubject: HN Hiring (<your metro>/<engineering or sales>)\n\nInclude your resume, GitHub or relevant work profile, and a short note on why you're interested in AI and energy."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_f85dc86648cb04f6e933",
    "grade": 0,
    "confidence": "high",
    "reason": "The engineering roles are plausibly relevant, but all advertised compensation ranges top out below the requested USD 400,000 minimum.",
    "evidence": [
      "(Senior) Software Engineer ($148K – $250K)",
      "Software Engineer, Infrastructure ($148K – $230K)"
    ],
    "unmet_requirements": [
      "Pay of at least USD 400,000 per year."
    ],
    "unknown_requirements": [
      "Whether the engineering duties specifically involve backend development.",
      "The compensation period is not explicitly stated."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_64b657bc2a603380",
        "ev_8a3b1b131eff5d9b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC / SF"
      ],
      "evidence_ids": [
        "ev_887f53f658060d7d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Middesk | Full-time | NYC / SF | Hybrid | middesk.com\n\nAt Middesk, we're building the business identity infrastructure that banks, fintechs, and platforms rely on to know who they're doing business with — powering KYB (Know Your Business) compliance, fraud prevention, and entity verification at scale.\n\nWe're expanding beyond verification into a full agentic compliance platform — orchestrators and specialist agents that automate what used to be manual compliance review. Backed by YC, Sequoia, and Accel (Series B).\nWe're a small, sharp team with high ownership — engineers work closely with customers and leadership, and get to see their work ship fast.\n\nOpen roles:\n\nForward Deployed Engineer ($148K – $255K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/a72b1048-1001-49b1-92bd-9c4...\n\n(Senior) Software Engineer ($148K – $250K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/e1c6af86-dce1-495f-a710-ad3...\n\nData Scientist ($175K – $210K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/f0da59d3-43fa-460b-88ea-4fc...\n\nLead Data Scientist ($210K – $250K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/7fd5aeb2-c33c-4f0a-ad3d-216...\n\nSoftware Engineer, Infrastructure ($148K – $230K) — SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/aed2c535-cd58-4920-9618-a0c..."
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_0b78de33ab7c3e319f71",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves backend services and seeks strong Python experience, matching the requested work.",
    "evidence": [
      "You’ll work on backend services, data pipelines, search, fingerprinting, vulnerability detection, malware detection, and performance optimization.",
      "Looking for strong Python (Flask/FastAPI) and/or Go experience, large-scale data systems, OpenSearch/Elasticsearch, Redis/LMDB, MongoDB/Postgres, Docker, and production systems."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_ac32d14416697206"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE Worldwide"
      ],
      "evidence_ids": [
        "ev_5a796d68e3c22023"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_fc6ddf730ee6f2e7"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "CyberAtlas | https://cyberatlas.ai | Software Engineer | REMOTE Worldwide | Full-time\n\nCyberAtlas maps the internet to help security teams, enterprises, and governments discover and understand their exposed digital infrastructure.\n\nWe’re hiring a Software Engineer to build internet-scale systems processing billions of domains and websites.\n\nYou’ll work on backend services, data pipelines, search, fingerprinting, vulnerability detection, malware detection, and performance optimization.\n\nLooking for strong Python (Flask/FastAPI) and/or Go experience, large-scale data systems, OpenSearch/Elasticsearch, Redis/LMDB, MongoDB/Postgres, Docker, and production systems.\n\nHow to apply:\nEmail [email protected] with your CV and, as a simple anti-bot check, include:\n\n1. The query you ran on Finder (https://cyberatlas.ai/finder)\n\n2. The first-page results returned by that query\n\n3. Please include “HN Software Engineer” in the subject."
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_04b8ca6ac05b6b0c09b5",
    "grade": 1,
    "confidence": "medium",
    "reason": "AI engineering and sensor-data modeling are plausibly relevant foundations, but the posting does not describe robotics work involving warehouse navigation or physical object manipulation.",
    "evidence": [
      "implementing models using sensor data for quality control",
      "You will mostly work with Python and a range of ML frameworks such as TensorFlow, PyTorch, or HuggingFace Transformers"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work on machines navigating warehouses",
      "Work on robotic picking or physical object manipulation"
    ]
  },
  "posting": {
    "title": "Senior AI Engineer; Senior Software Engineer; Medior AI Engineer; Squad Lead GenAI",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_c48170e9a09fa14d",
        "ev_ac860674c8a45d5d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam, Berlin, Munich, Eindhoven, Ghent (EU) On-site/hybrid"
      ],
      "evidence_ids": [
        "ev_d722848f7123e1cd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "tensorflow",
        "label": "TensorFlow"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "azure",
        "label": "Azure"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "ML6 | Senior AI Engineer | Python, TensorFlow, PyTorch, GCP, AWS, Azure | Full-time | Amsterdam, Berlin, Munich, Eindhoven, Ghent (EU) On-site/hybrid\n\nWe are an AI engineering company that builds end-to-end AI solutions. By applying the latest AI research, we keep our clients at the forefront of innovation.\nIf you are interested check out:\n\nhttps://www.ml6.eu/en/customers/cases/\n\nWork on innovative projects for the biggest clients across Europe such as Randstad, ASML, FUNKE, and many more! Whether it’s about leveraging LLMs to improve customer support, building data lakes on cloud platforms to improve storage or implementing models using sensor data for quality control. You can find it all at ML6.\nYou will mostly work with Python and a range of ML frameworks such as TensorFlow, PyTorch, or HuggingFace Transformers and help bring application into production by building data pipelines and cloud infrastructure on all of the major cloud providers (GCP, AWS, Azure).\n\nOpen roles include:\n\n• Senior AI Engineer\n\n• Senior Software Engineer\n\n• Medior AI Engineer\n\n• Squad Lead GenAI\n\nand many more!\n\nApply now at https://jobs.ml6.eu/"
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_06d978f35cc890ee7c7b",
    "grade": 1,
    "confidence": "high",
    "reason": "The probabilistic modelling and production use-case work is plausibly relevant, but the posting does not explicitly describe predictive-model training, model evaluation, or production model monitoring.",
    "evidence": [
      "We're building a system that represents domain knowledge as modular probabilistic models — making analysis rigorous and transparent.",
      "* Domain Experts - Valuation, Quantitative Default-Probability, or Interest Rate Prediction Models: to collaborate on use cases, from opportunity validation through production"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Predictive-model training responsibilities",
      "Model evaluation responsibilities",
      "Production model monitoring responsibilities"
    ]
  },
  "posting": {
    "title": "Engineering Program Lead; Backend Software Engineer; Quantitative Modelling Engineer; Bayesian Software Engineer (+3)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_dea2fd8678c6d997"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (EU time zone) + Quarterly Meet-ups"
      ],
      "evidence_ids": [
        "ev_21dd7ee5915efe79"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "PlantingSpace | Full-time | Remote (EU time zone) + Quarterly Meet-ups | https://planting.space\n\nWe're building a system that represents domain knowledge as modular probabilistic models — making analysis rigorous and transparent. Users can connect these models flexibly into larger structures. The system enforces consistency across them, and propagates uncertainty through each step. Our first applications are in finance and scientific research, with use cases ranging from equity valuation and distress monitoring, to particle physics.\n\nWe're hiring for the following openings:\n\n* Engineering Program Lead\n\n* Backend Software Engineer\n\n* Quantitative Modelling Engineer\n\n* Bayesian Software Engineer\n\n* Program Synthesis Engineer\n\n* Analytic Learning Algorithm Researcher\n\n* Product Managers and Business Development\n\n* Domain Experts - Valuation, Quantitative Default-Probability, or Interest Rate Prediction Models: to collaborate on use cases, from opportunity validation through production\n\nWe’ve recently released a series of recordings from one of our quarterly team retreats, to share a look into how we work, and some of the technical problems we’re solving. A few team members sat down and talked through these topics, unscripted, and real. If you consider applying to join us, they offer a glimpse into our culture, and what working with us is really like. Watch the series on YouTube » https://www.youtube.com/@plantingspace9225/videos\n\nFind out more, and apply at: https://planting.space/joinus/"
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_157cdcfd64e82d6c2770",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves owning Kubernetes-based cloud infrastructure, matching the requested work.",
    "evidence": [
      "- Hybrid cloud infra on GCP + Kubernetes: provisioning (IaC), CI/CD, GitOps (ArgoCD/Flux)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Cloud Infrastructure Engineer (SRE)",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "Golden, CO or San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_4ca6f052f63f2247"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k–$240k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_01841c706cca0514"
      ]
    },
    "skills": [
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "single_role",
    "description": "Loft Orbital | Senior Cloud Infrastructure Engineer (SRE) | Golden, CO or San Francisco, CA | $180k–$240k + equity | https://loftorbital.com\n\nLoft builds and operates shareable satellites so customers can fly a payload without building a spacecraft. We integrate, launch, and operate the mission end to end: Earth observation, IoT, on-orbit AI, national security. 30+ missions flown since 2017, fleet on track for 30 satellites by 2027, offices in SF, Golden, and Toulouse.\n\nOur Cloud Infrastructure team runs the ground segment that talks to the fleet. This is an SRE role with a twist: we apply DevOps practices to spacecraft control (we call it SatDevOps), and we'll train you to operate the satellites.\n\nWhat you'd own:\n- Hybrid cloud infra on GCP + Kubernetes: provisioning (IaC), CI/CD, GitOps (ArgoCD/Flux)\n- The observability stack (Grafana, Prometheus, Loki, tracing) across ground and flight systems\n- Reliability: RCAs, fault tolerance, performance tuning, long-term fixes over patches\n- Software-defined networking between ground stations, cloud, and mission ops\n- Developer experience: tooling and environments for the flight software and ops teams\n\nLooking for: strong public cloud (ideally GCP), deep Kubernetes, one backend language (Go/Python/Rust/C++/Java), IaC + CI/CD in anger, and someone who can design HA systems and then run them. Nice to have: FinOps, security tooling, orchestration in resource-constrained environments.\n\nBenefits: 100% company-paid medical/dental/vision for you and dependents, 401(k) + equity, flexible PTO + 12 holidays, 14/10 weeks paid parental leave, daily catered lunch, relocation assistance, and time with the team in France.\n\nApply: https://jobs.lever.co/loftorbital/3ae5c3e3-c1e0-4311-83b5-0b... and mention HN in your application."
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_1ec76b9500286cabab24",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves owning production infrastructure and Kubernetes deployment paths, matching the requested work.",
    "evidence": [
      "Kubernetes, GCP and AWS deploy paths, CI/CD, observability, cost, tenant boundary.",
      "4+ years production infra, Kubernetes past the tutorial, AWS and/or GCP at depth."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Cloud / Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c226339ba7931efb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (SF Bay Area, CA, US · Bengaluru, KA, India)"
      ],
      "evidence_ids": [
        "ev_27944f6970104c4d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "IN"
      ],
      "evidence_ids": [
        "ev_946199934adb64fe",
        "ev_ffe590c86144222b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Supero | Cloud / Platform Engineer | REMOTE (SF Bay Area, CA, US · Bengaluru, KA, India) | Full-time | https://www.supero.dev/careers/cloud-platform-engineer/\n\nWe generate full-stack apps and deploy them — a generated app becomes a live URL, on our infrastructure or in the customer's own AWS or GCP account. It's in production and it has more shell script in it than it should. You'd own it, and the mandate is to make it boring. Kubernetes, GCP and AWS deploy paths, CI/CD, observability, cost, tenant boundary.\n\nNo on-call rotation today — it's the founders and whoever last touched it. Building a real one is part of the job, not something you inherit alone.\n\n4+ years production infra, Kubernetes past the tutorial, AWS and/or GCP at depth. The rest is on the page, including the open problems that don't flatter us. I'm a co-founder — ask me anything here.\n\nYou can apply at: https://www.supero.dev/careers/cloud-platform-engineer/\n\nIntern Position: https://www.supero.dev/careers/software-engineer-intern/"
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_0c6d53c576656d269277",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting includes backend engineering work, but does not state compensation, so the required minimum annual pay cannot be verified.",
    "evidence": [
      "Senior/Staff Backend Engineer (Golang) : the control plane: peer\ncoordination, policy and access control, multi-tenancy, and keeping it\nall fast as customer networks grow into the hundreds of thousands of peers."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year."
    ]
  },
  "posting": {
    "title": "Senior/Staff Backend Engineer (Golang) : the control plane: peer; Network / Client Engineer (Golang) — the agent side: WireGuard; Solutions Engineer — technical, customer-facing, pre/post-sales. You'll",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f8d56197de0e4153"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany (or remote, CET/CEST overlap)"
      ],
      "evidence_ids": [
        "ev_0ff79e514be35961"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_4ee5c3c77adbcae1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "ios",
        "label": "iOS"
      },
      {
        "id": "android",
        "label": "Android"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "NetBird | Berlin, Germany (or remote, CET/CEST overlap) | Full-time\nhttps://netbird.io/careers\n\nNetBird is open source networking and access control WireGuard-based\noverlay networks with zero-config peer-to-peer connectivity. Open source, built\nin Europe, used by thousands of teams worldwide. We're a small and growing team going up against the incumbents in network security. Post Series A.\n\n- Engineering Manager : You will take a huge part in leading and scaling our engineering org. Unblocking, scaling, hiring, you'll still read code and hold technical opinions that impact the product. We're not looking for a pure people manager. Networking/infra background is a plus, not a filter. If you've scaled a team from 0 to 20+ and seen your product scale too, I'd love to talk to you.\n\n- Senior/Staff Backend Engineer (Golang) : the control plane: peer\ncoordination, policy and access control, multi-tenancy, and keeping it\nall fast as customer networks grow into the hundreds of thousands of peers.\n\n- Network / Client Engineer (Golang) — the agent side: WireGuard,\nNAT traversal and hole punching, relays, DNS, and shipping one client\nacross Linux, macOS, Windows, iOS and Android. If you enjoy debugging\nwhy one connection out of a thousand won't go peer-to-peer, this is\nthe role.\n\n- Solutions Engineer — technical, customer-facing, pre/post-sales. You'll\nbe the person who architects a rollout for a 500-person company's\nnetwork live on a call, and a great channel back into the roadmap.\n\nWe have an office in Berlin and mostly work CET/CEST. We'd love to have you\nin the office with us, but if your experience is stellar we're happy to hire\nremote. We're scaling quickly, so this is a chance to join early and scale your career as well as with the company.\n\nApply at https://netbird.io/careers, please mention you found us on Hacker\nNews in your application."
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_15fda02f7a9adaebfb0b",
    "grade": 1,
    "confidence": "high",
    "reason": "The duties match machine learning engineering, but compensation is stated in EUR per month and does not establish pay of at least USD 400,000 per year.",
    "evidence": [
      "owning the full lifecycle from prototyping to training, serving, monitoring, and continuously improving models in the cloud.",
      "€6,000 - €7,000 per month"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year; the posting provides only a EUR monthly range."
    ]
  },
  "posting": {
    "title": "Machine Learning Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_93dffc26ddc8ef53",
        "ev_94ac992974e00ca9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam, Netherlands"
      ],
      "evidence_ids": [
        "ev_395b971c6125f853"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "NL"
      ],
      "evidence_ids": [
        "ev_168955aadb412ea3"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 7000.0,
        "min": 6000.0,
        "period": "month",
        "currency": "EUR",
        "original": "€6,000 - €7,000 per month",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_a0c6a3908dea0870"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Attendi | Machine Learning Engineer | Amsterdam, Netherlands | ONSITE (hybrid) | €6,000 - €7,000 per month | Full-time (80–100%, ~4–5 days/week) | Visa sponsorship + 30% ruling possible\nCompany: Healthcare professionals spend too much valuable time on administrative tasks while they should be using that time delivering great care. Attendi enables healthcare professionals to report through speech. Aside from saving time, it removes the screen between client and caregiver, allowing more personal and effective care. Burdened by an aging population, the healthcare sector is in desperate need of innovators like Attendi. We provide an extraordinary work environment: getting paid well to work with smart people on things that actually have a positive impact on society.\n\nRole: As an ML Engineer, you will accelerate our roadmap through operationalisation of ML in real-world production systems, owning the full lifecycle from prototyping to training, serving, monitoring, and continuously improving models in the cloud. We pride ourselves on keeping teams small, tightly knit and agile, enabling us to build the next generation of reporting intelligence for health care professionals.\n\nSuitability: Hands-on experience/responsibility in an ML role. Full-stack with exposure to ML is not suited for this position.\n\nApply: https://attendi.recruitee.com/o/machine-learning-engineer"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_1da48f5e85415211cd9b",
    "grade": 0,
    "confidence": "high",
    "reason": "This is a product engineering role, not a UX/product design or user research role. Customer interviews are part of engineers' end-to-end feature ownership rather than dedicated design or research duties.",
    "evidence": [
      "Hiring Senior/Staff Product Engineers (Americas)",
      "You’ll own features from initial spec writing and customer interviews all the way to production."
    ],
    "unmet_requirements": [
      "UX/product design or user research as the primary work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Hiring Senior/Staff Product Engineers (Americas)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_69019f4d01258a02"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE",
        "Hiring Senior/Staff Product Engineers (Americas)"
      ],
      "evidence_ids": [
        "ev_69019f4d01258a02",
        "ev_93583ba2ba3939b7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 299000.0,
        "min": 178000.0,
        "period": null,
        "currency": "USD",
        "original": "$178k–$299k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_bf1e69a1e672c18b"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "single_role",
    "description": "Ashby | YC 19 | REMOTE | Hiring Senior/Staff Product Engineers (Americas) | $178k–$299k\n\nAshby is the all-in-one recruiting platform powering hiring at the world's most innovative companies. If you cmd+f \"Ashby\" you'll see that we're powering many of the job postings in this thread!\n\nAs we scale our platform, we are also looking to scale our Product Engineering team.\n\nWhy Join?\n\nHigh Seniority & Density: 80%+ of our engineering team is Senior–Staff+ level. You’ll be working alongside peers who excel at navigating ambiguity and setting high standards.\n\nTrue End-to-End Ownership: We give an unusual amount of autonomy. You’ll own features from initial spec writing and customer interviews all the way to production. Many of our most loved features were built entirely by a single engineer!\n\nProduct Sense > Pure Speed: Building fast is getting easier, but building the right thing still isn't. Customer empathy, sound judgment, and product taste matter far more to us than where you worked in the past.\n\n100% Remote Async Culture: Low meeting overhead, high trust, and an even distribution of engineers across North America and Europe.\n\nHere's how we're thinking about AI at Ashby:\nhttps://www.ashbyhq.com/blog/engineering/ai-ashby-engineerin...\n\nMore about our engineering culture:\nhttps://nextplayso.substack.com/p/should-you-join-ashby\n\nFull transparency on engineering levels + comp:\nhttps://www.ashbyhq.com/blog/engineering/leveling-and-compen...\n\nStack: TypeScript (frontend & backend), React, GraphQL API, Node.js, Postgres, Redis.\n\nFull list of open roles: https://www.ashbyhq.com/careers?utm_source=HNwhoshiring"
  }
}

{
  "judgment": {
    "query_id": "frontend_exclusion",
    "job_id": "job_3395867bb82f9598f4d9",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for data analysis rather than senior frontend engineering and explicitly requires onsite work, conflicting with the remote requirement.",
    "evidence": [
      "National Association of Realtors | Chicago or Washington DC - ONSITE | Data Analyst | Full Time",
      "Job is in-depth data analysis across multiple data sets - the challenges change weekly."
    ],
    "unmet_requirements": [
      "Frontend engineering work",
      "Remote work"
    ],
    "unknown_requirements": [
      "Senior-level role",
      "Eligibility to work from Mexico",
      "Whether eligibility is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Data Analyst",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_4d225d7f7bcacca9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Chicago or Washington DC - ONSITE"
      ],
      "evidence_ids": [
        "ev_469265ee39720042"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      }
    ],
    "role_kind": "single_role",
    "description": "National Association of Realtors | Chicago or Washington DC - ONSITE | Data Analyst | Full Time\n\nWe want Python + Pandas, SQL, statistics, data visualization and some AI; the usual data science stack. Job is in-depth data analysis across multiple data sets - the challenges change weekly. We're using Cursor for data science and AI is permeating all our analysis work - we're transforming from traditional data science to being AI-forward.\n\nJob is here: https://realtors.applicantstack.com/x/detail/a2yfvt49zurx"
  }
}

{
  "judgment": {
    "query_id": "tools_keywords",
    "job_id": "job_2379511e8f7c1008da4b",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on infrastructure operations and reliability, not Rust compiler or developer-tool engineering. Rust appears as services the SRE works around, rather than the focus of development.",
    "evidence": [
      "I’m looking for an experienced SRE to own our infrastructure and reliability.",
      "You’re probably a good fit if you have deep AWS experience, have used Terraform seriously in production, write a lot of Python, and are comfortable working around Rust services."
    ],
    "unmet_requirements": [
      "Rust compiler or developer-tools engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Site Reliability Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_f9c3facf67bb30eb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE (SF)"
      ],
      "evidence_ids": [
        "ev_fbe4c5f433478166"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Strobe Power | Site Reliability Engineer | ONSITE (SF) | https://strobepower.com\n\nAI data centers are creating a massive new wave of electricity demand and putting even more strain on an aging grid. Strobe is building the power company that will meet that demand.\n\nOur software turns batteries and generators at commercial and industrial buildings into distributed power plants that can buy, sell, and dispatch electricity in real time. We build the control stack for operating these assets and the trading platform that connects them to wholesale energy markets.\n\nWe’re a small, high-ownership team working on critical infrastructure. You’ll learn how the energy system actually works: what happens inside the electrical room of a large commercial building, how data centers are powered, how utilities and grid operators communicate, and how a battery gets commissioned and brought online.\n\nThis is early, technical, and very real-world. The software you build will control physical equipment, keep power plants online, and move money in regulated markets. We’re the only company actively trading distributed power in FERC-regulated wholesale markets, with multiple behind-the-meter power plants operating in NYC and expansion underway in California and along the East Coast.\n\nI’m looking for an experienced SRE to own our infrastructure and reliability. We remotely operate millions of dollars of equipment, and it has to work. You’ll own our AWS environment, the control-room infrastructure that communicates directly with utilities and market operators, and the systems we use to deploy, observe, and operate a growing fleet. You’ll also work closely with the rest of the engineering team to establish good patterns as we ship new services and features.\n\nYou’re probably a good fit if you have deep AWS experience, have used Terraform seriously in production, write a lot of Python, and are comfortable working around Rust services. Energy experience is useful but not required (SCADA, DNP3, MQTT).\n\nStack: Python, TypeScript, Rust, Terraform, AWS, GraphQL/AppSync, MQTT, Grafana. We work in a monorepo designed for agent-assisted engineering workflows and are investing heavily in making engineers dramatically more effective with coding agents.\n\nApply: [email protected] or https://strobepower.com/careers. Please mention Hacker News."
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_167c505da6b112fd1e6f",
    "grade": 0,
    "confidence": "high",
    "reason": "The openings are senior engineering roles, not junior developer educator roles, and explicitly require hybrid work in the Netherlands rather than fully remote work from Mexico. The degree policy is unstated.",
    "evidence": [
      "Open Education Applications / Neon | Senior/Lead Platform & DevOps Engineer, Senior Frontend Engineer, Senior Full-Stack Engineer | Utrecht, The Netherlands | HYBRID | DUTCH REQUIRED"
    ],
    "unmet_requirements": [
      "Junior seniority",
      "Developer educator work",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior/Lead Platform & DevOps Engineer; Senior Backend Engineer/Architect; Senior Frontend Engineer; Senior Full-Stack Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_35f1a08e629c9283"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Utrecht, The Netherlands"
      ],
      "evidence_ids": [
        "ev_bf48545284664529"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "NL"
      ],
      "evidence_ids": [
        "ev_55c21bccb9e5fb52"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Open Education Applications / Neon | Senior/Lead Platform & DevOps Engineer, Senior Frontend Engineer, Senior Full-Stack Engineer | Utrecht, The Netherlands | HYBRID | DUTCH REQUIRED\n\nPlease note: working proficiency in Dutch is strictly required for these roles, and we kindly ask for no automated applications. The rest of this post will continue in Dutch.\n\nWij zijn een non-profit die zich inzet om lesmateriaal voor scholen beter, betaalbaarder en flexibeler te maken, in zowel digitale als gedrukte vorm.\n\nWerktijden en kantoordagen zijn flexibel en worden in overleg bepaald op basis van de rol. Wij bieden een competitief salaris.\n\nTechnologiestack: Git monorepo, TypeScript, Yjs en React, een beetje Python, OpenTofu/Terraform, Scaleway, managed PostgreSQL en managed Kubernetes.\n\nOpenstaande rollen:\n\n- Senior/Lead Platform & DevOps Engineer\n\n- Senior Backend Engineer/Architect\n\n- Senior Frontend Engineer\n\n- Senior Full-Stack Engineer\n\nE-mail jobs[at]openeducation.foundation met (HN) + de functienaam in het onderwerp, samen met een korte introductie en een link naar je LinkedIn-profiel en/of GitHub. Als er van beide kanten een goede match lijkt te zijn, plan ik graag een kennismakingsgesprek in.\n\nhttps://openeducation.foundation | https://www.neon.nl"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_3074e0295057c902412d",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is full-stack software development, not UX/product design or user research. Understanding users' workflows supports engineering delivery rather than establishing a design or research role.",
    "evidence": [
      "Apex Dental Partners | Full-Stack Developer | Dallas, TX | REMOTE (US) or HYBRID | Full-time | apexdp.com",
      "Big emphasis placed on being able to sit down with non-engineering team members and understand their workflows and build software to make it better."
    ],
    "unmet_requirements": [
      "UX/product design and user research as the intended work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Full-Stack Developer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_e27e1a3a9c6f60b4",
        "ev_47eb8575b1dfd923"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Dallas, TX",
        "REMOTE (US) or HYBRID"
      ],
      "evidence_ids": [
        "ev_8216cd2e954d8953",
        "ev_be4fb5090daab0ed"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_eac8e0b0058ee36b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "dotnet",
        "label": ".NET"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Apex Dental Partners | Full-Stack Developer | Dallas, TX | REMOTE (US) or HYBRID | Full-time | apexdp.com\n\nWe're a Dental Support Organization running 65 practices across eight states. Dentistry doesn't sound like a technical job, but the platform behind it is: we've built our own operations system (Rails 8 + React, Electron, Go, and C#/.NET against OpenDental, all on AWS) and we're pushing hard on automation and AI to make the practices run better.\n\nThe team is small and developers own problems end-to-end. You'll figure out why a billing workflow breaks down, design the fix, ship it, and hear from the office manager who uses it the next week. Recent work includes an AI-first metrics layer that answers operational questions in chat, automated patient scheduling and communication, insurance verification scraping, and a live PMS integration across every practice. The domain is wide (clinical workflows, payroll, patient comms, revenue cycle) and there's a lot of novel work left once you learn the business. Big emphasis placed on being able to sit down with non-engineering team members and understand their workflows and build software to make it better.\n\nGood fit if you want a stable company, a small team, broad latitude, and work that visibly matters to the people using it. We're actively building new features, not just maintaining what exists, so there's a healthy mix of greenfield work and improving a platform that's already in daily use by our nearly 1,000 employees.\n\nMust reside in the US and be authorized to work in the US without sponsorship.\n\nEmail me directly: dhanson [at] apexdp.com"
  }
}

{
  "judgment": {
    "query_id": "robotics_constraints",
    "job_id": "job_27a59a8a56551694b7ab",
    "grade": 0,
    "confidence": "high",
    "reason": "The robotics software internship is relevant to junior robotics work, but explicitly requires onsite work in Zürich and targets late-stage master's students, conflicting with fully remote work from Mexico and no degree requirement.",
    "evidence": [
      "Software Engineering Intern | ONSITE (Zürich, Switzerland) | Internship | No visa sponsorship",
      "We're specifically looking for late stage masters students with strong software engineering fundamentals and some skills in turning math into performant code."
    ],
    "unmet_requirements": [
      "Fully remote from Mexico: the role is onsite in Zürich and requires existing Swiss work rights.",
      "No university degree required: the posting specifically seeks late-stage master's students."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineering Intern",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_b0158c8fd16e4e23"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE (Zürich, Switzerland)"
      ],
      "evidence_ids": [
        "ev_079610e6c2781c14"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CH"
      ],
      "evidence_ids": [
        "ev_d0677326087e9248"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Robotics and AI Institute | Software Engineering Intern | ONSITE (Zürich, Switzerland) | Internship | No visa sponsorship\n\nWe're hiring some robotics systems software focused interns in our Zürich office. We're specifically looking for late stage masters students with strong software engineering fundamentals and some skills in turning math into performant code. We have two tracks available, either offline training infrastructure for RL (physics simulation, gaussian splatting, RL algo implementation) or on-robot deployment (online inference, fast C++).\n\nThe software team in Zürich is involved in building the tools that accelerate research, while having a close connection to what the researchers are doing.\n\nWe're looking for people who already have the right to work in Switzerland. That means Swiss/EU/EFTA citizens, or those with a work permit in Switzerland already.\n\nApplication link: https://jobs.lever.co/rai/46c744a8-2817-4453-8b3b-20b6d0ea1e..."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_26cada1fd66c848d3932",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves server-side web development with .NET, Web API endpoints, and SQL Server relational databases.",
    "evidence": [
      "We're hiring a Senior Software Engineer I to own features end-to-end on a mature, multi-tenant .NET platform, typically supporting more than one client implementation at a time, each with its own database and release calendar.",
      "Stack: C# / .NET 8 & .NET 10, ASP.NET Core, Web API, Entity Framework Core, MS SQL Server (heavy stored-procedure work), React + Redux front end, Git/PR workflow, Azure DevOps CI/CD."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software Engineer I",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_ca22fa9d4381ef85"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hyde Park, UT (ONSITE preferred; will consider candidates who can commute in 1-2x/month)"
      ],
      "evidence_ids": [
        "ev_bfcb34ce84d17625"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 135000.0,
        "min": 90000.0,
        "period": null,
        "currency": "USD",
        "original": "$90k-$135k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_eb7a5921636bcaab"
      ]
    },
    "skills": [
      {
        "id": "dotnet",
        "label": ".NET"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "azure",
        "label": "Azure"
      }
    ],
    "role_kind": "single_role",
    "description": "Tecuity | Senior Software Engineer I | Hyde Park, UT (ONSITE preferred; will consider candidates who can commute in 1-2x/month) | Full-time | $90k-$135k\n\nTecuity has spent 20+ years building software for Secretary of State offices — state government agencies handling business filings and public records. Real filing deadlines, statutory requirements, and citizens who depend on the system working.\n\nWe're hiring a Senior Software Engineer I to own features end-to-end on a mature, multi-tenant .NET platform, typically supporting more than one client implementation at a time, each with its own database and release calendar.\n\nStack: C# / .NET 8 & .NET 10, ASP.NET Core, Web API, Entity Framework Core, MS SQL Server (heavy stored-procedure work), React + Redux front end, Git/PR workflow, Azure DevOps CI/CD.\n\nAI-assisted development (Claude Code) is a standard, daily part of our engineers' workflow here, not a pilot program — you'll be expected to use it well and verify its output rather than just accept it.\n\nLooking for 6+ years professional experience in C#/.NET and SQL Server. Government, regulated, or compliance-driven software experience is a plus.\n\nIdeally we're looking for candidates who can work onsite from our Hyde Park, UT office, but we're open to Utah or Idaho candidates who can commute in once or twice a month for the right fit.\n\nEmail [email protected] with a bit about your background and a resume or for more information. See the full job posting at tecuity.com/careers"
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_0dfb35d8f687a9873165",
    "grade": 1,
    "confidence": "high",
    "reason": "The role matches backend engineering, but the posting does not establish annual pay of at least USD 400,000. Its listed salary has no stated pay period.",
    "evidence": [
      "Backend Software Engineer",
      "$135-$155k"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Annual compensation of at least USD 400,000; the listed salary does not specify a pay period."
    ]
  },
  "posting": {
    "title": "Backend Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_4ebd2e07837419fc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Global)"
      ],
      "evidence_ids": [
        "ev_b82ea5d89f1fa2c6"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_5faaabafd04bf98f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 155000.0,
        "min": 135000.0,
        "period": null,
        "currency": "USD",
        "original": "$135-$155k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_652649950086210c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "single_role",
    "description": "Enveritas (YC S18, non-profit) | Backend Software Engineer | Remote (Global) | https://enveritas.org/jobs/\nEnveritas is a 501(c)(3) nonprofit working on sustainability issues facing smallholder coffee farmers. We collect field data in 30+ countries and build systems for analyzing risks in coffee, cocoa, and tea supply chains (including EUDR-related deforestation checks).\n\n* Backend Software Engineer (Python, PostgreSQL/PostGIS, Docker, AWS, Terraform) - $135-$155k -https://enveritas.org/jobs/backend-software-eng/#10d7adef8us (worldwide remote)"
  }
}

{
  "judgment": {
    "query_id": "frontend_constraints",
    "job_id": "job_1ba694fb586d2b7f52eb",
    "grade": 0,
    "confidence": "high",
    "reason": "A frontend role is offered, but remote work is explicitly limited to the US, conflicting with working from Mexico. Junior seniority and a no-degree policy are not stated.",
    "evidence": [
      "Valkyrie Aero | Software Engineer (Autonomy, Perception, Frontend) | REMOTE (US) | Contract | U.S. Citizens",
      "- Software Engineer, Frontend (HMI)"
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Software Engineer (Autonomy, Perception, Frontend); Software Engineer, Autonomy; Software Engineer, Perception; Software Engineer, Frontend (HMI)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_84754a42f72b626b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_a95a1e7bc42327c8"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_182402da0e271997"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Valkyrie Aero | Software Engineer (Autonomy, Perception, Frontend) | REMOTE (US) | Contract | U.S. Citizens | https://valkyrieaero.com\n\nValkyrie Aero is a DoD prime contractor. We're building an airborne system for a manned counter-drone aircraft (that we operate) to enable a crew to find and engage Group 2-3 drones at low cost. Hiring contract software engineers for three roles:\n\n- Software Engineer, Autonomy\n\n- Software Engineer, Perception\n\n- Software Engineer, Frontend (HMI)\n\nWe’re a small team (for now) so this isn’t your traditional defense program. Bureaucracy kept to the absolute minimum. If you can work across more than one of these domains that’s a huge plus.\n\nI'm on the engineering team and read every application myself. I do not use AI to screen your applications and will read and reply to every single one; but please don’t send over walls of LLM generated text, I’d much rather be communicating with humans!\n\nApply: https://valkyrie-aero.breezy.hr/ and mention HN in your application."
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_365bd65cc93556b48188",
    "grade": 2,
    "confidence": "high",
    "reason": "The Site Reliability Engineer role directly involves Kubernetes infrastructure, platform reliability, and cluster hardware installation, matching the requested work.",
    "evidence": [
      "You'll work closely with customers to install hardware for Kubernetes clusters and collaborate with dev teams to ensure swift, reliable feature deployments.",
      "Stack: Linux, Kubernetes, Terraform, Ansible, GitOps (FluxCD), Argo Workflows, Talos Linux, Cilium CNI, Teleport, and monitoring tools (Prometheus, Grafana, Datadog)."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_758ed77fe6860bdd",
        "ev_e642a9922c7a0c9d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "London, UK"
      ],
      "evidence_ids": [
        "ev_789a2520d8b3acc4"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_d6820b95caaffdc6"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 70000.0,
        "period": null,
        "currency": "GBP",
        "original": "£70k-£90k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_8308f5476d7ee18e"
      ]
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Newton's Tree | Forward Deployed Engineer, Site Reliability Engineer | London, UK | HYBRID | Full-Time | https://www.newtonstree.ai/\n\nNewton's Tree is an early-stage health-tech startup enabling healthcare providers to select, test, deploy, and monitor third-party AI applications as part of routine care pathways. Our enterprise AI platform allows hospitals to safely and effectively adopt AI technologies at scale.\n\nWe are looking for adventurous builders to join us in two key roles to help bridge our platform and the hospital frontline:\n\nForward Deployed Engineer (£70k-£90k): You will be the critical link between our internal engineering team and hospital IT teams. While our SRE team focuses on core platform stability, you will own the site-specific implementations—navigating complex local networks, architecting integration paths, and ensuring our AI platform works across diverse environments.\nStack: Linux, Kubernetes, JSON/YAML, Python, SQL, and healthcare interoperability standards (HL7v2, FHIR, DICOM).\nhttps://www.newtonstree.ai/job/forward-deploy-engineer\n\nSite Reliability Engineer (£70k-£90k): You will ensure the reliability, scalability, and performance of our AI platform both in hospital sites (on-prem) and on the cloud. You'll work closely with customers to install hardware for Kubernetes clusters and collaborate with dev teams to ensure swift, reliable feature deployments.\nStack: Linux, Kubernetes, Terraform, Ansible, GitOps (FluxCD), Argo Workflows, Talos Linux, Cilium CNI, Teleport, and monitoring tools (Prometheus, Grafana, Datadog).\nhttps://www.newtonstree.ai/job/site-reliability-engineer\n\nLogistics: Both roles are Hybrid within the UK (with occasional in-person working in London and travel to hospital sites as needed). Please note that applicants must have the right to work in the UK, as we are unable to offer visa sponsorship.\n\nTo apply: Send your CV and a short note telling us why you'd be excited to work with Newton's Tree to [email protected], or read more at the links above."
  }
}

{
  "judgment": {
    "query_id": "tools_intent",
    "job_id": "job_291fbd73461ce27e8999",
    "grade": 1,
    "confidence": "medium",
    "reason": "The role includes parser performance and software-building infrastructure, which are adjacent to developer tooling, but it focuses on a web application platform rather than explicitly improving compilers or command-line tools.",
    "evidence": [
      "The codebase is Rust, with work including distributed storage, HTTP caching/ETags, CRDTs, parser/DOM performance, CI and production infrastructure."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role includes improving compilers or command-line tools used by programmers to build software."
    ]
  },
  "posting": {
    "title": "Founding Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_5be0696aa2d68bb2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_5be0696aa2d68bb2"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 130000.0,
        "min": 110000.0,
        "period": null,
        "currency": "USD",
        "original": "$110k–$130k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_d36163692db49d79"
      ]
    },
    "skills": [
      {
        "id": "html-css",
        "label": "HTML/CSS"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "single_role",
    "description": "Pagelove | https://pagelove.com | Founding Software Engineer | REMOTE | Full-time | $110k–$130k + early equity\n\nPagelove collapses the modern web stack into its simplest form: no databases, no APIs, no application servers. Just HTML that works like an app, scales like a CDN, and is AI-native by design.\n\nThe page becomes the application, API and persisted state. Humans and machines can read and update the same surface directly using CSS selectors over HTTP, rather than through separate HTML and API/MCP interfaces. With Pagelove, AI can finally build web applications without having to deal with the complexity of the full stack.\n\nWe’re seed-stage and well-funded, hiring our first non-founder engineer. The codebase is Rust, with work including distributed storage, HTTP caching/ETags, CRDTs, parser/DOM performance, CI and production infrastructure.\n\nOur development process is heavily agentic: Claude Code and Codex do substantial implementation work, with humans focused on architecture, review and the hard problems.\n\nhttps://ats.pagelove.com/roles/founding-software-engineer/"
  }
}

{
  "judgment": {
    "query_id": "tools_constraints",
    "job_id": "job_40e7aa081c05cc85a002",
    "grade": 0,
    "confidence": "high",
    "reason": "The software development work is potentially related, but the required Belgium hybrid arrangement explicitly conflicts with fully remote work from Mexico. Junior level, developer-tools duties, and a no-degree policy are not established.",
    "evidence": [
      "Hybrid (Belgium, 3 days/week)",
      "We're hiring software developers to work on our Python/PostgreSQL backend, fast JS framework, mobile apps, website builder, and more."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Developer-tools engineering duties",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Software Developer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_d94b821f235e58bf"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid (Belgium, 3 days/week)"
      ],
      "evidence_ids": [
        "ev_44b0f8643293d439"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "BE"
      ],
      "evidence_ids": [
        "ev_2bc7fc4a032cf558"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "sql",
        "label": "SQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Odoo | Software Developer | Hybrid (Belgium, 3 days/week) | Full-time | Visa + €10k Signing Bonus | https://www.odoo.com/r/4zN\n\nOdoo builds open-source business apps used by millions. We're hiring software developers to work on our Python/PostgreSQL backend, fast JS framework, mobile apps, website builder, and more.\n\nWhy join us:\n\n- €10k signing bonus - Visa sponsorship + relocation support (contains flight ticket + airport taxi + 1 month free housing) - No clients, no deadlines — just clean, open-source code - Pick your team after 3 weeks of onboarding - Great team, countryside office (with chef!), flexible hours\n\nYou:\n\n- Master a programming language - Proficiency in object-oriented programming - Strong in SQL and relational database, data structures, and DB design - Passionate, autonomous, and eager to build real stuff\n\nApply → https://www.odoo.com/r/4zN"
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_3603bf48dd83f4751101",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes backend service development, but Python work is not stated; the described migration targets Go from Ruby/Rails.",
    "evidence": [
      "while helping migrate services from Ruby/Rails to Go and develop AI-powered features.",
      "• Knowledge of REST APIs, SQL, and relational data models"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Python backend development"
    ]
  },
  "posting": {
    "title": "Associate Software Engineer, Expenses",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_11b5af2af75bd600"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Toronto, Canada"
      ],
      "evidence_ids": [
        "ev_e902f61cf75d3e65"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CA"
      ],
      "evidence_ids": [
        "ev_614cdb16915ce8e3"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 136000.0,
        "min": 109000.0,
        "period": null,
        "currency": "CAD",
        "original": "$109K–$136K CAD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_6f7c62b3f4f9b5de"
      ]
    },
    "skills": [
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "mysql",
        "label": "MySQL"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Justworks | Associate Software Engineer, Expenses | Toronto, Canada | HYBRID | Full-time | $109K–$136K CAD\n\nJustworks helps small businesses manage payroll, benefits, HR, and compliance so they can focus on running their business.\n\nWe’re hiring an Associate Software Engineer for our Toronto Expenses pod. You’ll work alongside 3–4 senior engineers building expense submissions, approvals and reimbursements, while helping migrate services from Ruby/Rails to Go and develop AI-powered features.\n\nWe’re looking for:\n\n• 1+ year of professional software engineering experience\n• Experience with a modern server-side language and interest in learning Go\n• Knowledge of REST APIs, SQL, and relational data models\n• A product-minded, customer-focused approach\n• Curiosity about AI-assisted development\n\nOur stack includes Go, Ruby on Rails, JavaScript, MySQL, Kafka, AWS, Redis, Docker, Terraform, Kubernetes, CircleCI, and Datadog.\n\nApply: https://grnh.se/wlv9zr391us"
  }
}

{
  "judgment": {
    "query_id": "security_constraints",
    "job_id": "job_1c613818cec72541dae3",
    "grade": 0,
    "confidence": "high",
    "reason": "The security opening is explicitly senior rather than junior, and remote work is limited to the US/Canada rather than Mexico. The degree policy is not stated.",
    "evidence": [
      "- Senior Platform Security Engineer",
      "Spade | Multiple Engineering + Data Science Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity"
    ],
    "unmet_requirements": [
      "Junior security engineer role",
      "Fully remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Platform Security Engineer; Backend Engineer (Mid Level); Data Scientist (Mid & Sr Levels)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_b6394df28da2d7ee",
        "ev_4cdf761971d9c286"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE NYC or REMOTE (US/Can)"
      ],
      "evidence_ids": [
        "ev_c93ff48cbe0cb139"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7061db18248afedb"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170-240K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_58ecc43caf2fd97b"
      ]
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Spade | Multiple Engineering + Data Science Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity\n\nSpade is the data and AI platform for modern finance. We take messy transaction data and turn it into structured, verified records — with a platform, models, and tooling that help our customers use it everywhere it matters.\n\nWe're looking for extraordinary builders to play a foundational role in a company designed for scale:\n\n- Senior Platform Security Engineer\n- Backend Engineer (Mid Level)\n- Data Scientist (Mid & Sr Levels)\n\nWe're well-funded by top investors (YC/a16z/OAK), and known for building intentional, inclusive culture. We offer competitive compensation (salary + equity) and comprehensive benefits.\n\nIf interested, please apply here (https://spade.com/careers/) and mention this post."
  }
}

{
  "judgment": {
    "query_id": "mobile_no_match",
    "job_id": "job_047c1db593021b20dca3",
    "grade": 1,
    "confidence": "high",
    "reason": "This is a product engineering role, but iOS development is not stated. The quoted compensation is below the requested numerical minimum, but its period is unspecified, so it cannot establish or definitively contradict USD 400,000 per year.",
    "evidence": [
      "Mondrio | Founding Product Engineer | San Francisco | ONSITE | $200k – $250k plus equity",
      "customers, models, server, clients (web, TUI, chatbots), evals"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "iOS engineering duties",
      "Annual pay of at least USD 400,000; the compensation period is unspecified"
    ]
  },
  "posting": {
    "title": "Founding Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_375b94ce87437dd0"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco"
      ],
      "evidence_ids": [
        "ev_7b3e45e379165819"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 250000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k – $250k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_05654e66c321e579"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Mondrio | Founding Product Engineer | San Francisco | ONSITE | $200k – $250k plus equity\n\nMondrio (https://mondrio.io) builds agentic pricing management: AI agents plus pricing experts that keep B2B pricing current rather than a one-off, one-time exercise. The founding team ran 150+ pricing engagements before starting the company and are translating that expertise to shape the next frontier of pricing in the agentic era.\n\nThe role comes with significant scope and high autonomy. You will own the full product lifecycle: customer discovery -> rapid prototyping -> agent-ready specs -> shipping via agentic orchestration -> o11y and evals -> growth & expansion.\n\nHere are some domains you will ship:\n- Multi-agent simulation to emulate the behavior of a buying committee\n- A2A pricing interactions governed by OPA/Rego policies defined from natural language\n- Generative UX driven by a MCP server with full system capabilities access\n- Autonomous quote generation and real-time deal intelligence during sales calls\n\nWe don't have PMs or product designers so you serve as the product bridge between the founders, pricing experts, and engineering. If you're a mature engineer, looking to work with a very senior/staff team across the stack: customers, models, server, clients (web, TUI, chatbots), evals, then this is the role for you. In short, the role is ideal for someone who has significant product engineering expertise and has sharpened their SDLC competency to be AI-native.\n\nApply at https://ats.rippling.com/mondrio/jobs/9fefe011-331a-43a2-83a...."
  }
}

{
  "judgment": {
    "query_id": "robotics_constraints",
    "job_id": "job_3d73eb93ca4c5c3647a4",
    "grade": 0,
    "confidence": "high",
    "reason": "The robotics work matches, but the explicitly onsite role conflicts with the fully remote requirement. Junior level, eligibility to work from Mexico, and a no-degree policy are not established.",
    "evidence": [
      "Lumen Labs | Robotics / Hardware Engineer | San Francisco, CA | ONSITE | Full-time | $130k–200k + equity | https://lumenresearch.co"
    ],
    "unmet_requirements": [
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Junior-level role",
      "Eligibility to work from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Robotics / Hardware Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_c1bbb461a75bbda9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_a583f8eddbaecdec"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 130000.0,
        "period": null,
        "currency": "USD",
        "original": "$130k–200k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_ffabf1ea4034fa57"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Lumen Labs | Robotics / Hardware Engineer | San Francisco, CA | ONSITE | Full-time | $130k–200k + equity | https://lumenresearch.co\n\nI'm Daniel, co-founder. Lumen Labs is building the cognitive layer for physical AI. Nearly every major robotics effort today teaches machines by showing them thousands of hours of human teleoperation. We think that paradigm has a ceiling, and we're working on nature-inspired architectures for unstructured environments (construction sites, mining, pipelines, battlefield). Pre-seed, backed by top VC funds and operators from robotics/AI companies.\n\nWe're a team of two and hiring teammate #3 to own the hardware and infrastructure that keeps our research platforms running: the ROS2 (Humble) stack across onboard and offboard compute, sensor integration and calibration (LiDAR, depth, IMU, encoders), the safety pipeline during autonomous runs, and getting trained policies onto real hardware. Today that's wheeled navigation; we're dipping our toes into drones and eyeing weirder platforms like pipeline inspection. Where we're at: zero-shot sim2real transfer with a policy that runs at 100Hz on an ESP32 and took under a day to train.\n\nYou: hands-on with real mobile robots (UART, encoders, PWM, IMU, LiDAR), strong Python + embedded, comfortable reading code you didn't write, and can debug hardware and firmware at the same time. If \"full-stack\" to you means firmware, a multimeter, and a ROS node in the same afternoon, you'll fit right in. Visa/relocation support for the right person.\n\nFull posting: https://desert-bearskin-26d.notion.site/Robotics-Engineer-Ro...\n\nEmail [email protected], mention HN, and tell us about a project you've built. If you can link to a time you got a trained policy running on real hardware, you go to the top of the pile."
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_510cb80a367b4e21562c",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting includes a product designer role, but its stated $140,000–$190,000 range is entirely below the requested USD 400,000 annual minimum.",
    "evidence": [
      "Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us"
    ],
    "unmet_requirements": [
      "Pay of at least USD 400,000 per year"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Product Manager (hybrid, $190,000 - $240,000): https://grnh.se/t1doekv97us; Software Engineer - Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/8pm4cytg7us; Senior Product Manager, Machine Learning (hybrid, $190,000 - $240,000): https://grnh.se/537yusl37us; Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_305ece952262de6e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA (Hybrid)"
      ],
      "evidence_ids": [
        "ev_f770504db7382ac4"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Baton | San Francisco, CA (Hybrid) | Full-Time\n\nBaton (baton.io) is Ryder's in-house product development group focused on harnessing emerging technologies to redefine transportation and logistics. With $10B in freight under management, our technology reaches every part of the U.S. economy. We design and ship category-defining software that enables Ryder and its 50,000+ customers—including some of the world's most well-known brands—to plan and execute freight intelligently, efficiently, and cost-effectively. Our work includes everything from customer-facing software to the data platform that will power the next era of innovation at Ryder.\n\nBaton's mission: enable supply chain on autopilot.\n\nRyder acquired Baton in 2022 to power its next wave of digital products. We operate at startup speed, with Fortune 500 reach. If you have a passion for solving complex problems and creating impact for the engine of the American economy, you'll love it here.\n\nCurrent openings at Baton:\n\n* Senior Product Manager (hybrid, $190,000 - $240,000): https://grnh.se/t1doekv97us\n\n* Software Engineer - Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/8pm4cytg7us\n\n* Software Engineer - Infrastructure, Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/wb558ncz7us\n\n* Staff Software Engineer - Infrastructure, Data Platform (hybrid, $260,000 - $350,000): https://grnh.se/55wbfa9g7us\n\n* Senior Product Manager, Machine Learning (hybrid, $190,000 - $240,000): https://grnh.se/537yusl37us\n\n* Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us\n\n* Software Engineer, MLOps - Machine Learning (hybrid, $162,000 - $216,000): https://grnh.se/770pgzv17us\n\n* Senior Software Engineer - Full Stack, Technical Lead (hybrid, $200,000 - $250,000): https://grnh.se/j8zrjo0k7us"
  }
}

{
  "judgment": {
    "query_id": "infra_constraints",
    "job_id": "job_5686a66ed55540e96a8f",
    "grade": 0,
    "confidence": "high",
    "reason": "The platform work matches, but the explicitly senior role conflicts with junior work, and the EMEA remote restriction excludes working from Mexico. The degree policy is unstated.",
    "evidence": [
      "OysterHR | Senior Engineer (Platform) | Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4) | Full-time"
    ],
    "unmet_requirements": [
      "Junior role",
      "Fully remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Engineer (Platform)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_6c34bae0bd0a8cf1"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4)"
      ],
      "evidence_ids": [
        "ev_076d7f2d77891151"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "OysterHR | Senior Engineer (Platform) | Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4) | Full-time\n\nThe best jobs have always clustered in a handful of the world's wealthiest cities. But talent is everywhere. Oyster set out to close that gap - building a global employment platform that lets companies hire, pay, and care for brilliant people anywhere.\n\nOyster’s Platform Flow Engineering team builds the systems and tooling that allow our engineers to ship software quickly, safely, and reliably at scale. As a Senior Platform Engineer, you’ll help shape the platform capabilities that sit between code and production, from CI/CD and cloud infrastructure to observability, developer tooling, and operational workflows.\n\nYou’ll work closely with application and security engineers to remove infrastructure complexity, create better developer experiences, and build reliable, secure foundations that scale with Oyster. You’ll also explore practical ways to use AI to improve developer productivity, automate operational workflows, and reduce engineering toil.\n\nhttps://www.oysterhr.com/careers?ashby_jid=51d58fcb-8e1c-457..."
  }
}

{
  "judgment": {
    "query_id": "robotics_exclusion",
    "job_id": "job_32547c8a1089c58d8f07",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed roles involve software, AI automation, and product management, not robotics engineering. Remote international engineering is mentioned, but eligibility from Mexico is unclear because the country metadata lists only the US.",
    "evidence": [
      "Senior Software Engineer, AI Full Stack: ship AI-native React experiences and the Node services and agent workflows behind them.",
      "REMOTE (US+INTL for eng, US for product & automations)"
    ],
    "unmet_requirements": [
      "Robotics engineering work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico: international engineering eligibility in the description conflicts with US-only eligible-country metadata."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_1ce81e1fc682a138"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US+INTL for eng, US for product & automations)"
      ],
      "evidence_ids": [
        "ev_3d882bde2ba9f9c6"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_2294b4a0d4ef9977"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "WorkHero https://workhero.pro | Senior SWE, AI Automation Engr, Senior PM | REMOTE (US+INTL for eng, US for product & automations)\n\nWorkHero is building the AI-powered back office for the skilled trades, starting with HVAC. Small contractors spend their nights on rebates, permits, equipment registrations, billing, and collections. We pair dedicated office managers with AI agents that take this work over end to end. We are expanding our product and engineering organization - looking for talented engineers, product managers, and builders who are excited to rethink the back office for small businesses!\n\n- Senior Software Engineer, AI Full Stack: ship AI-native React experiences and the Node services and agent workflows behind them. https://www.workhero.pro/careers?ashby_jid=89aac721-3aa3-4ae...\n\n- Senior Software Engineer, Voice AI & Data Infrastructure: own our real-time voice agents and data pipelines https://www.workhero.pro/careers?ashby_jid=8f45a29d-bdae-457...\n\n- AI Automation Engineer: turn the workflows of small HVAC businesses into AI-powered automations https://www.workhero.pro/careers?ashby_jid=2b76354a-1012-476...\n\n- Senior Product Manager, AI Agents: own the agents at the core of the product end to end, from how their prompts, tools, and knowledge cohere into one experience through the evals that prove they accomplish the user's goal. https://www.workhero.pro/careers?ashby_jid=5fca94a0-7705-42f...\n\nAll roles require working hours that overlap with 11am-3pm ET."
  }
}

{
  "judgment": {
    "query_id": "frontend_constraints",
    "job_id": "job_43d82b0a0f09bea91bb1",
    "grade": 0,
    "confidence": "high",
    "reason": "The frontend work is relevant, but the posting explicitly seeks senior, experienced engineers, conflicting with the requested junior role. Mexico eligibility and a no-degree policy are not stated.",
    "evidence": [
      "* Senior Software Engineer (JavaScript, React, Angular, Vue)",
      "We are hiring experienced engineers for:"
    ],
    "unmet_requirements": [
      "Junior frontend engineer role"
    ],
    "unknown_requirements": [
      "Eligibility to work fully remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Android Engineer (Kotlin); Senior React Native Engineer; Senior Software Engineer (JavaScript, React, Angular, Vue); Software Architect",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e4dc79a727acf59e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_e4dc79a727acf59e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "kotlin",
        "label": "Kotlin"
      },
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "angular",
        "label": "Angular"
      },
      {
        "id": "vue",
        "label": "Vue"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "This Dot Labs | Senior Android Engineer (Kotlin), Senior React Native Engineer, Senior JavaScript Engineer, Software Architect | REMOTE\n\nThis Dot Labs is an AI-native software engineering consultancy with a remote-first, global team. We help companies design, build, modernize, and scale production software.\n\nWe are hiring experienced engineers for:\n\n* Senior Android Engineer (Kotlin)\n* Senior React Native Engineer\n* Senior Software Engineer (JavaScript, React, Angular, Vue)\n* Software Architect\n\nYou will work directly with clients and collaborate with experienced engineers across time zones. We value strong communication, independent ownership, technical excellence, and active participation in the developer community.\n\nDetails and applications: https://www.thisdot.co/jobs\n\nQuestions: [email protected]\n\nPlease mention Hacker News when applying."
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_525ce3b8ed0ee8be9894",
    "grade": 1,
    "confidence": "high",
    "reason": "The role supports building defenses through application security tooling and remediation, but does not state intrusion investigation or incident-response duties.",
    "evidence": [
      "Responsibilities include threat modeling and secure design review with product and platform teams, building and improving AppSec tooling (SAST/DAST/dependency scanning), and working directly with engineering teams to remediate findings."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Investigating intrusions"
    ]
  },
  "posting": {
    "title": "Senior Software Engineer, Application Security",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_a2036047bdad3c0c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_1e785e3069c05d22"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 330000.0,
        "min": 280000.0,
        "period": null,
        "currency": "USD",
        "original": "$280K–$330K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c55e795dabb71731"
      ]
    },
    "skills": [
      {
        "id": "security",
        "label": "Security engineering"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Discord | Senior Software Engineer, Application Security | San Francisco, CA | ONSITE | $280K–$330K TC\n\nDiscord is where communities and friend groups spend time together, on desktop, mobile, and now more and more inside games and third-party apps built on our platform. That surface area, plus a huge, engaged, occasionally adversarial user base, makes application security a genuinely hard and interesting problem here.\n\nWe're hiring a Senior Application Security Engineer to join the Product Security team. Responsibilities include threat modeling and secure design review with product and platform teams, building and improving AppSec tooling (SAST/DAST/dependency scanning), and working directly with engineering teams to remediate findings.\n\nStack: Python primarily, some TypeScript/React, some Rust, occasional JavaScript. Runs on GCP.\n\nLooking for: hands-on AppSec experience (not just compliance-flavored security), comfort reading and reviewing code across languages, and sound judgment on prioritizing real risk over checklist security.\n\nInterview process: recruiter call, coding round, HM interview, virtual onsite, decision.\n\nApply: https://job-boards.greenhouse.io/discord/jobs/8656854002"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_3ef99d0aa2b357209d39",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for product management focused on integrations and deployment tooling, not product design. The listed compensation also does not establish pay of at least USD 400,000 per year; its period is unstated.",
    "evidence": [
      "Senior Product Manager or Staff Product Manager",
      "Comp: $215K-$260K + equity"
    ],
    "unmet_requirements": [
      "Product designer role"
    ],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the listed range has no stated pay period."
    ]
  },
  "posting": {
    "title": "Senior Product Manager or Staff Product Manager",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_067e3a1f8237c28d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco (hybrid)"
      ],
      "evidence_ids": [
        "ev_89ed5f87ef51ffce"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 260000.0,
        "min": 215000.0,
        "period": null,
        "currency": "USD",
        "original": "$215K-$260K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_f9a9b26c172a830e"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Vitalize | Senior Product Manager or Staff Product Manager | San Francisco (hybrid)\n\nWhat we do:\nHospitals run critical operations (staffing, labor planning, and capacity) on spreadsheets, phone calls, and gut instinct. Labor is the biggest cost and hardest operational problem, and it’s still largely manual. Vitalize is building the operating system for hospital labor (and ultimately capacity): we forecast demand from real hospital data (e.g., ADT + historical patterns + acuity) and translate that into concrete staffing decisions: next month’s schedule and the next shift.\n\nTraction:\n- ~$37M raised\n- Launched 2024; ~$13M committed ARR across 10+ health systems\n- Live in 20+ hospitals and growing quickly\n\nThe role:\nWe're hiring a PM to own the product experience that takes a hospital from signed contract to successfully using Vitalize in production. Getting there is complex: every health system has its own HRIS, scheduling workflows, union rules, and technical environment. This team builds the custom integrations and internal tooling that make those deployments faster, more repeatable, and less manual as we scale.\n\nWe're looking for a PM who...\n- Led messy third-party enterprise integrations deep enough to make real technical calls with eng\n- Has built internal tooling with an internal team as the customer\n- Prioritized a roadmap under live GTM pressure and held the line when the loudest deal wasn't the right build\n- Startup experience, where the system you were building didn't exist yet\n\nIf you're interested, email me [email protected]\n\nComp: $215K-$260K + equity"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_3d2e36e0c064426783ac",
    "grade": 0,
    "confidence": "high",
    "reason": "This is an experienced product management role, not junior product design. Worldwide remote work supports working from Mexico, but the degree policy is unstated.",
    "evidence": [
      "Product Engineer (Product Manager role, not a Full-stack role)",
      "Looking for 3+ years PM in B2B SaaS with an actual technical background - eng or QA before PM, or a PM who's been getting into the codebase themselves."
    ],
    "unmet_requirements": [
      "Product designer work",
      "Junior seniority"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Product Engineer (Product Manager role, not a Full-stack role)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b0217dc5b781d4f9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (anywhere, EST hours)"
      ],
      "evidence_ids": [
        "ev_15ff5f0424097ddd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 34.0,
        "min": 23.0,
        "period": "hour",
        "currency": "USD",
        "original": "$23-$34 USD/hour",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_60a3494e8fb46359"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "django",
        "label": "Django"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "single_role",
    "description": "Search Atlas | Product Engineer (Product Manager role, not a Full-stack role) | REMOTE (anywhere, EST hours) | Full-time contractor | $23-$34 USD/hour | https://careers.searchatlas.com/jobs/599248-product-engineer...\n\nWe're ~160 people, fully remote, building an AI marketing platform. Our main product is OTTO, which runs a site's SEO on its own - it reads live search data and pushes the technical and on-page fixes itself, nobody queues them up. Around that we've got ad automation for Google and Meta, GBP management for multi-location brands, content gen, and LLM visibility tracking (whether ChatGPT and co are citing you). Autotrader, Hyundai, P&G, Vendasta are some of our customers.\n\nWork happens in pods, 1 PM and 2-4 engineers. You own your pod's roadmap and ship it with them, no veteran PM signing off on your specs first. That's the part most PM roles won't hand you.\n\nLooking for 3+ years PM in B2B SaaS with an actual technical background - eng or QA before PM, or a PM who's been getting into the codebase themselves. You should be able to read Python and TS, write your own SQL, find your way around an API, and not need an engineer to tell you what a stack trace says. We're Django on the back, React/Next on the front. QA is yours end to end including release sign-off, people tend to underestimate that bit. And you're already using Claude Code or similar daily, not \"open to it\".\n\nProcess is screen with me, a take-home that runs about 75 mins, technical round with one of our senior PMs, then a call with our Director of Product (who you'd report to). I usually come back to people within 2 business days.\n\nOur ATS forces us to list specific countries but we hire from anywhere as long as you can do EST hours, so apply even if yours isn't on there.\n\nApply at the link and mention HN somewhere, in your pitch or wherever it fits. I'm João Pedro, I read all of your emails. [email protected] if you need me, though the link's faster.\n\nP.S: If you're not a PM, you can still reach out, explain your role briefly and I can redirect you to an appropriate role, or you could just check out our careers page and apply directly to the role that suits you best (preferred method)."
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_43938b0ae1ce1cf74d74",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds a Python-oriented cloud backend and computational pipelines, not C++ microcontroller firmware. Firmware is an output of the platform rather than the stated engineering duties.",
    "evidence": [
      "We're looking for a Senior Backend & Cloud Platform Engineer to help architect and build our first production-grade cloud backend from the ground up.",
      "You'll own backend services and computational pipelines spanning 3D geometry processing, mesh generation, model order reduction, calibration and neural network training."
    ],
    "unmet_requirements": [
      "Microcontroller firmware engineering work"
    ],
    "unknown_requirements": [
      "C++ use"
    ]
  },
  "posting": {
    "title": "Backend & Cloud Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_082829736267e58a",
        "ev_4dd9a02f7b0825b5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (EU)"
      ],
      "evidence_ids": [
        "ev_a1a0f7e3f4029873"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "IT"
      ],
      "evidence_ids": [
        "ev_dfb33bb5af30a049"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 70000.0,
        "period": null,
        "currency": "EUR",
        "original": "€70k–€90k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_d15222213e47fda8"
      ]
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Newtwen | Backend & Cloud Platform Engineer | REMOTE (EU) | Full-time | €70k–€90k+\n\nNewtwen is building a cloud platform that brings complex physics and data-driven intelligence directly onto microcontrollers, generating ultra-fast runtime firmware that executes in just a few microseconds.\n\nWe're looking for a Senior Backend & Cloud Platform Engineer to help architect and build our first production-grade cloud backend from the ground up. You'll own backend services and computational pipelines spanning 3D geometry processing, mesh generation, model order reduction, calibration and neural network training.\n\nA core part of the platform is dedicated to data-driven modeling, with a specialized neural-model library designed to make physical models adaptive in real time.\n\nYou might be a good fit if you have: strong production backend/cloud experience, Python (FastAPI or similar), relational databases, Docker, cloud infrastructure (GCP preferred), CI/CD and IaC — and enjoy making architecture decisions rather than just implementing tickets.\n\nLocation: REMOTE (EU), with the option to work hybrid in Italy\nCompensation: €70k–€90k+, depending on experience\n\nApply: [email protected] — mention Hacker News and include your LinkedIn/CV and, if available, GitHub or project links."
  }
}

{
  "judgment": {
    "query_id": "embedded_exclusion",
    "job_id": "job_41f8583b56bc0c1d1f51",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting describes application and backend software work, not firmware engineering, and lists US-only eligibility rather than remote eligibility from Mexico.",
    "evidence": [
      "Senior Software Engineers — FDE, Full-Stack, Backend",
      "US (Fully Remote)",
      "US"
    ],
    "unmet_requirements": [
      "Firmware engineering work",
      "Remote work eligibility from Mexico; posting lists eligible countries as US only"
    ],
    "unknown_requirements": [
      "Whether US residence specifically is required, as distinct from US work authorization"
    ]
  },
  "posting": {
    "title": "Senior Software Engineers — FDE, Full-Stack, Backend",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_62f3cbd74d0ca743"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US (Fully Remote)"
      ],
      "evidence_ids": [
        "ev_4464a72ee48869f4"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_844a5e5c890449cd"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 160000.0,
        "period": null,
        "currency": "USD",
        "original": "$160k–$240k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_79dae2e9a12d2bda"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Akkio | Senior Software Engineers — FDE, Full-Stack, Backend | US (Fully Remote) | Full-time | $160k–$240k + equity | https://www.akkio.com/jobs\n\nAkkio builds the AI platform the world's largest media agencies (Havas, Horizon Media, and others) use to run campaign workflows in production: audience building, media planning, measurement, and campaign analysis. Agentic workflows plus traditional ML, deployed on-premises inside agency cloud environments, directly on top of their data. We're ~50 people, past PMF, well funded, and growing revenue quickly.\n\nWe build agentically by default. Every engineer directs coding agents daily, and we're actively rebuilding our SDLC around that — not piloting it, not debating it. If you've felt that shift and want a team that's all the way in, that's us. We also run flat, so \"senior\" means ownership, not management layers.\n\nThree roles, all $160k–$240k + equity:\n\n* Forward-deployed engineer (FDE) — Python, TypeScript, true generalist. You embed with agencies whose systems steer billions in media spend and build whatever the problem needs: integrations, agent workflows, backend services. What you build in the field becomes product. Regular travel.\n\n* Full-stack (web) — Vue.js, TypeScript, Node.js. You've run projects, guided architecture, and survived framework upgrades and large refactors. You care about the experience analysts live in every day.\n\n* Backend — Python. Interesting work in at least two of: LLM systems and code generation, statistics, traditional AI/ML, large-scale data processing, distributed systems.\n\nDetails and application: https://www.akkio.com/jobs\n\nAll candidates must be authorized to work in the US."
  }
}

{
  "judgment": {
    "query_id": "embedded_exclusion",
    "job_id": "job_4743ee122db565625fe5",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting restricts remote work to the US, conflicting with working remotely from Mexico. It also describes customer-facing AI integration work rather than firmware engineering and does not establish a senior-level position.",
    "evidence": [
      "Statecraft | Forward Deployed Engineer (All Levels) | REMOTE (US) | $160-220k + equity",
      "We're a small, lean, mission-driven team and hiring Forward Deployed Engineers to build use cases and integrate deeply with agency customers."
    ],
    "unmet_requirements": [
      "Remote work from Mexico; exclude US-restricted jobs",
      "Firmware engineering work"
    ],
    "unknown_requirements": [
      "Senior-level position"
    ]
  },
  "posting": {
    "title": "Forward Deployed Engineer (All Levels)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_61ea686d4ba0f024"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_f993ec7f25706d87"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_e672ed143458effc"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 160000.0,
        "period": null,
        "currency": "USD",
        "original": "$160-220k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_068ca01a74543ea0"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Statecraft | Forward Deployed Engineer (All Levels) | REMOTE (US) | $160-220k + equity\n\nAt Statecraft, we are building an AI workforce to help automate the US government. Currently our government is operated almost entirely by consultants who outnumber public servants 3:1 and institutionalize inefficiency so they can bill more hours. This only leads to agencies struggling to meet their missions, overworked and underpaid public servants, and overburdened taxpayers.\n\nMost of what these consultants do is easily automatable: data entry, basic spreadsheet work, filling out paperwork, etc.; we do this with AI and save taxpayers ~80% on average while completing the work ~10x faster with 2-3x less errors.\n\nWe're a small, lean, mission-driven team and hiring Forward Deployed Engineers to build use cases and integrate deeply with agency customers. You'll be working with critical systems, massive surface area and national impact.\n\n* This position requires U.S. citizenship and the ability to obtain/maintain a security clearance.\n\nMore details on role and perks here: https://careers.statecraft.ai/jobs/forward-deployed-engineer"
  }
}

{
  "judgment": {
    "query_id": "robotics_keywords",
    "job_id": "job_5db895928a1171e1c9f0",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting describes software engineering for nuclear reactor modeling, simulation, design, and deployment, not robotics engineering. No robotics duties are stated.",
    "evidence": [
      "You'll leverage your software skills alongside nuclear engineers to model, simulate, design, and deploy advanced fission power technology."
    ],
    "unmet_requirements": [
      "Robotics engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/4018702004; Senior Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/5739483004; Software Engineer (Applied AI/ML): https://job-boards.greenhouse.io/oklo/jobs/6150355004",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_53d2a82119b17abc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US) or Santa Clara or Brooklyn"
      ],
      "evidence_ids": [
        "ev_047a4d1fec307b30"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7435eb2704b3490e"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Oklo | Remote (US) or Santa Clara or Brooklyn | Full time | https://oklo.com\n\nJoin us in pioneering the next generation of nuclear reactors! You'll leverage your software skills alongside nuclear engineers to model, simulate, design, and deploy advanced fission power technology. You will work at the forefront of the nuclear industry, developing novel techniques to reach new levels of safety, efficiency, and resiliency. Come be a part of powering the future with advanced fission power plants to provide clean, reliable, affordable energy.\n\nWe are hiring for:\n\n- Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/4018702004\n\n- Senior Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/5739483004\n\n- Software Engineer (Applied AI/ML): https://job-boards.greenhouse.io/oklo/jobs/6150355004\n\nSee more opportunities here: https://job-boards.greenhouse.io/oklo\n\nPlease mention Hacker News in your cover letter!"
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_5398409fd45cb159d204",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for backend software engineering and operating a SaaS platform, not user research, experience design, or prototype testing.",
    "evidence": [
      "You are comfortable maintaining, expanding and operating an B2B SaaS platform with a high sense of ownership.",
      "You have strong proficiency in any backend language or platform (we particularly like Rust or Golang background)"
    ],
    "unmet_requirements": [
      "Work focused on interviewing users and designing and testing product experiences and prototypes."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_a1e6d87c3984e3ae",
        "ev_db65b32ff9ca950d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-site (hybrid) in Stockholm, Sweden"
      ],
      "evidence_ids": [
        "ev_01e74e9dde61982b"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "SE"
      ],
      "evidence_ids": [
        "ev_f7ca8294ea3c59e9"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "go",
        "label": "Go"
      }
    ],
    "role_kind": "single_role",
    "description": "Pango (YC S26) | Founding Software Engineer | On-site (hybrid) in Stockholm, Sweden | Full time\n\nPango is building the world's first Agentic Operating System for e-commerce logistics. Our vision is to create the AI e-commerce employee of the future. We are forming our core team in Stockholm and are looking for exceptional engineers. We are backed by some of the most some of the most prominent investors in the world. In less than a year, we have seen massive growth where we can't keep up with the demand and need engineers to bring the product faster to the market.\n\nYou are a good fit if:\n\n* You are comfortable maintaining, expanding and operating an B2B SaaS platform with a high sense of ownership.\n\n* You have previous experience working at a SaaS product company as a founding or senior engineer\n\n* You have strong proficiency in any backend language or platform (we particularly like Rust or Golang background)\n\n* You have a pragmatic attitude and understand the importance of shipping velocity at an early stage startup\n\n* E-commerce (Shopify, WMS, IMS, shipping carrier integrations) experience is a plus.\n\nYou will take a key role in shaping the product and company, with ability to make an impact and advance career limited only by your aptitude and interest.\n\nReach out to [email protected] if you are interested or have any questions. We review applications immediately and move quickly.\n\nPlease don't use AI to write the initial message."
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_69cca05b94836277da12",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves cloud and container infrastructure engineering, but focuses on reusable Terraform modules rather than operating clusters, maintaining deployment reliability, or responding to outages.",
    "evidence": [
      "Module and platform engineering, not one-off deployments.",
      "You'd own the standards: module interfaces, validation, testing, releases, deprecation."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Operational responsibility for container cluster and cloud deployment reliability",
      "Outage response duties"
    ]
  },
  "posting": {
    "title": "Terraform Module Developer (Infrastructure as Code)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_35649117c94b564a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_d291915c71489af5"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_1b0b6c4d8461711a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "azure",
        "label": "Azure"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "3C Digital Solutions | Terraform Module Developer (Infrastructure as Code) | REMOTE (US) | Full-time | https://jobs.curriculo.me/3c-digital/job/a14f0ded-8f8f-49ad-...\n\nWe're a small IT consulting firm working in federal and other regulated environments. We're building a reusable Terraform module catalog: versioned, tested, documented modules published to a registry that other teams consume, across cloud, container, and virtualization environments. Module and platform engineering, not one-off deployments.\n\nYou'd own the standards: module interfaces, validation, testing, releases, deprecation. Small team, no layers, and real influence over how we build. Growing, with room to move into broader platform ownership or technical leadership.\n\nLooking for someone who has built and maintained a shared module library other teams actually used. Semantic versioning, automated testing, input validation, policy compliance checks, CI gates. Production experience with AWS, Azure, GCP, or OCI.\n\nMultiple positions. US citizenship required (federal contract). No visa sponsorship.\n\nFull description and application: https://jobs.curriculo.me/3c-digital/job/a14f0ded-8f8f-49ad-..."
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_7d8d03f44dc02ab7fce2",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly matches Python backend engineering through data-intensive web applications, relational databases, and production systems work.",
    "evidence": [
      "We’re looking for someone with extensive experience building data-intensive web applications backed by relational databases, and who is comfortable designing, deploying, operating, debugging, scaling and evolving production systems.",
      "Stack: Python, Postgres, FastAPI, SQLAlchemy."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Python + SQL Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_8373e93350d80221"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Mauritius"
      ],
      "evidence_ids": [
        "ev_c89eb7f407183a80"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      }
    ],
    "role_kind": "single_role",
    "description": "Multiply | Python + SQL Software Engineer | On-site | Mauritius\n\nWe build repricing software that keeps online sellers on top of their competition on 130+ marketplaces.\n\nYou’ll work on pricing algorithms, high-volume data ingestion, marketplace integrations, scalability, and enabling our product to be used by AI agents.\n\nWe’re looking for someone with extensive experience building data-intensive web applications backed by relational databases, and who is comfortable designing, deploying, operating, debugging, scaling and evolving production systems.\n\nStack: Python, Postgres, FastAPI, SQLAlchemy.\n\nOur office is beautifully located in Mauritius. We sponsor visas and handle all relocation/immigration.\n\nApply: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_723d563ec8307b356066",
    "grade": 1,
    "confidence": "high",
    "reason": "The senior data engineering role requires SQL and dbt, making it plausibly relevant, but its focus on production data/platform services does not clearly establish analytics engineering work.",
    "evidence": [
      "we're looking for a Senior Data Engineer.",
      "7 yoe (5 of which building production-grade data or platform services), AWS-heavy (if you're stronger on Azure or GCP, then it's not for you, sorry), Python, SQL, dbt, (Snowflake OR BigQuery OR Redshift), Spark, Kafka, (Iceberg OR Delta OR Hudi), (Airflow OR Dagster OR Prefect), CI/CD, Docker, AWS."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Analytics engineering duties, such as building analytical models and transformations, are not explicitly described."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_822031a178a5ddc9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (USA)"
      ],
      "evidence_ids": [
        "ev_80f0cb28b2b88bb7"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9f373dd2578dcc24"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90.0,
        "min": 80.0,
        "period": "hour",
        "currency": "USD",
        "original": "80-90 USD per hour",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_b7e6d308443deaab"
      ]
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "dbt",
        "label": "dbt"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "spark",
        "label": "Spark"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "airflow",
        "label": "Airflow"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Virtasant (1099 contractor for a client of ours) | Virtasant.com | Remote (USA)| full-time\n\nHey, we are a finops/cloud optimization company that also helps some of our clients with their hiring needs. For one of them (a solid healthcare data company) we're looking for a Senior Data Engineer.\n\nThe legal stuff:\nYou need to live in the USA and be under one of the following conditions:\na) US citizen\nb) Green Card holder\nc) Sole owner of your own LLC company (not co-owner, sole owner)\n\nSadly, all other options are not possible, like H1B, OPT, EAD, or CPT visas, are not possible for us.\n\n80-90 USD per hour, changes of going a bit above if the candidate is amazing.\n\nThe tech stuff:\n7 yoe (5 of which building production-grade data or platform services), AWS-heavy (if you're stronger on Azure or GCP, then it's not for you, sorry), Python, SQL, dbt, (Snowflake OR BigQuery OR Redshift), Spark, Kafka, (Iceberg OR Delta OR Hudi), (Airflow OR Dagster OR Prefect), CI/CD, Docker, AWS.\n\nHere's the JD, where you can apply - https://virtasant.teamtailor.com/jobs/7563920-senior-data-en...\n\nThank you!"
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_7142c67187fdb6d9427f",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves C++ robotics software, but the posting does not establish microcontroller firmware development duties.",
    "evidence": [
      "We're hiring roboticists who want production robots doing real outdoor work, not lab demos. C++, Python, ROS/ROS2. You will own (or learn) a subsystem, debug messy field data, and ship to machines that mow for a living."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Microcontroller firmware engineering duties"
    ]
  },
  "posting": {
    "title": "Robotics Software Engineer (Early Career + Experienced)",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_16aa816e45914626",
        "ev_a1afd8d2488d36dc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Atlanta, GA"
      ],
      "evidence_ids": [
        "ev_0f8a6042555a849f"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Greenzie | Robotics Software Engineer (Early Career + Experienced) | Atlanta, GA | ONSITE/HYBRID | Full-time | https://greenzie.applytojob.com/apply\n\nGreenzie builds the autonomy software that runs on commercial mowers. We don't sell the iron — Wright, Mean Green, Bobcat, and Greenworks Commercial do, with our stack on them. Mission is to free humans from repetitive outdoor labor. The software is on hundreds of machines in the field today.\n\nWe're hiring roboticists who want production robots doing real outdoor work, not lab demos. C++, Python, ROS/ROS2. You will own (or learn) a subsystem, debug messy field data, and ship to machines that mow for a living.\n\n- Robotics Software Engineer | Early Career (0–3 yrs): https://greenzie.applytojob.com/apply/zaDr7OyOmj/Robotics-So...\n- Robotics Software Engineer | Experienced (3–6 yrs): https://greenzie.applytojob.com/apply/UdRcDlWSzs/Robotics-So...\n\nAlso open in Atlanta: Technical Service Coordinator.\n\nApply on those pages and mention HN. Questions: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_5a85d285783e78e6473f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting points to software engineering rather than product design and explicitly requires onsite work in Oklahoma City, conflicting with fully remote work from Mexico. Junior seniority and a no-degree policy are not stated.",
    "evidence": [
      "Leidos | https://www.leidos.com/ | Oklahoma City, OK, USA | Full Time | Onsite",
      "https://careers.leidos.com/jobs/18180624-software-engineer"
    ],
    "unmet_requirements": [
      "Product designer role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_55448c0a8f602a38"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Oklahoma City, OK, USA"
      ],
      "evidence_ids": [
        "ev_f85b97a2365cfc3b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "unreal",
        "label": "Unreal Engine"
      },
      {
        "id": "swift",
        "label": "Swift"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Leidos | https://www.leidos.com/ | Oklahoma City, OK, USA | Full Time | Onsite\n\n* Great opportunity to do meaningful work at the FAA with a welcoming team, interesting projects, and amazing benefits.\n\n* Tech Stack: C++ (14/17/20), Sockets (TCP/IP), MFC v14, Git/Bitbucket, Jira, Confluence, Agile, Kanban, Unreal Engine 5 (UE5), Swift, Blender, GDI/GDI+, PowerShell, Gemini, Jenkins, SonarQube, GoogleTest.\n\n* Only hiring US Citizens/Green Card Holders for this position due to contractual requirements.\n\n* Check out the posting and apply below:\n\nhttps://www.linkedin.com/jobs/view/4460147611/\n\nhttps://careers.leidos.com/jobs/18180624-software-engineer"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_5a567b90cb76cad6e191",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for fullstack software engineering, not UX/product design or user research. Product ownership does not establish design or research duties.",
    "evidence": [
      "Quill | Fullstack SWE | Full-time | Remote, PT/ET hours preferred | $150 - 210K USD + equity | https://quill.co/",
      "Our latest hire built our entire CLI product from 0 -> 1, and it was used in production by customers the day it shipped."
    ],
    "unmet_requirements": [
      "UX/product design and user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Fullstack SWE",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d81915d4f06e6f31"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, PT/ET hours preferred"
      ],
      "evidence_ids": [
        "ev_b915765e88f51139"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 210000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150 - 210K USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_e750c9e4eb95c5e6"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Quill | Fullstack SWE | Full-time | Remote, PT/ET hours preferred | $150 - 210K USD + equity | https://quill.co/\n\nI’m a co-founder of Quill, a fullstack SDK for adding customer-facing analytics & data features to your app. Backed by YCombinator & top-tier SV-based investors (fundraising not publicly disclosed; happy to share any details when we chat).\n\nSome examples of how customers get value from Quill:\n• pre-IPO fintech adds custom reporting & data export features to their money movement product.\n• Series B healthtech is now able to deliver completely custom in-product reports & dashboards to every enterprise customer they onboard.\n• Series A govtech adds analytics and reporting capabilities within their existing agent/chat product.\n\nReasons you’d love working with us:\n• Work with a small, focused, talented team on a highly technical product (by developers for developers).\n• Funded company in a big market, but still prelaunch with a team size <5\n• High level of product ownership with tight feedback loops: the products you build are shipped quickly and get used by real customers immediately. Our latest hire built our entire CLI product from 0 -> 1, and it was used in production by customers the day it shipped.\n\nWe are growing the team to keep up with demand for new features that our customers are asking us for, while also preparing for launch. We're looking for someone that will make us better. We’re just getting started, and want you to bring your opinions, expertise, and experience to the table (not just execute on the ideas we already have).\n\nContact: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "tools_keywords",
    "job_id": "job_584a083b6e92b0a1c60a",
    "grade": 0,
    "confidence": "high",
    "reason": "The engineering role is MLOps infrastructure and model serving, not compiler or developer-tools engineering. Rust is only mentioned as part of the implementation stack.",
    "evidence": [
      "MLOps Engineer: own the infra behind our modeling; production pipelines and serving for causal graph inference, state space models, and world models (JEPA-I, JEPA-II style).",
      "Stack: Python, PyTorch, some Rust; GCP; Ray for distributed training."
    ],
    "unmet_requirements": [
      "Compiler or developer-tools engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c09e8cd85d31dd1d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (NYC / SEA / global overlap)"
      ],
      "evidence_ids": [
        "ev_ce7ca1e21cab0f76"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 140000.0,
        "period": null,
        "currency": "USD",
        "original": "$140K–$200K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_5801d24b3fe04f7f"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Lucia | Director of Corp Dev · Product Marketing Associate · MLOps Engineer | Remote (NYC / SEA / global overlap) | $140K–$200K + meaningful equity\n\nDistribution is one of the last durable moats left; models are commoditizing, but knowing how attention and demand actually move through a system still compounds. That's what we're building: a growth control plane that turns distribution into something you can model and act on with certainty. Get this right and the outcome isn't in question.\n\nWe're hiring across three roles:\n\nDirector, Corporate Development: own strategic partnerships, fundraising support, and M&A/inorganic growth. For someone who can operate at the intersection of deal-making and narrative, and help steer where this company goes next.\n\nProduct Marketing Associate: translate a technically deep product into sharp positioning and demand. For someone who can make causal modeling and world models land with real buyers. Experience with working with social media and influencers, Reddit strongly preferred. Data Science Background heavily preferred.\n\nMLOps Engineer: own the infra behind our modeling; production pipelines and serving for causal graph inference, state space models, and world models (JEPA-I, JEPA-II style). Creating certainty in distribution, in production, not just in notebooks. Stack: Python, PyTorch, some Rust; GCP; Ray for distributed training.\n\nInterview process: intro call, screen, virtual onsite, decision.\n\nApply: with an email with your CV to [email protected] mention HN SEPT2026 in subject"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_56d8154fc2adb1bd04c0",
    "grade": 0,
    "confidence": "high",
    "reason": "This is a senior software engineering role, not a junior product designer role, and remote eligibility is explicitly limited to the US, excluding work from Mexico. The degree policy is unstated.",
    "evidence": [
      "Confido Legal | Sr. Engineer | REMOTE (US only) | Full-time | $175k–$225k base",
      "We're looking for an expert in three or more of these (TypeScript required) with 3+ years of engineering experience."
    ],
    "unmet_requirements": [
      "Junior product designer role",
      "Remote work from Mexico",
      "Fully remote work: approximately two onsite meetings per year are required"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Sr. Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_504c8fe5fff05e5a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US only)"
      ],
      "evidence_ids": [
        "ev_195660623d10fa96"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_23868fbc717198ac"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 225000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175k–$225k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_49ef0fe87d769700"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Confido Legal | Sr. Engineer | REMOTE (US only) | Full-time | $175k–$225k base\n\nConfido Legal builds payments infrastructure for the legal industry. We're hiring a senior engineer to design, build, and maintain our software — leading architecture and product design, and translating business requirements into technical specs.\n\nThis is a broad, high-ownership role on a small team: you'll ship and maintain features end-to-end, lead architecture discussions, write clean and testable code, build automated E2E tests, do code reviews, and participate directly in company strategic planning. You'll also work closely with marketing and sales to keep technical work aligned with the business.\n\nStack: TypeScript everywhere, React + Next.js (mid-migration to Next.js), AWS with Pulumi IaC, Docker/ECS, GraphQL API, Figma (engineers participate in UI/UX).\n\nWe're looking for an expert in three or more of these (TypeScript required) with 3+ years of engineering experience.\n\n~2 onsite meetings/year. Open PTO, fully paid medical/vision/dental.\nApply: https://careers.confidolegal.com/careers/sr-engineer"
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_5cbf63e44d695c31eb83",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers engineering and testing roles, not developer education, and explicitly requires US-based candidates and hybrid or onsite work, conflicting with fully remote work from Mexico.",
    "evidence": [
      "Candidates MUST be based in the United States with US work authorization.",
      "Open to considering junior software engineers with expertise in Javascript for these roles as well."
    ],
    "unmet_requirements": [
      "Developer educator role",
      "Fully remote work",
      "Eligibility to work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_2d7739d672f9f6fb",
        "ev_6f44ee30041ab885"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only. Candidates MUST be based in the United States with US work authorization."
      ],
      "evidence_ids": [
        "ev_e57bb0852ada4c1a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f1c77510501f2fbc"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      },
      {
        "id": "spring",
        "label": "Spring"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Solution Street | Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only. Candidates MUST be based in the United States with US work authorization.\n\nWe are a software consulting company based in Northern Virginia.\n\nOur Website: https://www.solutionstreet.com/\n\nInterested? Apply on our Careers Page (Make sure to mention you found our post on Hacker News): https://solutionstreet.com/join.php\n\nCurrent Opportunities:\n- Java Engineers: (ONSITE Chantilly, VA) Seeking Mid-to-Senior/Lead levels of Full Stack Java Engineers with experience in Java, Spring, Hibernate, Kubernetes, and Helm.\n\n- Automation Testers: (ONSITE Chantilly, VA) Seeking Mid-to-Senior/Lead levels of Automation Testers with experience with Javascript and WebdriverIO. Must be comfortable coding in Javascript. Open to considering junior software engineers with expertise in Javascript for these roles as well.\n\n- Full Stack Python Developer: (ONSITE Dulles, VA) - Mid to Senior levels. Minimum of 5 years of professional experience.\n\n- Automated Test Engineer - Electrical Engineering: (ONSITE Dulles, VA) Contract role for 1.5 years. Skills and Qualifications: Experience in Python programming; Electrical Engineering experience; Python - async-io cooperative multitasking; State machines; SCPI equipment such as Keysight or Keithley."
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_5c62c22d038cfe26bdae",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers senior design/platform work rather than a junior firmware role, explicitly restricts remote work to the US, and requires periodic jobsite travel. Its degree policy is unstated.",
    "evidence": [
      "Senior Platform Engineer, Edge Systems — Build software connecting cameras, access-control readers, rugged devices, and local compute to our cloud across unreliable networks.",
      "Both roles are US-remote with periodic jobsite travel. US work authorization is required."
    ],
    "unmet_requirements": [
      "Junior role: advertised roles are senior.",
      "Fully remote from Mexico: roles are US-remote and require periodic jobsite travel."
    ],
    "unknown_requirements": [
      "No university degree required: degree policy is not stated.",
      "Firmware engineering duties: device connectivity work is described, but firmware development is not explicitly established."
    ]
  },
  "posting": {
    "title": "Senior Design Engineer, Senior Platform Engineer — Edge Systems",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_aa7af2520adf37f5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US)"
      ],
      "evidence_ids": [
        "ev_e0eba5421d8506f3"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_beac62dd69d13ae1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "single_role",
    "description": "Odin | Senior Design Engineer, Senior Platform Engineer — Edge Systems | Remote (US) | Full-time\n\nOdin builds workforce visibility and compliance software for critical infrastructure. We’re deployed on 500+ active projects with 100K+ workers, securing more than $100B in construction value.\n\nSenior Design Engineer — Own interfaces from UX and visual design through production React. You’ll establish our design language and design system, prototype interactions, and ship responsive, accessible frontend experiences. We need someone who genuinely designs and codes.\n\nSenior Platform Engineer, Edge Systems — Build software connecting cameras, access-control readers, rugged devices, and local compute to our cloud across unreliable networks. Work includes protocols, real-time streams, buffering and synchronization, remote deployment, diagnosis, and recovery.\n\nOut stack: TypeScript, Node.js, GraphQL, Postgres, Kubernetes, GCP, React, React Native.\n\nBoth roles are US-remote with periodic jobsite travel. US work authorization is required.\n\nApply here: https://useodin.com"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_7f4606b4db8cf8cff405",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks principal and distinguished software engineers to build consumer products, not UX product designers or user researchers.",
    "evidence": [
      "Hiring principal and distinguished engineers to build net new products",
      "Hiring: exceptional consumer product engineers at Albert."
    ],
    "unmet_requirements": [
      "UX product design and user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9b4344121804be8b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE ALMOST ANYWHERE IN THE WORLD"
      ],
      "evidence_ids": [
        "ev_9b849db3919ca435"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 750000.0,
        "min": 750000.0,
        "period": null,
        "currency": "USD",
        "original": "$750k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_9a20d6e5d0008b0c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "ALBERT | REMOTE ALMOST ANYWHERE IN THE WORLD| Hiring principal and distinguished engineers to build net new products | up to ~ $750k\nHiring: exceptional consumer product engineers at Albert.\n\nWe're a consumer fintech with 25M+ users who trust us to budget, save, invest, and bank in one place. Profitable for 4+ years. And as of today, our average employee tenure is 3.6 years, a number you almost never see in startup tech, and one we're quietly proud of. People stay because the work is good, the people are sharp, and we've built something worth staying for.\n\nNow we're building net-new consumer products from zero, and we're looking for people who love to tinker and build stuff to ship them with us.\n\nThe kind of person we're looking for: • Top fraction of a percentile in craft, the kind of good that's hard to fake • Builds for fun, not just for work. The kind who ships a working prototype over the weekend and can't help themselves • Comfortable owning 0 to 1 consumer products end-to-end • Allergic to politics, theater, and bureaucracy\n\nWhat you get: • Remote, anywhere with reasonable timezone overlap (and for someone truly exceptional, we'll make async work) • Real scale from day one (20M+ users, real money, real consequences) • Compensation that beats the market. We pay well and we mean it. Base, discretionary year-end bonus, meaningful 401(k) match, and meaningful equity in a profitable, growing unicorn (the kind that's actually worth something) • Platinum PPO health benefits with Blue Shield, top of the top of the line, covering your entire family • A mission worth your time: make money simple, so people spend less time managing it and keep more of it • Small senior-heavy teams, direct ownership, no layers • Forthcoming with the business metrics that matter, so you always know how the company is actually doing • The startup perks done right: catered lunches, wellness stipend, team offsites, casual dress. The stuff that compounds when you're showing up engaged for years, not months • Profitable for 4+ years, so you build with conviction, not runway anxiety\n\nStack: python, claude, postgres, react.js /react native\n\nIf this is you, email us at [email protected]\n\nEdit: we are in the process of rebuilding our career site to speak to how we hire (e.g. hunt, dont post, find the best). Just an FYI\n\nAlso, we carefully review every application. If we think there may be a fit, we'll reach out within a few business days. Either way, thank you for your interest in what we're building and for taking the time to connect with us."
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_8619d40c4d30d6d9918c",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers engineering management, product engineering, and robotics roles, not product design. It also provides no salary supporting the requested USD 400,000 annual minimum.",
    "evidence": [
      "Roles: [Engineering Manager (Ruby on Rails), Lead Product Engineer (Ruby on Rails), Robotics Lead]"
    ],
    "unmet_requirements": [
      "Product designer work"
    ],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_41fdb595f9d91a80",
        "ev_cd9f4e5482555439"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (EU) / on-site in Bremen, Germany"
      ],
      "evidence_ids": [
        "ev_dee303cec4af8fb1"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_f892263447f0040c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "AREO | Remote (EU) / on-site in Bremen, Germany | Full-Time | Equity | Roles: [Engineering Manager (Ruby on Rails), Lead Product Engineer (Ruby on Rails), Robotics Lead]\nMy name is Marius and I am the CTO at AREO (https://goareo.com/).\n\nAREO, founded in January 2023 by a team with 20+ years of combined experience in retail and startups, is a young startup specializing in developing innovative solutions for supermarkets and grocery retail stores.\n\nOur cutting-edge B2B SaaS platform optimizes workflows for employees by providing real-time access to inventory, product information, and customer inquiries. We serve large supermarket chains in Germany and across the EU.\n\nWe already hired two backend developers through \"HN - Who is hiring\" and are now seeking a Lead Product Engineer (Ruby on Rails) / Engineering Manager (Ruby on Rails) with a minimum of 8 years of experience (preferably in startups), as we recently closed another large contract with a major retail chain and are growing quickly.\n\nFor both the Lead Product Engineer and Engineering Manager roles, professional knowledge of German is required, and you need to be based in the EU.\n\nIf you're passionate about building innovative retail products from scratch, these roles are for you.\n\nBackend Stack: Ruby / Rails (8.x), StimulusJS / Hotwire / Turbo, AlpineJS, Postgres, Docker, DigitalOcean, OpenAPI, LLMs\n\nWe are also seeking a Robotics Lead to help us set up and run our new robotics lab in Bremen, Germany. We are building a retail robot, initially focusing on teleoperation and later on autonomous model development. You should have at least 3 years of experience with humanoid robots, VLAs, teleoperation, and other relevant robotics systems. Professional knowledge of German is required, and you must live in or be ready to move to Bremen.\n\nPerks: Fully remote roles in Europe for the Engineering Manager and Lead Product Engineer, work where you are most productive, sizeable equity in a rapidly growing company, flat hierarchies, no-ego work environment, work in a lean but highly experienced team.\n\nApply here: marius[at]goareo.com and mention \"HN - Who is hiring?\" and the role you are applying for in the subject."
  }
}

{
  "judgment": {
    "query_id": "mobile_no_match",
    "job_id": "job_492020022000e43d3507",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed engineering role is backend and infrastructure work, not iOS development. Its compensation also does not establish the requested minimum annual USD salary.",
    "evidence": [
      "* Founding Engineer | $80k-150k | backend and infra, heavy on large-scale collection. https://cloro.dev/careers/founding-engineer/"
    ],
    "unmet_requirements": [
      "iOS engineering work"
    ],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the listed range does not specify its currency denomination or pay period."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_48c530a9c32bd4d2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (EU timezones)"
      ],
      "evidence_ids": [
        "ev_64052452ac124cb0"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "cloro | Founding Engineer, Data Scientist, Founding Operations, Founding Marketer | REMOTE (EU timezones) | Full-time | https://cloro.dev/careers/\n\ncloro is one API for search and AI answers. You send a query, we return Google, Google News, ChatGPT, Perplexity, Gemini, Grok and Copilot results as structured fields: the answer, the sources it cited, and the position each result held. Teams use it to measure whether their brand shows up in AI answers, and to stop maintaining eight scrapers that break whenever a provider changes its markup overnight.\n\nWe are bootstrapped, remote across EU timezones, and small enough that every role below works directly with the founders.\n\nOpen roles:\n\n* Founding Engineer | $80k-150k | backend and infra, heavy on large-scale collection. https://cloro.dev/careers/founding-engineer/\n\n* Data Scientist | $60k-100k | turn our AI-search corpus into published research and track the engines as they change. https://cloro.dev/careers/data-scientist/\n\n* Founding Operations | $50k-80k | finance, ops, marketing and product systems. An all-rounder role for someone who would rather build a system than run a task twice. https://cloro.dev/careers/founding-operations/\n\n* Founding Marketer | $40k-70k | own SEO, content, and visibility in AI search. https://cloro.dev/careers/founding-marketer/\n\nWe work AI-native: Claude and Claude Code are in the loop daily across\nengineering, ops and marketing. Being genuinely good with these tools is\npart of the job rather than a bonus."
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_770df67afca8253cfab3",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves software engineering for interactive learning experiences, but the posting does not establish Swift development or iOS mobile engineering duties.",
    "evidence": [
      "We're hiring an interactive-focused engineer to craft the building blocks that power it.",
      "Each interactive exposes an API used by learning designers, our authoring agents, and the tutor itself."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Swift development",
      "iOS mobile engineering"
    ]
  },
  "posting": {
    "title": "Senior/Staff Software Engineer (Interactives)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b548d8b59b090b3f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (North America), SF, NYC"
      ],
      "evidence_ids": [
        "ev_059f8a6f37df4695"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 250000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k-$250k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_7b998dec53a1dd20"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Brilliant.org | Senior/Staff Software Engineer (Interactives) | Remote (North America), SF, NYC | Full-time | $180k-$250k | https://brilliant.org\n\nBrilliant is building the world's first graphical AI tutor: a collection of interactive learning experiences that both the learner and their AI tutor can see and manipulate. In a world of cognitive offloading, Brilliant's AI gets people to actually think and solve hard problems.\n\nWe're hiring an interactive-focused engineer to craft the building blocks that power it. Each interactive exposes an API used by learning designers, our authoring agents, and the tutor itself. And every configuration those APIs can produce has to be a correct, solvable, meaningful puzzle. It's a tricky technical problem with a big payoff for our learners.\n\nEngineers at Brilliant think about both \"building the right thing\" AND \"building the thing right\" while pursuing high standards of excellence for ourselves, our product, and our codebase.\n\nIf you're energized by the prospect of doing the best work of your career and changing how the world learns, you can learn more and apply here: https://brilliant.org/careers."
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_7e93d48960c77da7b18e",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting describes technical product engineering rather than product design. Its stated salary ranges are also below the requested USD 400,000, although the compensation period is not specified.",
    "evidence": [
      "Architecture decisions and code review on the platform (Python/FastAPI, TypeScript/React, Postgres, Azure)",
      "REMOTE (US, Canada) | Full-time | $150–230k / $90–170k + equity"
    ],
    "unmet_requirements": [
      "Product designer work"
    ],
    "unknown_requirements": [
      "Guaranteed base salary of at least USD 400,000 per year; the posting does not specify the compensation period."
    ]
  },
  "posting": {
    "title": "Senior Technical Product Engineer, Technical Product Engineer (Early Career)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_5d2de6cdce3a7679"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US, Canada)"
      ],
      "evidence_ids": [
        "ev_566b1b402e6fe987"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_eb100546f8b4d20a",
        "ev_4315080bd7dcf50c"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 230000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150–230k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_f710cd908e82db06"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "azure",
        "label": "Azure"
      }
    ],
    "role_kind": "single_role",
    "description": "Biobase | Senior Technical Product Engineer, Technical Product Engineer (Early Career) | REMOTE (US, Canada) | Full-time | $150–230k / $90–170k + equity\n\nBiobase has grand ambitions. We broker biospecimens, whole slide images, and the clinical metadata attached to them, on a supply-chain backbone that we're steadily automating. We’re building healthcare-data-focused agents on top of the datasets that we’re assembling, too.\n\nWe'd rather build the thing that removes the work than throw people at it. Two roles, one team, both reporting to the CPO:\n\nSenior Technical Product Engineer ($150–230k + meaningful equity).\nThe product team's technical interface. Architecture decisions and code review on the platform (Python/FastAPI, TypeScript/React, Postgres, Azure); the data pipeline and informatics that take specimen, slide, and clinical data in from suppliers and labs; and product ownership of the internal platform that builds our agents (permissions, evals, cost control, guardrails for sensitive data). You've been the reviewer of record somewhere, you've operated what you shipped, and you think in business problems before tickets.\n\nTechnical Product Engineer, early career ($90–170k + equity).\nSame territory at an earlier stage: the platform, the data pipeline and informatics, and the agents we run against our own operations — with a senior product engineer and our lead engineer reviewing your work and pairing when it helps. Open on background – self-taught, bootcamp, degree, research lab, a career you're leaving – selective on the bar. You've built something and someone else used it.\n\nWe build with Claude Code every day and expect you to become both fluent with it and skeptical of it. No ticket queue, no spec handed to you. Comp is salary + equity combos you choose between.\n\nFull postings: https://biobase.ai/careers\n\nTo apply: email [email protected] with something you built that eliminated manual work and what happened after it shipped. Links over resumes, no cover letter."
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_92eda3c80b6193e74000",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves firmware engineering with C/C++ and microcontrollers, matching the requested work.",
    "evidence": [
      "We're hiring a firmware engineer to work close to the hardware across C/C++ or Rust, RTOS, BLE, embedded Linux, microcontrollers, sensors and audio pipelines, power optimization, device communication, and low-level debugging."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Firmware Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_d7a8a3a2a46f9b18"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_403c5f992098825c"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "MIRA | Firmware Engineer | San Francisco, CA | ONSITE | Full-time\n\nMIRA builds lightweight AI glasses that act as a second brain: they remember conversations, answer questions in under a second, translate 60+ languages, and surface useful context through a private display. We recently sold out and shipped our first batch, and have raised $6.4M from General Catalyst, Naval Ravikant, Pillar VC, and others.\n\nWe're hiring a firmware engineer to work close to the hardware across C/C++ or Rust, RTOS, BLE, embedded Linux, microcontrollers, sensors and audio pipelines, power optimization, device communication, and low-level debugging. We're looking for 3+ years of software or firmware engineering experience and a track record of shipping complex technical products end-to-end. Consumer hardware and early-stage startup experience are strong pluses.\n\nThis is a full-time, in-person role in San Francisco. We can't provide current or future U.S. visa sponsorship.\n\nApply: https://go.trymira.com/pages/firmware-engineer/"
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_822cc2c86fe86de173ba",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on platform infrastructure and operations, not teaching programmers through tutorials, workshops, or code examples.",
    "evidence": [
      "Our ideal candidate has a passion for automating ops, troubleshooting infrastructure, and creating first-class developer experiences."
    ],
    "unmet_requirements": [
      "Teaching programmers through tutorials, workshops, and working code examples"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9f868f84c37690ca"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US)"
      ],
      "evidence_ids": [
        "ev_61e269bdf5aa0652"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9a1585300652a168"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 215000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175,000 - $215,000 USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_1d874b481de2e053"
      ]
    },
    "skills": [
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "Chronograph (chronograph.pe) | Platform Engineer | Full-Time | Remote (US) | $175,000 - $215,000 USD + equity\n\nChronograph was founded to bring next-generation technology to private capital markets. Through our suite of cloud-based analytics and data management solutions, we help many of the world's largest and most sophisticated venture capital, private equity, and credit funds understand their investment performance in unprecedented detail. As our business grows, we're expanding the team, backed by a recent $140M+ growth equity raise.\n\nWe are looking for a candidate with a generalist background in software development, including 5+ years of experience on Platform Engineering, DevSecOps, Site Reliability Engineering (SRE), or MLOps teams. You'd be joining a small cross-functional team and have the chance to make critical contributions. Our ideal candidate has a passion for automating ops, troubleshooting infrastructure, and creating first-class developer experiences. On top of that, expertise with the following (or similar) tools/technologies is a strong signal of fit: Kubernetes, Prometheus, Grafana, Terraform, AWS, GitHub Actions, PostgreSQL, Node.js, Ruby on Rails, Nix, and Docker.\n\nIf interested, apply here: https://grnh.se/1pm4u2ys7us"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_7dea51e5e040f397d4d6",
    "grade": 0,
    "confidence": "high",
    "reason": "The role concerns onboard network infrastructure rather than backend engineering, requires a university degree and hands-on experience, and uses a hybrid rather than fully remote work model.",
    "evidence": [
      "- Bachelor's or Master's in Telecommunications, CS, Electrical Engineering, or similar",
      "Perks: hybrid office/remote work model, up to 60 extra remote days/year from abroad (work from anywhere), 12 free FlixTrain travel vouchers/year + 12 for friends and family, mental health support, L&D budget, mentoring program."
    ],
    "unmet_requirements": [
      "Backend engineering work",
      "Junior role: requires 2+ years of hands-on network-related experience",
      "Fully remote work",
      "No university degree required"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico"
    ]
  },
  "posting": {
    "title": "Technical Expert Onboard Connectivity",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_b7b35ff3f8468bbc",
        "ev_931ffe0b8d8adf8c",
        "ev_134e3f9700849d2e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany"
      ],
      "evidence_ids": [
        "ev_045431d18fabd014"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_698e2f120f7d5266"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "FlixTrain | Technical Expert Onboard Connectivity | Berlin, Germany | ONSITE (hybrid) | Full-time\n\nFlixTrain is on a mission to make long-distance rail travel affordable and sustainable across Europe. Every passenger we shift to rail matters, and the onboard connectivity is a key part of what makes people switch.\n\nWe're hiring an Onboard Technology Manager to own everything that keeps passengers connected and crew productive on the train: Wi-Fi and network infrastructure, onboard units, and mobile devices for train staff. As satellite constellations and 5G redefine what's possible for high-speed mobile connectivity, you'll help set the direction for the technology being adopted on the largest non-governmental train fleet: writing specs, defining network architectures, monitoring live performance, and driving improvement projects from their conception to the finish line.\n\nThe role is highly cross-functional. You'll work with internal partners (operations, customer product, and rail engineering) and external ones, such as tech vendors (Icomera and Advantech) and train manufacturers (Siemens, Talgo).\n\nWhat we're looking for:\n\n- Bachelor's or Master's in Telecommunications, CS, Electrical Engineering, or similar\n\n- 2+ years hands-on with network architecture, Wi-Fi systems, or Mobile Device Management (ideally in rail or a similarly complex environment)\n\n- Strong troubleshooting skills on complex networked systems\n\n- Comfortable leading cross-functional initiatives and communicating clearly with both engineers and non-technical stakeholders\n\n- Fluent German and English (internally, English is preferred, but German is often mandatory when working with suppliers and regulatory bodies)\n\nPerks: hybrid office/remote work model, up to 60 extra remote days/year from abroad (work from anywhere), 12 free FlixTrain travel vouchers/year + 12 for friends and family, mental health support, L&D budget, mentoring program.\n\nApply: https://flix.careers/job/?jobid=8729129002"
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_7e9a8c7a6dfae260bc69",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting describes full-stack software development for an educational platform, not teaching programmers through tutorials, workshops, or code examples.",
    "evidence": [
      "As an early-stage hire, you’ll work across the stack and enjoy meaningful ownership from day one.",
      "We’re also developing AI tooling, including LLM agents to help instructors create content, and vision-language models to help grade student work."
    ],
    "unmet_requirements": [
      "Teaching programmers through tutorials, workshops, and working code examples"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b65209d9f4b4a3e1"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_57eb3ac40f51926f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 180000.0,
        "min": 100000.0,
        "period": null,
        "currency": "USD",
        "original": "$100k-$180k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_353749679113e5cc"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "PrairieLearn (Remote US) — Full-Stack Software Engineer — TypeScript / Postgres / React / AI\n\nPrairieLearn (https://www.prairielearn.com) is an open-source assessment platform used by universities across the US (Berkeley, Princeton, Michigan, Illinois, and others). We power mastery-based learning and large-scale exams.\n\nWe’re a small, profitable, early-stage company (bootstrapped, no VC) that is growing quickly. Our users love us and we have very high retention and rapid spread through word of mouth. As an early-stage hire, you’ll work across the stack and enjoy meaningful ownership from day one.\n\nTech we use: Node.js / TypeScript backend, Postgres, AWS, React. We’re also developing AI tooling, including LLM agents to help instructors create content, and vision-language models to help grade student work. PrairieLearn is open core: https://github.com/PrairieLearn/PrairieLearn\n\nDetails:\n\n- Location: Remote (US only)\n\n- Salary: $100k-$180k depending on experience\n\n- Benefits: Stock options (0.5% - 1.5%), unlimited PTO, flexible hours\n\n- Role: Full-time. (We’re not able to sponsor visas at this time.)\n\nApply at https://www.prairielearn.com/jobs-ashby?utm_source=YeEJ5MAKk..."
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_ab316083952e42fd07fc",
    "grade": 1,
    "confidence": "high",
    "reason": "An analytics and data architecture engineering role is listed, but the posting does not establish SQL or dbt work.",
    "evidence": [
      "- Sr./Staff Analytics & Data Architecture Engineer (US/Canada)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "SQL usage",
      "dbt usage"
    ]
  },
  "posting": {
    "title": "Sr./Staff Security Engineer (Brazil); Sr./Staff Analytics & Data Architecture Engineer (US/Canada); Sr./Staff Java Backend Engineer (Brazil/Poland); Staff Web SDK Engineer (US/Brazil/India/Canada/Poland/UK) (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_46654a1e869b38aa"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US/Canada/Brazil/Poland/UK/India)"
      ],
      "evidence_ids": [
        "ev_dad68d33846602fd"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA",
        "BR",
        "PL",
        "GB",
        "IN"
      ],
      "evidence_ids": [
        "ev_39e215af5c506f8a",
        "ev_90690f0e84088e67",
        "ev_d48a7d66339c6c3e",
        "ev_9bee94e26869c1e0",
        "ev_ba929ac1d2242011",
        "ev_95cd44a1d8cf84e5"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Oscilar.com | Sr/Staff Software Engineers, Security Engineer, Data Scientist | REMOTE (US/Canada/Brazil/Poland/UK/India)\n\nFull-time AI Risk Decisioning™ platform that helps organizations manage onboarding, fraud, credit, and compliance risks\n\nOpen roles:\n\n- Sr./Staff Security Engineer (Brazil)\n- Sr./Staff Analytics & Data Architecture Engineer (US/Canada)\n- Sr./Staff Java Backend Engineer (Brazil/Poland)\n- Staff Web SDK Engineer (US/Brazil/India/Canada/Poland/UK)\n- Data Scientist (US/Canada)\n\napply at: https://jobs.ashbyhq.com/oscilar?utm_source=HackerNews"
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_93405f3497eeb9633f82",
    "grade": 2,
    "confidence": "high",
    "reason": "The security engineering role directly supports building defenses and responding to threats and incidents, matching the requested work.",
    "evidence": [
      "As Odyssey's first Security Engineer, you'll have full ownership of our security posture — shaping strategy, building programs from the ground up, and driving best practices across our entire technology stack and product suite.",
      "You're someone who embraces AI tools to work smarter — whether that's accelerating threat detection, streamlining vulnerability analysis, or improving how we respond to incidents."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Sr. Security Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_fd9eef5c6773a913"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US) or NYC"
      ],
      "evidence_ids": [
        "ev_48dca28747a4be73"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_e974c964db20ca17"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Odyssey | Sr. Security Engineer | Full-time | Remote (US) or NYC\n\nOdyssey is building the leading financial technology platform for school choice. We help families access funding for tuition, tutors, curriculum, software, and enrichment programs—empowering them with greater educational opportunities.\n\nWe’re well-funded, backed by top investors including Andreessen Horowitz (a16z), and we are rapidly scaling.\n\nAs Odyssey's first Security Engineer, you'll have full ownership of our security posture — shaping strategy, building programs from the ground up, and driving best practices across our entire technology stack and product suite. This is a high-impact, high-visibility role where your decisions will directly influence how we protect our customers, vendors, and employees.\n\nYou'll partner closely with cross-functional teams to embed security into everything we build and ship, champion solutions to emerging security challenges, and ensure we stay ahead of an evolving threat landscape. You're someone who embraces AI tools to work smarter — whether that's accelerating threat detection, streamlining vulnerability analysis, or improving how we respond to incidents.\n\nhttps://jobs.ashbyhq.com/odyssey"
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_93a2c46c1f9ef65b7cd6",
    "grade": 1,
    "confidence": "high",
    "reason": "The Research Engineering role directly involves model improvement and training performance, but the posting does not specify PyTorch.",
    "evidence": [
      "Research Engineering: work on a modeling team with the goal of making a model better. You think in tensors, understand what makes a kernel fast, and obsess over training throughput."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Use of PyTorch."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "Seattle or SF"
      ],
      "evidence_ids": [
        "ev_7dac349dd7710c77"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Xaira Therapeutics | Midlevel/Senior/Staff Engineers | Seattle or SF\n\nXaira Therapeutics is developing biological foundation models (not LLMs) to hit undruggable targets and cure disease. We've put together an incredible cross-disciplinary team of pharma veterans who have brought drugs to market, drug designers/AI scientists from Nobel laureate David Baker's lab, and engineers from tech in order to meet the moment and build a company to reimagine how drugs are made in the pursuit of better medicines. We're not a SaaS company, and the ultimate goal is to see the medicines we make delivered to patients.\n\nI lead the engineering team and am hiring across multiple teams. There's:\n\n- Research Engineering: work on a modeling team with the goal of making a model better. You think in tensors, understand what makes a kernel fast, and obsess over training throughput.\n\n- X-Scientist: building an agentic copilot for drug development with access to our internal suite of tools. You have backend experience, have built tools for agents to interact with, and enjoy tinkering with agent harnesses.\n\n- Data Engineering: we generate large volumes of data from our lab that provide critical feedback loops to our modeling efforts. You either hate or love lakehouses, have a preferred ETL orchestrator, and are intrigued by the problem of capturing data off of lab instruments.\n\n- ML Platform: boy do we have some GPUs for you. Modeling teams need productive compute infrastructure, job scheduling, and numerous other affordances so that they can \"just focus\" on the model. You shudder at the words \"falling off the bus\", you have an opinion on how checkpoints should be recorded, and you've built tools that improve the modeling lifecycle.\n\nSend me an email to apply: [email protected]\nInclude a resume and tell me about something you've built that illustrates your skills."
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_8441ac2fb313c3524e8d",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting concerns building an LLM observability platform, not investigating security intrusions or developing defenses against attackers.",
    "evidence": [
      "We are looking for a Product Manager, Product & Backend Engineers, Product Marketing Manager and Developer Relations Engineers to join us in building the most widely adopted open-source LLM engineering platform.",
      "Right now, we’re focused on helping customers segment their traces, surface insights from them, and ship changes to their agents faster — building observability at serious scale while creating the product surface engineers actually live in day to day."
    ],
    "unmet_requirements": [
      "Work investigating intrusions and building defenses against attackers."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_5891e170b4a62325",
        "ev_a2130a0363e831ce",
        "ev_7b5358bfae367161"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_d5cef5b614510fae"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 90000.0,
        "period": null,
        "currency": "EUR",
        "original": "€90–160k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_7ed47ff47ddd0b6e"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "We’re hiring at Langfuse — now part of ClickHouse.\n\nWe are looking for a Product Manager, Product & Backend Engineers, Product Marketing Manager and Developer Relations Engineers to join us in building the most widely adopted open-source LLM engineering platform.\n\n- Berlin or EU hybrid (Engineering roles) / US-fully remote (Product & Marketing roles)\n\n- ~1 week onsite in Berlin every 2 months — travel covered\n\n- Full-time\n\n- €90–160k + ClickHouse equity\n\nHi, I’m Max, CTO and co-founder. Langfuse is focused on AI/LLM observability, with a lot of interesting challenges ahead, from AI data and developer experience to scaling systems for production workloads.\n\nRight now, we’re focused on helping customers segment their traces, surface insights from them, and ship changes to their agents faster — building observability at serious scale while creating the product surface engineers actually live in day to day.\n\nThe best way to get a feel for what we’re building and how we work:\n\n• Company Handbook (https://langfuse.com/handbook)\n\n• How we work (https://langfuse.com/handbook/how-we-\nwork/principles)\n\n• How we hire (https://langfuse.com/handbook/how-we-hire)\n\n• Product Documentation (https://langfuse.com/docs)\n\n• All our open roles (https://jobs.ashbyhq.com/langfuse)\n\nIf you’re excited about building the infrastructure and product layer for the next generation of AI applications, we’d love to hear from you.\n\nHappy to answer any questions!"
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_91c9f27764e878630168",
    "grade": 0,
    "confidence": "high",
    "reason": "The role develops production classification and risk-scoring models, rather than teaching programmers through tutorials, workshops, or code examples.",
    "evidence": [
      "You will develop and improve models that classify digital activity, identify meaningful privacy and security behaviors, and assess the confidence and significance of findings.",
      "You will work closely with engineering, product and privacy experts, and what you build goes directly into the product."
    ],
    "unmet_requirements": [
      "Teaching programmers through tutorials, workshops, and working code examples."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Data Scientist, Classification and Scoring",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d394a7ede4f8c973"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE: North America / Europe, UTC-8 to UTC+2"
      ],
      "evidence_ids": [
        "ev_c07e84261d8f74a9"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Lokker.com | Data Scientist, Classification and Scoring | REMOTE: North America / Europe, UTC-8 to UTC+2 | Full-time\n\nLokker is a privacy platform. We continuously analyze websites, applications, third-party technologies and data flows to identify privacy, security and consent risks in production. We have built a large proprietary dataset from years of observing real-world digital behavior, and we are hiring a data scientist to help us expand and improve the classification, scoring and risk intelligence built on it.\n\nYou will develop and improve models that classify digital activity, identify meaningful privacy and security behaviors, and assess the confidence and significance of findings.\n\nLooking for 2 to 4 years of production experience in data science and machine learning. Strong Python and SQL, pandas or Polars, scikit-learn and modern classification techniques, familiarity with model evaluation and explainability. Practical experience in training and evaluating supervised classification models on real PRODUCTION data, practical LLM experience beyond simple demonstrations, and curiosity about how websites and internet technologies actually behave. You do not need a privacy or adtech background. We will teach the domain.\n\nYou will work closely with engineering, product and privacy experts, and what you build goes directly into the product.\n\nIMPORTANT: the timezone range above is a hard requirement, not a preference. We cannot make an exception.\n\nON APPLICATIONS: we assume you used AI to help write it. So do we. What we cannot do is verify a claim that exists only in the document you sent us, so make sure the skills you claim are visible somewhere public: LinkedIn with real dates and role detail, GitHub, papers, Kaggle, a writeup, a talk. If your best work is under NDA, say so and describe it in your own words.\n\nA human reads every application. No keyword filter, no automated rejection.\n\nApply: https://lokker.com/careers/openings/data-scientist-classific..."
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_8637cddf28769608b68b",
    "grade": 1,
    "confidence": "high",
    "reason": "The role is primarily backend software development for an infrastructure-as-code platform, with occasional DevOps work and Kubernetes among relevant tools. It is related to Kubernetes infrastructure engineering but does not establish Kubernetes-focused infrastructure duties.",
    "evidence": [
      "On the backend we're using 100% Go with AWS primitives.",
      "We're looking for backend developers who like doing DevOps'y stuff sometimes (because in a way it's the spirit of our company), or have experience with the cloud native ecosystem."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role includes substantial Kubernetes infrastructure engineering duties."
    ]
  },
  "posting": {
    "title": "Senior Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_0fbd7b69c0f5d5d6"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Europe)"
      ],
      "evidence_ids": [
        "ev_e72d78c5e4da7dab"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 110000.0,
        "min": 80000.0,
        "period": null,
        "currency": "USD",
        "original": "$80k-$110k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c5249c13dcc05222"
      ]
    },
    "skills": [
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Spacelift | Remote (Europe) | Full-time | Senior Software Engineer | $80k-$110k+ (can go higher)\n\nWe're a VC-funded startup (recently raised $51M Series C) building an infrastructure orchestrator and collaborative management platform for Infrastructure-as-Code – from OpenTofu, Terraform, Terragrunt, CloudFormation, Pulumi, Kubernetes, to Ansible.\n\nOn the backend we're using 100% Go with AWS primitives. We're looking for backend developers who like doing DevOps'y stuff sometimes (because in a way it's the spirit of our company), or have experience with the cloud native ecosystem. Ideally you'd have experience working with an IaC tool, i.e. Terraform, Pulumi, Ansible, CloudFormation, Kubernetes, or SaltStack.\n\nOverall we have a deeply technical product, trying to build something customers love to use, and have a lot of happy and satisfied customers. We promise interesting work, the ability to open source parts of the project which don't give us a business advantage, as well as healthy working hours.\n\nIf that sounds like fun to you, please apply at https://careers.spacelift.io/jobs/3006934-software-engineer-...\n\nYou can find out more about the product we're building at https://spacelift.io and also see our engineering blog for a few technical blog posts of ours: https://spacelift.io/blog/engineering"
  }
}

{
  "judgment": {
    "query_id": "infra_constraints",
    "job_id": "job_9a25ede0cdb475175993",
    "grade": 0,
    "confidence": "high",
    "reason": "The platform work matches, but the role requires substantial experience and restricts remote work to the USA, conflicting with junior work from Mexico. The degree policy is unstated.",
    "evidence": [
      "Looking for: 5+ years platform/cloud infra, production Kubernetes (EKS ideal), managed Postgres (backup/recovery/tuning), IaC, solid networking, strong Python/Bash.",
      "Remote anywhere in the USA."
    ],
    "unmet_requirements": [
      "Junior role: requires 5+ years of platform/cloud infrastructure experience.",
      "Remote eligibility from Mexico: remote work is restricted to the USA."
    ],
    "unknown_requirements": [
      "No university degree required: degree policy is not stated."
    ]
  },
  "posting": {
    "title": "Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_77a3dd590e262461"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (USA)"
      ],
      "evidence_ids": [
        "ev_36b8c6047dbafc3f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_567550bcfe9fc5af"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "scala",
        "label": "Scala"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Senzing (entity resolution SDK) | Platform Engineer | Remote (USA) | Full-time\n\nSenzing builds enterprise entity-resolution SDK technology — an embeddable library that runs entirely inside customer infrastructure with zero data exfiltration. We're hiring a platform engineer to own the AWS infrastructure behind Placekey (our location-data subsidiary), a production API service running at scale.\n\nDay one, this is a cloud/platform role: you'd own the operational health of Placekey's stack, close out post-migration hardening, and have real input on where the infrastructure goes next. Over time the role grows to include internal IT and systems work (Active Directory, endpoint/laptop provisioning, Tailscale, security) — so we're looking for someone who's happy owning things end to end, not only the glamorous layer.\n\nStack: EKS Fargate, Aurora PostgreSQL, S3, Lambda, Cloudflare, API gateway (Kong/AWS), Terraform, Grafana/CloudWatch/Datadog. Apps are Scala and Rust.\n\nLooking for: 5+ years platform/cloud infra, production Kubernetes (EKS ideal), managed Postgres (backup/recovery/tuning), IaC, solid networking, strong Python/Bash. You don't need to be an expert on the IT/systems side today — but you should want to grow into it.\n\nRemote anywhere in the USA. Competitive salary, full health/dental/vision, 401(k) match, flexible PTO.\n\nTo apply: email [email protected] with your resume and a short note — tell us about a challenging production system you've owned end to end, including an incident where your monitoring missed something and what you changed afterward."
  }
}

{
  "judgment": {
    "query_id": "security_constraints",
    "job_id": "job_a0991c2153bb297871e6",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for a senior Rust backend engineer, not a junior security engineer, and explicitly requires primarily in-office work in Berlin rather than fully remote work from Mexico. The degree policy is unstated.",
    "evidence": [
      "We are currently looking for a Senior Rust Engineer to join one of our backend teams in Berlin.",
      "The role is primarily based in-office in Berlin, with a possibility for hybrid work (which can be discussed during the course of the interview)."
    ],
    "unmet_requirements": [
      "Junior security engineer work",
      "Junior seniority",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_98feaa8401ac42cb",
        "ev_73a7a334f88694d3"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany"
      ],
      "evidence_ids": [
        "ev_d42590c731189917"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_bde063243c7dab06"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Frequenz Energy-as-a-Service GmbH | Full-Time | Berlin, Germany\n\nWe are a vibrant technology company developing groundbreaking solutions that enable the rapid transition towards a world of decentralized energy. We’re helping companies to rapidly transition from being passive electricity consumers to becoming fully self-sustaining prosumers, capable of leveraging various renewable energy assets.\n\nWe are currently looking for a Senior Rust Engineer to join one of our backend teams in Berlin.\n\nThe role is primarily based in-office in Berlin, with a possibility for hybrid work (which can be discussed during the course of the interview).\n\nOur homepage: https://www.frequenz.com/\n\nApply here: https://www.frequenz.com/jobs/senior-rust-engineer\nWe would appreciate if you could attach links to your code examples from github, gitlab, or the like to your application.\n\n(PS: If you choose to apply, we would appreciate if you could mention that you have come from HN :) )"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_a5daf4cdc91900922101",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised roles are systems engineering, hardware engineering and founder's-office work, not junior product design. Mandatory in-office work in Noida explicitly conflicts with fully remote work from Mexico.",
    "evidence": [
      "We are not flexible on in-office work because of operational requirements - please do not apply if you can't relocate/work from office.",
      "Hiring across OS, software, and hardware."
    ],
    "unmet_requirements": [
      "Junior product designer role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_1d5df76e99db987f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Noida, India (Delhi NCR)"
      ],
      "evidence_ids": [
        "ev_d9b57713e92eb174"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "IN"
      ],
      "evidence_ids": [
        "ev_ea9e78d93f159d1e"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Stpkr Technologies | Noida, India (Delhi NCR) | ONSITE | Multiple roles\n\nStpkr Technologies is hiring for the following roles to build the next generation of wearable devices.\n\nWe are currently looking for the following roles but we are also open to interviewing any candidates who feel like they will do their best work here - even if your skillset/experience doesn't fit the current defined roles. Our current team doesn't fit the conventional mold, and we don't expect our future hires will either. If you don't fit the advertised roles, just send us a mail per the same process with whatever job title would fit you the best.\n\nWork is in person near Noida Sector 18, walking distance from Sector 18 Metro Station. We prefer in office work, and for you to be located within Delhi/NCR, Pay is competitive (9-12 LPA), and there are opportunities to earn meaningful equity down the line. We prefer current and recent undergraduates for our roles. If you are still in college we welcome you to apply nonetheless provided you can work as an intern for us in person. Super-flexible overall and all of our current team started out as interns. We are not flexible on in-office work because of operational requirements - please do not apply if you can't relocate/work from office.\n\nHiring across OS, software, and hardware. AI policy across all roles: you should be able to do the work without AI, and much faster with it.\n\nSystems Engineer - Everything at the OS layer. You've rooted phones, flashed custom ROMs, broken and fixed Linux for fun. Comfortable in C/C++. GitHub with kernel-adjacent or LineageOS-type projects a plus. Stack: Android, Linux, C, C++, Java. Filter: send us something you built where you had to fight the OS or hardware.\n\nHardware Engineer - Bring-up/Debug/Integration - Take EVT/DVT boards and make them work. Comfortable with J-Link and IDE debugging, reading schematics and reference designs. KiCad/Altium/EasyEDA hobby work would make you ideal. PetaLinux experience or hunger to learn it. ECE undergrad fine. Filter: photo of a board you designed or debugged, plus what went wrong.\n\nHardware Engineer - Power/RF/Wireless - Make the power and RF paths behave on EVT/DVT boards. Hands-on with schematic capture, layout, soldering, scope/logic analyzer. Given two unknowns, you pick one and start measuring. Filter: sensor fusion work, how noise behaves across protocols, and SPI debug chops.\n\nFounder's Office - Work closely with the founder and the rest of the team to manage the day to day and long term affairs of the company, the Man Friday of the company. Must have a decent degree of technical knowledge (we are a tech company after all) and be efficient at administrative tasks as well as management. Speed and learning ability are prized here, there will not always be a clear path to the work you have to do here, so you will have to figure some of it out on your own.\n\nTo apply, contact [email protected] with the subject line \"HN - Human\" and a brief intro for further communication. Attach any documents you deem useful there. Please include the role you are applying for at the top of the email if it is one of the above mentioned, otherwise whatever role fits you best. Shortlisting will be online, interviews will be in person. We are hiring quickly, expect to hear back from us within 2-3 days of applying. If you don't, assume you will not. If you are using an AI agent to mass apply for jobs and we can tell, then you will not hear back. Use an expensive one :P (reiterating this, because we receive so much AI spam now. Thanks for your time!"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_a3a0c3c37a9f04f51c1a",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes SQL and data engineering, but is primarily platform engineering and operational support. Neither dbt nor analytics-focused engineering duties are stated.",
    "evidence": [
      "- data engineering and operational support",
      "(70% --) SQL Server + ColdFusion"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Use of dbt",
      "Analytics engineering duties"
    ]
  },
  "posting": {
    "title": "Staff Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7c20626ec1629770"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_30e36e02b7b0e18a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_126799f0306ad698"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "airflow",
        "label": "Airflow"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Enrollment123 | https://e123insurtech.com | Staff Platform Engineer | REMOTE (US) | Full-time\n\nWe are SaaS platform that connects Insurance Carriers, Agencies and Agents, and enables sales to consumers.\n\nMy team is hiring a Staff Platform Engineer to keep things running smoothly and help our engineers modernize and build new products.\n\nWe are responsible for:\n\n- security for PCI and HIPAA data\n- AWS infrastructure that serves millions of people every month\n- developer tools and infrastructure to allow our teams to deliver\n- data engineering and operational support\n- automation, monitoring, and on-call rotations (especially during Open Enrollment!)\n\nOur stacks include:\n\n(70% --) SQL Server + ColdFusion\n(25% ++) Postgres + node/typescript\n(5%) Airflow + python\n\nIt's not a flashy product or stack I'll admit, but we have a lot of opportunities to improve the product and a lot of growth potential to expand our impact. Happy to tell you more!\n\nIf you're interested, email me at [email protected] with your honest, hand-written resume. I don't want some super polished AI bullshit, show me your real experience! The interview process is hopefully short and sweet: 1) meet with me for a quick intro to ensure we'll be a good mutual fit, 2) advance to a technical interview with the team, then 3) a last culture + company info session so you have all the info to make a decision.\n\nSorry, given our industry and size, you must be in the US and able to work without visa sponsorship."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_aa8f60ec42678fe08445",
    "grade": 1,
    "confidence": "high",
    "reason": "The role directly matches backend engineering, but its hourly compensation does not establish guaranteed annual pay of at least USD 400,000.",
    "evidence": [
      "Senior Backend Engineer, Payments, Ledger & Provable Fairness",
      "$120-160/hr"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed annual compensation of at least USD 400,000; only an hourly rate is stated, with no guaranteed annual hours or annual salary."
    ]
  },
  "posting": {
    "title": "Senior Backend Engineer, Payments, Ledger & Provable Fairness",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_589f6823e5f8dbd2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (2h overlap with US Pacific)"
      ],
      "evidence_ids": [
        "ev_243150baa35dd729"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160.0,
        "min": 120.0,
        "period": "hour",
        "currency": "USD",
        "original": "$120-160/hr",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_35ed8359d68e38fb"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Noricum | Senior Backend Engineer, Payments, Ledger & Provable Fairness | REMOTE (2h overlap with US Pacific) | Contract to permanent | $120-160/hr | Start by 14 Sep\n\nI'm the founder of Noricum where we build platforms – currently the money infrastructure, ledger, engine and payment rails behind a pre-launch wagering platform with a Steam skins economy. The games, a cashier and a bet ledger are built and live as a front end, with written specs for the server contract: ledger schema, refusal table, round lifecycle, every game's arithmetic. Processing and licensing are secured. The server does not exist. That is the job. You would own:\n\n- A server-authoritative game engine - seeds, nonces, outcome computation\n- A double-entry ledger where balance is derived and no client write can change it\n- Server-side enforcement of every limit and refusal\n- Payment rails idempotent under duplicated webhooks\n- Seed custody and the provably-fair lifecycle\n- An affiliate system with referral attribution and commission payouts\n\nMust have shipped: a double-entry ledger or equivalent money system in production, a payment integration including webhook idempotency, auth and sessions you built and operated, and infrastructure you owned end to end. Provably-fair systems, settlement-side gaming or trading infra, or Steam trade automation all stand out.\n\nEmail [email protected] with your start date and a few lines on the last money system you shipped - what it guaranteed, and how you knew it held."
  }
}

{
  "judgment": {
    "query_id": "security_keywords",
    "job_id": "job_ac77b685b8c0e8c77bc8",
    "grade": 2,
    "confidence": "high",
    "reason": "The DevSecOps position directly includes security detection and incident response duties, matching the requested work.",
    "evidence": [
      "DevSecOps Engineer: own security architecture for AI agent infra — threat models, agent permissioning, secure CI/CD, detection/IR for AI-native threats, HIPAA-aligned data governance.",
      "~6+ years security eng, GCP, IaC, hands-on incident response."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software/AI Engineer + DevSecOps Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_407becd6b1ed7506"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC, ONSITE 3-4 days/wk"
      ],
      "evidence_ids": [
        "ev_0b072943b77dac5c"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180-200K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_7d658fd214f68018"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Pathos AI | Senior Software/AI Engineer + DevSecOps Engineer | NYC, ONSITE 3-4 days/wk | Full-time | $180-200K + equity | VISA (transfer only)\n\nPathos is building Foundry, an AI-native platform pairing the largest foundation model in oncology with 200+ petabytes of multimodal patient data. Backed by a $365M Series D; pipeline now spans 4 clinical assets, including new licensing deals with AstraZeneca and Alphamabs. Small teams of 2-4 experts orchestrate hundreds of AI agents. NY-based candidates preferred. https://pathos.com\n\nSenior Software/AI Engineer: build AI agents/copilots for BD, clinical, comp bio, and lab teams, MCP-style servers, pipelines into a governed knowledge graph. ~6-8+ years, Python + TypeScript, shipped LLM workflows to production (LangGraph), own services end-to-end.\n\nDevSecOps Engineer: own security architecture for AI agent infra — threat models, agent permissioning, secure CI/CD, detection/IR for AI-native threats, HIPAA-aligned data governance. ~6+ years security eng, GCP, IaC, hands-on incident response.\n\nApply: [email protected] — one sentence on relevant production work you've shipped."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_a801ed0c76acd675c391",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves backend API infrastructure, endpoints, and relational database technology, matching the requested server-side web development work.",
    "evidence": [
      "You'd build for other engineers: the paved-road patterns under our Python/Flask API layer (REST + GraphQL, auth, permissions, migrations), the Flask→FastAPI path, production observability standards, and our AI dev platform — DevDawg (cloud dev environments for the whole stack) and Spice (our agent layer that already auto-approves simple PRs).",
      "Stack: Python, Flask, FastAPI, GraphQL, TaskTiger, Rust, TypeScript, Kafka, Redis, MongoDB, PostgreSQL, Elasticsearch, Docker, Kubernetes, AWS."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior/Staff Backend Engineer, Backend Platform",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7b88964c621ca994"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_39d7a9234b8f8524"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Remote (US) Close (https://close.com) | Senior/Staff Backend Engineer, Backend Platform | Full-time\n\nWe're bootstrapped, profitable, and 130 people, all remote, building an AI-powered CRM. We're spinning up a new Backend Platforms team and you'd be one of the first hires — unusual influence over what it owns.\n\nYou'd build for other engineers: the paved-road patterns under our Python/Flask API layer (REST + GraphQL, auth, permissions, migrations), the Flask→FastAPI path, production observability standards, and our AI dev platform — DevDawg (cloud dev environments for the whole stack) and Spice (our agent layer that already auto-approves simple PRs). Making Spice safe across more of our review surface is the team's biggest project.\n\nStack: Python, Flask, FastAPI, GraphQL, TaskTiger, Rust, TypeScript, Kafka, Redis, MongoDB, PostgreSQL, Elasticsearch, Docker, Kubernetes, AWS.\n\nLooking for: deep Python, shipped LLM/agentic work to real users, daily coding-agent use with a real POV, strong observability and API design instincts.\n\nAlso: ~5 weeks PTO + winter break, optional 4-day week at 80% pay, 1-month sabbatical every 5 years, 99% of medical premiums covered, 401k match to 6%.\n\nOur code: https://github.com/closeio (TaskTiger, SocketShark, ciso8601)\nEng blog: https://making.close.com\nApply: https://jobs.ashbyhq.com/close/5bf4629b-d2ee-4129-980f-e31b9..."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_9eea5af36e26c11972f4",
    "grade": 1,
    "confidence": "high",
    "reason": "A backend engineering role is listed, but its stated USD 178,500 compensation has no pay period. The posting does not establish annual pay of at least USD 400,000, and unspecified equity does not guarantee that minimum.",
    "evidence": [
      "Senior Backend Engineer - $178,500 USD + equity"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the pay period and equity value are not stated."
    ]
  },
  "posting": {
    "title": "Senior Web Security Engineer, Browser Platform - $178,500 USD + equity; Senior Backend Engineer - $178,500 USD + equity; Staff Data Scientist - $222,033 USD + equity; Director, Data Science - $243,800 USD + equity (+4)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e7fa3f27de7237d5"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_bf6939f587af4a5b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "DuckDuckGo - all roles fully remote, but some US-only as noted.\n\nSenior Web Security Engineer, Browser Platform - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/a447e823-fd8f-438f-909...\n\nSenior Backend Engineer - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/53022b02-da3d-4fda-827...\n\nStaff Data Scientist - $222,033 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/9c381171-f346-4d7a-876...\n\nDirector, Data Science - $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/0269aeaa-8d8f-4c8d-b78...\n\nSenior Privacy Engineer - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/80797cf4-64b2-4e94-9d8...\n\nDirector, Privacy Engineering- $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/494caa52-2916-49f0-9c4...\n\nSenior Business Development Manager (USA) - $200,267 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/dc1027ae-8f6a-44eb-b11...\n\nDirector, Paid Marketing (Subscriptions) - (Remote within USA) - $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/f8570953-8ea3-4955-bfb...\n\nSenior Growth Marketing Manager (Subscriptions) (Remote within USA) - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/ec51a831-c582-425c-a8c...\n\nMore, including product and design roles: duckduckgo.com/careers"
  }
}

{
  "judgment": {
    "query_id": "frontend_constraints",
    "job_id": "job_95a2ef88910718673724",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers no junior frontend engineering role and limits remote hiring to the US, conflicting with working from Mexico. It does not state a no-degree policy.",
    "evidence": [
      "Estuary | US-Based / Remote | Full-time – https://estuary.dev/",
      "Head of Engineering — Own the engineering function end-to-end as a partner to our founder CTO: strategy, people, delivery, and operations across a compact but high-leverage team."
    ],
    "unmet_requirements": [
      "Junior frontend engineer role",
      "Remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_bac647873fe938b7"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US-Based / Remote"
      ],
      "evidence_ids": [
        "ev_45d6ce2d0182fc4a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_483ee7378ef17f53"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Estuary | US-Based / Remote | Full-time – https://estuary.dev/\n\nEstuary is a VC-backed, post–Series A startup powering right-time data replication and transform — from sub-second CDC replication to terabyte-scale OLAP data flows. We're open-source, developer-first, and focused on making data movement radically simpler across both our Platform and Applications layers.\n\nWe're hiring for:\n\nHead of Engineering — Own the engineering function end-to-end as a partner to our founder CTO: strategy, people, delivery, and operations across a compact but high-leverage team. You'll grow the leaders already running our teams, set technical strategy jointly with the CTO, and be accountable for what engineering ships and what it costs.\n\nProduct Manager — Own product areas end-to-end, working closely with engineering and design to shape the roadmap and deliver a great developer experience. Engage with users, translate real-world use cases into product decisions, and help define how modern data infrastructure should feel to build with.\n\nCustomer Success Manager — Own the post-sale relationship for our data engineering and platform customers as our first CS hire. You'll build onboarding, account health monitoring, and the expansion playbook from scratch while staying technical enough to resolve most issues yourself.\n\nTechnical Product Marketing Manager — Founding product marketing hire working closely with Estuary's Head of Marketing and Developer Relations team. Help shape how we position and communicate the platform to technical audiences through product launches, messaging, technical content, demos, customer stories, and developer-facing campaigns.\n\nSenior Growth Marketer, Content & Video — Take the technical content our team already produces and multiply its reach: slicing long-form posts into social, video, and email, running our webinar program, and owning our social and lifecycle channels. You're a hands-on writer, designer, and video editor who knows how to turn one strong piece into a dozen that actually get seen.\n\nSenior Compliance Engineer — Own our GDPR and PCI DSS programs while keeping our audited SOC 2 and HIPAA programs running smoothly, alongside hands-on ownership of identity, endpoint, and SaaS estate management. This is a governance-first role for someone who has run a compliance program end-to-end, not just contributed to one.\n\nWhat we're looking for: People who care about building reliable, maintainable systems and processes and enjoy working with complex APIs, data flows, or customer relationships. We value curiosity, clear communication, and a willingness to learn.\n\nBonus points for experience with CDC tools, open source contributions, or fast-paced startups.\n\nTo apply: Email your resume to [email protected]"
  }
}

{
  "judgment": {
    "query_id": "security_keywords",
    "job_id": "job_a16e3658c82676e5034c",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes application security incident handling, but its primary focus is product security, secure development, and security tooling rather than dedicated incident response.",
    "evidence": [
      "Help manage application security incidents in collaboration with the rest of the Security team",
      "Design, build and maintain security tooling, automation and paved-road controls as production-quality software"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Security Engineer (product security)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_fe3698feab69f0cd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (AUS)"
      ],
      "evidence_ids": [
        "ev_bf1ac15d7a62dc10"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Zepto | Senior Security Engineer (product security) | REMOTE (AUS) | https://zepto.bamboohr.com/careers/104\n\nAs a Senior Security Engineer (Product Security), you will play a significant role in keeping our product safe and secure by building on and maturing Zepto's product security practices. You will work hands-on and shoulder-to-shoulder with Engineering and Product teams, providing guidance and coaching across the software development life cycle while continuing to raise the bar on our security expectations and capability.\n\nThis is a security role at its core, but not a gatekeeping one. We are builders – we expect you to read and write production-level code, build tooling and automation, and contribute paved-road solutions that engineers actually want to use.\nReporting to the Security Engineering Lead, you will work closely with them to develop and build Zepto's product security strategy and approach. You will apply a consultative and advisory approach when working with the wider Zepto team, empowering them to work confidently and to use the self-service capabilities you help establish.\n\nWe have excellent working relationships with our developers and we need to keep it that way. We are not the team of no. We are the team that helps make things better.\n\nZepto is moving quickly towards an AI-native way of building and operating. You will be someone who is already experimenting with AI and agentic tooling, or is genuinely keen to, and who is open to developing the skills to secure these systems as we adopt them.\nWithin the Security team, you are the go-to person for:\n\nSecure development practices\nVulnerability management\nSecurity architecture advice\n\nWorking in a scale-up, means you get the opportunity to flex your skills in a variety of ways. We are agile and always willing to roll up our sleeves to get things done. You can, however, expect your day to day to be involved in the following:\n\nCoach engineering teams and collaborate to ensure every step of the software development life cycle follows security best practices\nDesign, build and maintain security tooling, automation and paved-road controls as production-quality software\nConduct security assessments and architecture reviews of Zepto's applications and services\nEmbed within project teams to ensure they are effectively considering information security risk and prioritising security controls\nEstablish and document security architecture and practices in collaboration with the Security Engineering Lead, Product and Engineering teams\nWork with the Security Engineering Lead to support Zepto's adoption of AI and agentic systems, and experiment with AI tooling to improve how the Security team works\nHelp manage application security incidents in collaboration with the rest of the Security team"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_b4a60422df7d064fd16f",
    "grade": 1,
    "confidence": "high",
    "reason": "The web brand-design opening is adjacent to UX/product design, but the posting does not establish product-design or user-research responsibilities.",
    "evidence": [
      "+Brand Designer - Web:",
      "We're working at the forefront distributed systems engineering, interface design, and agentic computing to bring about the infrastructure platform we've always wanted."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "UX/product-design responsibilities",
      "User-research responsibilities"
    ]
  },
  "posting": {
    "title": "+Senior Product Engineer (full-stack); +Brand Designer - Web; +Senior Growth Marketer; +Senior Product Marketer (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d592542cb93b6e24"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Worldwide)"
      ],
      "evidence_ids": [
        "ev_5cc4038f6e04ab0f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_522bffffe485459a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Railway | Senior Product Eng (full-stack), Brand Designer - Web, Senior Growth Marketer, Senior Product Marketer, Account Executive, Scale| REMOTE (Worldwide) | https://railway.com/careers\n\nDo you feel scared and alone when opening the AWS console? Do you wish you could just tell Claude to manage your infra, and it would just work? Do you dream of a future where software is abundant and developers and normies alike are free to build their wildest dreams?\n\nWe're Railway, and we think infrastructure can be better. We're working at the forefront distributed systems engineering, interface design, and agentic computing to bring about the infrastructure platform we've always wanted. So far we've built out a platform loved by 3M+ users and we're just getting started.\n\nFair warning! The problems are complex: racking and stacking servers, home-rolled hypervisors, cut-above container orchestration, over/under/whateverlay networks, virtio device drivers, edge proxies, IAM that doesn't suck, kitchen sinks - we need to build it and we're looking for likeminded individuals who think this stuff is fun.\n\nFive open roles (apply below!):\n\n+Senior Product Engineer (full-stack):\n-Apply here: (https://railway.com/careers/full-stack)\n\n+Brand Designer - Web:\n-Apply here: (https://railway.com/careers/brand-designer-web)\n\n+Senior Growth Marketer:\n-Apply here: (https://railway.com/careers/growth-marketer)\n\n+Senior Product Marketer:\n-Apply here: (https://railway.com/careers/product-marketer)\n\n+Account Executive, Scale\n-Apply here: (https://railway.com/careers/account-executive-scale)"
  }
}

{
  "judgment": {
    "query_id": "tools_keywords",
    "job_id": "job_961825fcef3266147788",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves Rust software infrastructure and tooling, but its stated focus is genomics workflow execution rather than compiler development.",
    "evidence": [
      "St. Jude Children's Research Hospital is hiring Rust software engineers to rebuild the genomics ecosystem in Rust.",
      "The primary project we’re working on is a bioinformatics workflow execution engine for local, HPC, and Cloud called Sprocket (https://github.com/stjude-rust-labs/sprocket)."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Compiler development or compiler-focused developer tooling responsibilities are not stated."
    ]
  },
  "posting": {
    "title": "Sr. Staff or Principal Software Engineer, Rust Genomics Infrastructure",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_7698ffa3ba88b22e",
        "ev_4eac4d55d1705012"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Memphis, TN",
        "ONSITE (2x/week onsite) or REMOTE"
      ],
      "evidence_ids": [
        "ev_7f3258e0608652ec",
        "ev_38505d28f48aa319"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 238160.0,
        "min": 125840.0,
        "period": null,
        "currency": "USD",
        "original": "$125,840 - $238,160",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_8ab163e51e5b6535"
      ]
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "single_role",
    "description": "St. Jude Children's Research Hospital | Sr. Staff or Principal Software Engineer, Rust Genomics Infrastructure | Memphis, TN | ONSITE (2x/week onsite) or REMOTE | $125,840 - $238,160 | https://www.stjude.org/\n\nSt. Jude Children's Research Hospital is hiring Rust software engineers to rebuild the genomics ecosystem in Rust. We work at the intersection of computer science and genomics, and we're trying to build a better foundation upon which genomics can be done using Rust. The primary project we’re working on is a bioinformatics workflow execution engine for local, HPC, and Cloud called Sprocket (https://github.com/stjude-rust-labs/sprocket). You can also check out the other projects we have going on at https://github.com/stjude-rust-labs.\n\nNOTE that prior experience in bioinformatics or biology is NOT required for any of the positions below. You must be interested in learning though! If you'd like to get a sense of what you'd be learning, check out the guide we wrote to teach software engineers about genomics here: https://learngenomics.dev.\n\n* Sr. Staff or Principal Software Engineer: https://talent.stjude.org/careers/JobDetail/Senior-Staff-Pri...\n\nWith any questions, email me at [email protected]. Please do not email me your application directly—be sure to submit it through the job portal."
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_b91dbe15612018a279b7",
    "grade": 2,
    "confidence": "high",
    "reason": "The posting explicitly offers back-end engineering roles and lists Python among the technologies used. The request specifies no additional constraints.",
    "evidence": [
      "Back-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4",
      "(Typescript/Javascript, React, NextJS; Ruby on Rails; Python; DevOps, and third-party API integrations)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Back-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_feb5f0be82a34610",
        "ev_b778c37d031fc41e",
        "ev_28a216b5ceb39dcf"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US – Remote and Hybrid"
      ],
      "evidence_ids": [
        "ev_d8f2d3f855f4a312"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_5a059bfa2d8b5394"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 264000.0,
        "min": 140000.0,
        "period": "year",
        "currency": "USD",
        "original": "$140K-$264K annual",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2eff3b284d40dddd"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Prophet Town LLC | Various Software Engineering Roles | US – Remote and Hybrid | English fluency required | Full-time | $140K-$264K annual total comp (multiple)\n\nWe are a people-first, boutique tech agency creating on-demand teams and software solutions for long-standing clients. These clients trust us to practice engineering excellence as though we were members of their own staff. Our leadership team is ex-Fortune 100 with software engineering backgrounds: we’re still coding. Notable recent projects include a gigantic ERP migration for Anduril, and working with Surge Labs to help develop some of the frontier LLM models from the big guys themselves (yes, seriously). This is a remote-first agency, but some projects involve onsite work.\n\nI’m the founder and CEO, and I’m trying to do what I call “enlightened business”. I take responsibility for both staff and clients, and I look for people who approach their work with a similar sense of ownership.\n\nFor September 2026: our current work would especially benefit from from ai-forward senior engineering expertise that can design RL benchmarks, red-team model outputs, and create rubrics to evaluate and enhance the agentic coding capabilities of various frontier models. We received 216 applications in our August posting, and issued offers to approximately 10 (still following up with a few).\n\nApplicants must meet a high bar - I intend to have a personal relationship with every hire. In return you’ll get:\n\n* Flexibility and a low-bureaucracy environment\n\n* Clients that won’t treat the vendor like “the B Team”\n\n* The chance to act as a code architect, not just implement tickets\n\n* Exposure to a wide variety of industries and modern challenges\n\n* Me as your personal champion and advocate\n\nFeel free to submit, even if you already did in the past.\n\nCurrent roles available:\n\nBack-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4\n(Typescript/Javascript, React, NextJS; Ruby on Rails; Python; DevOps, and third-party API integrations)\n\nTier 3 roles are typically 5-10 years experience with $140-$180K total comp. Tier 4 roles are 11-20 years experience, $210-$264K total comp. Higher tiers exist, and we always welcome exceptional applications.\n\nPlease apply using this Google Form: https://forms.gle/tZwq7j2Ldwcas1wb7."
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_c33eb0ca3b0bf614c2e1",
    "grade": 0,
    "confidence": "high",
    "reason": "The requested work is cybersecurity intrusion investigation and defense. The posting instead concerns machine learning and data curation for biopharma and life sciences, with no security investigation or defensive duties stated.",
    "evidence": [
      "Netrias is a fast-growing Artificial Intelligence (AI) company that specializes in the application of machine learning models for data harmonization and curation.",
      "- Data harmonization and curation\n- Machine learning and predictive modeling"
    ],
    "unmet_requirements": [
      "Cybersecurity intrusion investigation and building defenses against attackers"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software Engineer, Software Engineer, Senior AI Researcher, AI Researcher",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_185ddddb197e51b7",
        "ev_1e4d3cfbeda94c80"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Cambridge, MA, Bethesda, MD",
        "ONSITE (US, hybrid)"
      ],
      "evidence_ids": [
        "ev_b3e61f8ba539a02c",
        "ev_d5b17fc41f603186"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_fc2ed5e74184bd77"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Netrias | Senior Software Engineer, Software Engineer, Senior AI Researcher, AI Researcher | Cambridge, MA, Bethesda, MD | ONSITE (US, hybrid) | Full-time | www.netrias.com/careers\n\nNetrias is a fast-growing Artificial Intelligence (AI) company that specializes in the application of machine learning models for data harmonization and curation. We apply these technologies within the biopharma and life sciences domains, and are increasingly expanding the domains and applications we can apply them to.\n\nWe are hiring across several positions - from entry level to senior - to support the development and deployment of technology for our biopharma and life sciences customers focusing on:\n\n- Data harmonization and curation\n- Machine learning and predictive modeling\n\nWe have several new, exciting efforts that we are looking for support on. Are you, or someone you know, passionate about multi-omics data integration and AI-ready data? If so, please reach out!\n\nTo learn more and apply:\n\nwww.netrias.com/careers"
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_a8d8395bac03c71859cf",
    "grade": 0,
    "confidence": "high",
    "reason": "The role seeks a CTO partner for production software development and advanced prompting, not teaching programmers through tutorials, workshops, or code examples.",
    "evidence": [
      "I am looking for a partner rather than a first hire, and I need two things in one person.",
      "An experienced developer who has genuinely run software in production — deployments, incidents, on-call. And a black-belt prompter."
    ],
    "unmet_requirements": [
      "Teaching programmers through tutorials, workshops, and working code examples is not the advertised work."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "CTO Partner",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a4d4fcce4e414e85"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (worldwide)"
      ],
      "evidence_ids": [
        "ev_04ab556c00fae734"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_305b5d06af480fec"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "single_role",
    "description": "BOSS-IQ | CTO Partner | REMOTE (worldwide) | Full-time | Istanbul-based company | https://boss-iq.com\n\nBOSS-IQ is an AI strategic-planning product for owner-operators of small and medium businesses. The boss describes an idea that has been stuck for years; a research-and-question session returns an implementation-ready plan. In production since June, hand-onboarding our first paying customers since August, invitation-only.\n\nI am looking for a partner rather than a first hire, and I need two things in one person. An experienced developer who has genuinely run software in production — deployments, incidents, on-call. And a black-belt prompter. I mean that as a level, not a flourish. The tell: if you watch other developers work in AI environments and feel real frustration — everyone prompts, most prompt badly — and you have quietly built your own standing rule files, your own context discipline, your own reusable prompt library, then you already know what I am describing. That is the rarer of the two skills, and the one I weight hardest.\n\nUnder the product, 60+ specialist agents run continuous extraction over each customer's documents and sessions into a persistent, per-company memory: every fact dated and traced to its source sentence, contradictions kept rather than overwritten — a discipline we call Total Capture. Patent-pending since July, in context engineering.\n\nStack: TypeScript throughout. A NestJS API plus a separate NestJS worker on Railway, Next.js 16 / React 19 on Vercel, Postgres with Prisma, Redis and BullMQ, Pinecone, S3-compatible storage. Agents are LangChain.js / LangGraph ReAct agents on Anthropic Claude across three model tiers, with OpenAI embeddings. Every prompt body and model config lives in one versioned master file synced to LangSmith, never hardcoded in TypeScript.\n\nI am the founder, and not an engineer — thirty years a strategy consultant, first terminal at the end of 2022. A contract developer built the first ~20,000 lines between December and February. Since February I have been the only developer, and it is now about 264,000 lines of TypeScript. I wrote the prompts first, 18,500 lines across 79 agent files, and the code came after to serve them.\n\nThat was the environment, not me: 45 interconnected instruction files deploying sub-agents, around 300,000 words of standing rules, orchestrated by one always-on kernel that classifies each session, auto-attaches the rules matching the files being touched, and generates sub-agentic plans for the work.\n\nCompensation is the honest startup shape: generous equity, austerity salary. No number here — it is set against what you currently earn, and that is a conversation rather than a billboard.\n\nFull posting: https://boss-iq.com/cto-partner.html\n\nApply: https://boss-iq.com/apply-cto.html — one question at a time, ending by asking you to write the prompts you would use on day one, not code. I read every one myself.\n\nOr write to me directly: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_b84888f956ba712d623c",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves C++ development for a software platform used in instruments, but microcontroller firmware development is not stated.",
    "evidence": [
      "-You will write clean, maintainable, and scalable code in C++ and share your knowledge with the team.",
      "You will contribute to the development and enhancement of our company-wide software platform, playing a key role in implementing a state-of-the-art technology platform for software development in our medical GMP (Good Manufacturing Practice) and RUO (Research Use Only) instruments."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Microcontroller firmware engineering duties"
    ]
  },
  "posting": {
    "title": "(Senior) Software Engineer – Platform Development",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_9ade1a796baa8906",
        "ev_7bc899035b81e438"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Bergisch Gladbach, Germany",
        "ONSITE or PARTIALLY REMOTE"
      ],
      "evidence_ids": [
        "ev_f660b5835474b6cc",
        "ev_f6edeb30a9a60ad7"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_399869f2e36e9b75"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Miltenyi Biotec | (Senior) Software Engineer – Platform Development | Bergisch Gladbach, Germany | ONSITE or PARTIALLY REMOTE | Full-time\n\nFor 35 years, Miltenyi Biotec has been developing innovative medical devices to empower biomedical research and advance medical treatments. This is how we are pushing the boundaries of cell and gene therapy and personalized medicine. To realize our vision, we combine sophisticated research with advanced engineering solutions in agile software development, data science, internet of things, artificial intelligence and connectivity. Today, more than 4,800 experts from over 50 countries contribute to breakthrough innovations and sustainable success.\n\nWe are looking for a (Senior) Software Engineer in Platform Development. You will contribute to the development and enhancement of our company-wide software platform, playing a key role in implementing a state-of-the-art technology platform for software development in our medical GMP (Good Manufacturing Practice) and RUO (Research Use Only) instruments. In this role, you will take on significant technical responsibilities and act as a key point of contact for collaboration with various teams and stakeholders.\n\n- You will contribute to the platform roadmap and its implementation, collaborating with project and program managers, software architects, feature owners, requirements engineers, UX/UI designers, developers, and testers. You will drive the platform’s technical advancement and ensure high-quality, on-time delivery.\n\n- You will continuously advance the software platform by developing innovative solutions used across software and instrument products while driving our transition to an AI-first engineering and development approach.\n\n-You will write clean, maintainable, and scalable code in C++ and share your knowledge with the team.\n\n- You will collaborate closely with other departments in our interdisciplinary and international environment, including other software development teams, biologists, IT, Quality, Regulatory Affairs, Service, and Marketing.\n\n- You will support communication with external stakeholders, contribute to critical business decisions, and provide input and ideas to shape the future of our global software development organization.\n\nIf this interests you, apply here: https://www.miltenyibiotec.com/DE-en/about-us/careers/open-p..."
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_aecad691ebca8d52968c",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves production backend systems and lists Python, matching the requested work.",
    "evidence": [
      "Looking for 5+ years building production backend systems, hands-on agentic AI coding experience, and experience with APIs/data pipelines feeding analytics or ML systems. Python, SQL, TypeScript, React."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Backend Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_8437234021c995c8"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_6a0db8a60927feaf"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_40ead314a0a6dd8b"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 190000.0,
        "min": 165000.0,
        "period": null,
        "currency": "USD",
        "original": "$165k–$190k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_ebc434e4a7e43808"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "single_role",
    "description": "Product Genius | Backend Engineer | REMOTE (US) | Full-time | $165k–$190k + equity\n\nWe build real-time learning AI: the APIs and data pipelines connecting live user and merchant behavior to systems that learn from it. Patented tech, backed by $35M in DARPA-funded R&D. AI-native team, you'll use agentic coding tools daily, including running multiple parallel sessions, on a fast-moving codebase. We share context, not tickets.\n\nLooking for 5+ years building production backend systems, hands-on agentic AI coding experience, and experience with APIs/data pipelines feeding analytics or ML systems. Python, SQL, TypeScript, React.\n\nApply: https://jobs.ashbyhq.com/productgenius/b9f0cb32-612d-45ff-bc..."
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_b1c34142321b3f750090",
    "grade": 1,
    "confidence": "high",
    "reason": "The role directly matches machine learning engineering, but the posting does not state that it uses PyTorch.",
    "evidence": [
      "ML/AI Engineer",
      "You’re okay debugging a stray tensor in the morning and designing services in the afternoon"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Use of PyTorch"
    ]
  },
  "posting": {
    "title": "ML/AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_e0ede6f91b0af44b",
        "ev_1fe9207f210f1e30"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid (Leuven, Belgium; remote 3 days/week)"
      ],
      "evidence_ids": [
        "ev_823c94d501f01aec"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "BE"
      ],
      "evidence_ids": [
        "ev_2099abcc84a42192"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Klassif.ai | ML/AI Engineer | Hybrid (Leuven, Belgium; remote 3 days/week)\n\nWe started off naively as just another intelligent document processing SaaS. Years of experience have shown us where the real pain points and value lies. Join my AI team and be horrified by how many critical business processes rely on email. Then help me execute on our ambitious roadmap!\n\nIf you find yourself nodding along with the following statements, you may be a good fit:\n\n- You enjoy getting your work into the hands of users\n\n- You’re okay debugging a stray tensor in the morning and designing services in the afternoon\n\n- You care about the field of AI and interact with its community\n\n- You can ‘sense’ when a loss curve is doomed\n\n- You’ve fine-tuned LLMs, even just for fun\n\n- You’ve been thinking a lot about agents lately, for some reason\n\n- You don’t mind the odd bit of customer support (it’s where we get our best insights!)\n\nAll credentials welcome, including recent graduates. We’ll shape the role around you. What matters is creativity and visible engagement with the field.\n\nWho may apply: EU citizens or holders of a Belgian work permit. (Everything else is more admin than we have time for.)\n\nhttps://klassif.ai/careers/ai-ml-engineer"
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_88a57f47783c8139c44a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting describes edge-cloud and network infrastructure engineering, not embedded software running on tiny chips or interfacing with sensors.",
    "evidence": [
      "We're a global edge cloud platform for performance and security, emphasizing open standards, sustainable engineering, and resilience-by-design.",
      "We're hiring across compute, security, platform engineering, network and edge protocols, release engineering, network architecture, client services engineering, and more."
    ],
    "unmet_requirements": [
      "Embedded software development for tiny chips and sensor communication"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineers (Senior, Staff, Principal)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_1ac185252edabcff",
        "ev_40f47d486b0556d2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US, UK, EU, APAC ONSITE PREFERRED"
      ],
      "evidence_ids": [
        "ev_c8e56b5aa93afc4a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "GB"
      ],
      "evidence_ids": [
        "ev_15b689d108c623f6",
        "ev_e6c389d22ff8dc8b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "webassembly",
        "label": "WebAssembly"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "*Fastly | Software Engineers (Senior, Staff, Principal) | US, UK, EU, APAC ONSITE PREFERRED | Full-time*\n\nWhen you look at the headers of major websites, you’ll see us. If it has to be performant, secure, scaled worldwide, and always-on, it uses Fastly.\n\nWe're a global edge cloud platform for performance and security, emphasizing open standards, sustainable engineering, and resilience-by-design.\n\nWe're hiring across compute, security, platform engineering, network and edge protocols, release engineering, network architecture, client services engineering, and more.\n\nOnsite preferred, but remote candidates with a strong fit are welcome!\n\nRather than building walled gardens, we co-founded the Bytecode Alliance, heavily upstream our work to open standards, actively author IETF drafts, and power the global infrastructure for open-source Python, Rust, Ruby, OpenStreetMap, and much more.\n\n* The Stack: Rust, C/C++, Go, Javascript, Typescript, WebAssembly (Wasm/WASI), Wasmtime, Cranelift, eBPF/XDP, QUIC, HTTP, TLS, TCP, Varnish/VCL, Linux kernel internals, distributed systems, professional services.\n* Apply: https://www.fastly.com/about/careers"
  }
}

{
  "judgment": {
    "query_id": "embedded_exclusion",
    "job_id": "job_bd1de4e71a71e0bbfaa6",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds enterprise AI agents rather than firmware, and its US-only remote eligibility conflicts with working remotely from Mexico and excluding US-restricted jobs.",
    "evidence": [
      "Staff Engineer – Agentic AI",
      "REMOTE (US)",
      "- Agent orchestration: tool calling, planner/executor and multi-agent patterns, MCP/A2A integrations with enterprise systems"
    ],
    "unmet_requirements": [
      "Firmware engineering work",
      "Remote work eligibility from Mexico",
      "Exclude jobs restricted to US residents"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Staff Engineer – Agentic AI",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f56b05bae58fb0cc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_3dcd6571a51b6a8e"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f7f8cc6ac4042583"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 175000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2444dbe21e7e48c1"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "Republic Services | Staff Engineer – Agentic AI | REMOTE (US) | Full-time | $175k is our salary midpoint + 20% target bonus\n\nRepublic Services is the second largest environmental services companies in North America — ~40K employees, thousands of trucks, hundreds of facilities, and a mountain of operational data that has never had an AI layer on top of it. We have a backlog of hundreds of Agentic AI ideas that we need to deliver and a foundation of ontologies, evaluations, guardrails, etc... that we need to build.\n\nWe're hiring a Staff Engineer now to be the first hire and plan to expand the team aggressively. You will own that platform end to end, not manage the people.\n\nWhat you'll work on\n\n- Agent orchestration: tool calling, planner/executor and multi-agent patterns, MCP/A2A integrations with enterprise systems\n\n- Making enterprise context reliably available at inference time — retrieval, memory, hybrid search, reranking, access controls\n\n- LLMOps that isn't hand-wavy: evals and golden datasets, prompt/agent versioning, tracing, token and cost budgets, CI/CD for agents\n\n- Safety in a regulated enterprise: prompt injection, data exfiltration, PII handling, human-in-the-loop, audit logging\n\nYou should have\n\n- 7–10+ years building and scaling production systems, with recent, hands-on GenAI/agentic work in production (not just demos)\n\n- Shipped agents or LLM pipelines at scale\n\n- Solid data chops — vector stores, chunking, hybrid search, knowing when retrieval is the wrong answer\n\n- Cloud experience (we're primarily AWS / Bedrock); comfortable with both containers and serverless\n\n- Track record of technical leadership and mentoring without needing a manager title\n\nNice to have: LangGraph / Semantic Kernel / PydanticAI, GraphRAG, knowledge graphs, LangFuse/LangSmith, multimodal.\n\nComp & benefits: $175k is our midpoint for salary + 20% annual target bonus, 401(k) with company match, ESPP, medical/dental/vision, PTO. Remote eligible, prefer AZ timezones +/-1. Not sponsorship eligible.\n\nWhy you should want to work here: We build cool stuff\n\nemail me ([email protected]) directly with the most interesting agent you've shipped."
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_bc07fd76c9565fc34724",
    "grade": 0,
    "confidence": "high",
    "reason": "Backend work is relevant and remote work is stated, but the explicit Staff/Principal level conflicts with the requested junior role. Eligibility from Mexico and a no-degree policy are not established.",
    "evidence": [
      "Staff/Principal Backend Software Engineer (JVM, Postgres)",
      "REMOTE (Some crossover w/ PST required)"
    ],
    "unmet_requirements": [
      "Junior seniority"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Staff/Principal Software Engineer (Full-Stack, AI, Backend, Platform)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c9488237c7723821"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Some crossover w/ PST required)"
      ],
      "evidence_ids": [
        "ev_75aa90d0c9330adf"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9245b00038b8466f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 205000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170k-$205k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_41ee19461d4a6f55"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Seeq | https://seeq.com | Staff/Principal Software Engineer (Full-Stack, AI, Backend, Platform) | REMOTE (Some crossover w/ PST required) | Full-time | $170k-$205k + annual cash bonus + equity. Salary range for US-based; local adjustments for other countries. Seeq creates cutting-edge data analytics software for industrial process data, serving sectors like pharmaceuticals, energy, and manufacturing. Our core product is a robust calculation engine capable of executing advanced math and machine learning algorithms on streaming time-series data. By leveraging generative AI, we enhance usability and accelerate outcomes for our users.\nWe've built up a great remote culture (e.g. annual meetups, home office allowance, generous PTO, a remote office app we created to collaborate) and a dev team that enjoys tackling hard problems that make a difference for our customers (dev blog for more: https://geeq.seeq.com/).\n\nBe sure to mention that you came from Hacker News in your application!\n\nStaff/Principal Backend Software Engineer (JVM, Postgres): https://apply.workable.com/seeq/j/CDBF1AE73C\n\nStaff Full-Stack (React, Python, AI Technologies): https://apply.workable.com/seeq/j/1378093793\n\nStaff/Principal Full-Stack (React, JVM, Postgres): https://apply.workable.com/seeq/j/610FB07CEB"
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_be6bb3e7e8e0fcfea9e9",
    "grade": 1,
    "confidence": "high",
    "reason": "The listed SRE openings are plausibly related to platform engineering, but platform duties are not detailed and the posting does not state an annual salary meeting USD 400,000.",
    "evidence": [
      "* we're hiring: ai research engineer, technical customer success managers (americas & emea), technical account executives, technical content writers, bdr team lead, SREs (americas), clickhouse engineer, and more.",
      "* public compensation calculator! see immediately what you'd get paid"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role involves platform engineering duties",
      "Annual pay of at least USD 400,000"
    ]
  },
  "posting": {
    "title": "Technical CSMs, Technical Content Writers, AI Research Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_889a2b8127627419"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (all remote)",
        "Hiring GMT-8 to GMT+2"
      ],
      "evidence_ids": [
        "ev_d71c12d1b7cbd0a2",
        "ev_4bfde2799d8b7586"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "clickhouse",
        "label": "ClickHouse"
      }
    ],
    "role_kind": "single_role",
    "description": "PostHog | Full-Time | Technical CSMs, Technical Content Writers, AI Research Engineer | REMOTE (all remote) | Hiring GMT-8 to GMT+2 | PostHog makes your product self-driving.\n* we have a public handbook (posthog.com/handbook) if you want to learn how we work, pay and more in complete detail.\n\n* we are growing through more autonomy and transparency not through process.\n\n* we have a ton of scale and a bunch of super interesting technical problems to solve\n\n* we're building 20 more products over the next couple of years, so you could end up building one of those\n\n* public compensation calculator! see immediately what you'd get paid\n\n* we're hiring: ai research engineer, technical customer success managers (americas & emea), technical account executives, technical content writers, bdr team lead, SREs (americas), clickhouse engineer, and more.\n\nhttps://posthog.com/careers"
  }
}

{
  "judgment": {
    "query_id": "embedded_exclusion",
    "job_id": "job_b7baad2d2c906cb3c04d",
    "grade": 0,
    "confidence": "high",
    "reason": "The openings are full-stack platform engineering, not firmware engineering, and remote eligibility is explicitly limited to the US and Canada, excluding work from Mexico.",
    "evidence": [
      "Mattermost | Remote (US and Canada) | FT | Multiple roles",
      "Both openings are full stack on the core platform: Go backend, React/TypeScript frontend, PostgreSQL and Redis."
    ],
    "unmet_requirements": [
      "Firmware engineering work",
      "Remote work eligibility from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Full Stack Engineer* $142,723 - $172,723 USD; Staff Full Stack Engineer* $172,724 - $227,135 USD",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_829125c7c5d99085"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US and Canada)"
      ],
      "evidence_ids": [
        "ev_9a61ea521ce5251c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_076a18eab30d03ed",
        "ev_decd3c4d27ad8f75"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Mattermost | Remote (US and Canada) | FT | Multiple roles\n\nMattermost (https://mattermost.com) is an open-core collaboration and workflow automation platform for air-gapped, on-prem and private clouds. Our customers are in defense, intelligence, security and critical infrastructure, including the USAF and NASA. Y Combinator led our Series B, their largest open source investment at the time.\n\nBoth openings are full stack on the core platform: Go backend, React/TypeScript frontend, PostgreSQL and Redis. The codebase is public (https://github.com/mattermost/mattermost), so most of what you build is too. We would rather hire people who ship and own complex software end to end than chase an exact stack match, so any systems or backend language and any frontend stack counts. What we look for in both roles: REST and WebSocket APIs with real networking fundamentals (HTTP, connection lifecycle), and relational databases including schema design and query optimization.\n\nWe use coding agents daily (Claude Code, Cursor, and others) for scaffolding, refactors, code review and test generation, and we treat that as core craft rather than a shortcut around the fundamentals. If you have a track record of shipping and owning complex software end-to-end, we want to hear from you.\n\n*Senior Full Stack Engineer* $142,723 - $172,723 USD\nArchitect and ship full stack features end to end, own the testing strategy for what you ship, and build internal tooling and testing infrastructure that makes the rest of the team faster. You will work without close supervision and hold the security and compliance bar our customers require. Nice to have: distributed systems and high availability architecture, regulated-environment security, open-source contributions, experience on remote-first teams.\n\nJoin our team: https://job-boards.greenhouse.io/mattermost/jobs/5379251008\n\n*Staff Full Stack Engineer* $172,724 - $227,135 USD\nSet technical direction for the platform rather than for a feature area: architecture and roadmap across the stack, the standards for how the org uses coding agents, and the strategy for internal tooling and testing. You will influence direction across teams, partner with security and compliance on it, and mentor senior engineers. Nice to have: staff, principal or tech lead experience elsewhere, open-source maintainership, FedRAMP or ITAR familiarity, defense or critical infrastructure background.\n\nJoin our team: https://job-boards.greenhouse.io/mattermost/jobs/5405811008\n\nBoth roles have Canadian postings: https://job-boards.greenhouse.io/mattermost"
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_ca49fa5ec990dbb2e89d",
    "grade": 1,
    "confidence": "high",
    "reason": "Building a full-stack web marketplace is relevant to browser-based interactive interfaces, but the posting does not state accessibility duties or requirements.",
    "evidence": [
      "We're are looking for full-stack software engineers to build and maintain our peer-to-peer marketplace.",
      "The tech stack is mostly Typescript, with Next.js, Node.js, Postgres, and other fairly standard web-tools / infra."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the work includes building accessible interfaces."
    ]
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_438f45c69d069818"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Boulder, CO or remote"
      ],
      "evidence_ids": [
        "ev_f25034319b211093"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Jawa.gg | Software Engineer | Boulder, CO or remote | Contract or Full Time\n\nJawa is the marketplace for gamers - think gaming PCs, GPUs, consoles, and the like. We're a small, VC-funded team with a big business, and have been operating since 2021.\n\nWe're are looking for full-stack software engineers to build and maintain our peer-to-peer marketplace. The tech stack is mostly Typescript, with Next.js, Node.js, Postgres, and other fairly standard web-tools / infra.\n\nLearn more at https://jawagg.notion.site/Full-Stack-Software-Engineer-412c..."
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_ccf5f10bd64ef794db00",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly matches machine learning engineering and explicitly requires PyTorch for productionizing and deploying deep learning models.",
    "evidence": [
      "Responsibilities: productionize novel steganography models, build inference pipelines, integrate models into cloud platforms, benchmark performance, and turn research into maintainable production code.",
      "Required: PyTorch, ONNX export, experience deploying deep learning models to the cloud, Python and C/C++, strong cross-team communication."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Machine Learning Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_13f65a8467668b04"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Irvine, CA (Onsite)"
      ],
      "evidence_ids": [
        "ev_00d2dfd275c1afe9"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "computer-vision",
        "label": "Computer vision"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Steg.AI | Machine Learning Engineer | Irvine, CA (Onsite) | Full Time\n\nSteg.AI develops AI-powered watermarking technology to protect and authenticate digital media. Our invisible watermarks are imperceptible to humans but robustly detectable by our proprietary models. Founded in 2019, we're an NSF- and investor-backed startup in Orange County, CA, with a team of 6 PhDs in computer vision.\n\nWe're hiring a Machine Learning Engineer to help push the frontier of AI for watermarking, steganography, and media provenance. You'll take state-of-the-art steganography models and own their journey to production — optimizing and deploying them on desktop and cloud platforms, serving as the link between research and customer-facing products.\n\nResponsibilities: productionize novel steganography models, build inference pipelines, integrate models into cloud platforms, benchmark performance, and turn research into maintainable production code.\n\nRequired: PyTorch, ONNX export, experience deploying deep learning models to the cloud, Python and C/C++, strong cross-team communication.\n\nBonus: background in steganography/watermarking/media provenance, video/image codecs, MLOps tooling, CV/ML publications or open-source contributions.\n\nTo apply, send your resume to [email protected]"
  }
}

{
  "judgment": {
    "query_id": "mobile_no_match",
    "job_id": "job_bee8e084ff439dcad167",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting offers software engineering roles but does not establish iOS development work. Its listed salary ranges do not support the requested minimum of USD 400,000 per year, and the currency and pay period are not explicit.",
    "evidence": [
      "Staff, Fullstack & Frontend Software Engineers",
      "1. Staff Software Engineer - $200K-275K + equity"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether any role involves iOS engineering",
      "Guaranteed base pay of at least USD 400,000 per year; listed amounts lack an explicit currency and pay period"
    ]
  },
  "posting": {
    "title": "Staff Software Engineer - $200K-275K + equity; Fullstack Software Engineer - $125-245K + equity; Senior Frontend Engineer - $125K-245K + equity; 1. Staff Software Engineer - $200K-275K + equity (+2)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_600c68ba4d17ff08"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY"
      ],
      "evidence_ids": [
        "ev_d2310f449f525545"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "PermitFlow (YC W22) | Staff, Fullstack & Frontend Software Engineers | New York, NY | ONSITE | Full-time | https://permitflow.com\nPermitFlow’s mission is to streamline and simplify construction permitting in the $1.6 trillion United States construction market. Our software reduces time to permit, supporting permitting end-to-end including permit research, application preparation, submission, and monitoring.\n\nWe recently raised a $54M Series B led by Accel with participation from Kleiner Perkins, Felicis, Altos Ventures, and YC.\n\nPermitting is a challenging yet interesting problem; thousands of municipalities across the United States have their own processes and requirements - many which are continually updating. Software, AI, and LLMs provide an exciting opportunity for us to reason at scale and distill a nuanced and localized permitting process into a standard and streamlined experience for our customers.\n\nWe're looking for customer-obsessed, ambitious, and hard-working teammates who are excited about solving a real-world problem with technology at its helm.\n\nNYC Onsite Roles | apply at: https://jobs.ashbyhq.com/permitflow?departmentId=d33195eb-89...\n\n1. Staff Software Engineer - $200K-275K + equity\n\n2. Fullstack Software Engineer - $125-245K + equity\n\n3. Senior Frontend Engineer - $125K-245K + equity\n\nhttps://permitflow.com/hiring"
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_c65371c891e8a7c45474",
    "grade": 0,
    "confidence": "high",
    "reason": "The AI/ML work is relevant and the role is remote, but the explicit requirement for 6+ years of professional engineering experience conflicts with a junior role. Eligibility from Mexico and a no-degree policy are unstated.",
    "evidence": [
      "Looking for: 6+ years professional SW engineering (Python/TypeScript/APIs/DBs), hands-on experience with LLM APIs and agentic workflows, and ideally RAG/embeddings/vector DB experience beyond basic chatbots.",
      "Astoria AI | Founding AI Engineer — Agentic Systems | Remote (async) | Full-time | Equity-only pre-seed, $190k-$280k + equity post-seed"
    ],
    "unmet_requirements": [
      "Junior role"
    ],
    "unknown_requirements": [
      "Remote work eligibility from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Founding AI Engineer — Agentic Systems",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_10174623d1082ae7"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (async)"
      ],
      "evidence_ids": [
        "ev_96a89fcac3115b5b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 280000.0,
        "min": 190000.0,
        "period": null,
        "currency": "USD",
        "original": "$190k-$280k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_68856e5aaf88eff2"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      }
    ],
    "role_kind": "single_role",
    "description": "Astoria AI | Founding AI Engineer — Agentic Systems | Remote (async) | Full-time | Equity-only pre-seed, $190k-$280k + equity post-seed\n\nAstoria AI is building an agentic runtime for human potential — a suite of specialized AI agents serving candidates and companies across the entire hiring and talent lifecycle: career strategy, networking intelligence, verified matching, compliance-native hiring, onboarding, and retention.\n\nThe hiring market is structurally broken: 44% of resumes contain fabrications, ATS filters reject 88% of qualified candidates, and 27% of posted jobs are ghost jobs — while regulation (EU AI Act, Mobley v. Workday, FCRA suits) is forcing enterprises to rethink hiring AI. We're building the fix.\n\nYou'll own the intelligence layer: LLM-powered agentic workflows (tool use, structured outputs, multi-step orchestration), RAG/retrieval pipelines, lightweight ML for classification/ranking/entity matching, and evaluation loops for hallucination risk and output quality.\n\nLooking for: 6+ years professional SW engineering (Python/TypeScript/APIs/DBs), hands-on experience with LLM APIs and agentic workflows, and ideally RAG/embeddings/vector DB experience beyond basic chatbots.\n\nStage: pre-launch, pre-seed, founding team, equity-only until seed round closes (~4-6 months), then competitive salary + refresh grants.\n\nApply: [email protected] with „HN“ in subject, plus resume or GitHub"
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_d7f42ed1bfa5e5509a6a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for junior frontend development rather than developer education, and its US residency requirement explicitly conflicts with working remotely from Mexico. The degree policy is unstated.",
    "evidence": [
      "FitMate | Frontend Engineer (Junior) | REMOTE (US) | $80-120k + bonus",
      "* Applicants must be based in the US, we are unable to sponsor visas."
    ],
    "unmet_requirements": [
      "Remote eligibility from Mexico",
      "Developer educator work"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Frontend Engineer (Junior)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_63e8c93b5fc1d2e9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_b01814e30633a776"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7eb7c64a1786540a"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 120000.0,
        "min": 80000.0,
        "period": null,
        "currency": "USD",
        "original": "$80-120k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_1db5946b7d2f0c08"
      ]
    },
    "skills": [
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "svelte",
        "label": "Svelte"
      }
    ],
    "role_kind": "single_role",
    "description": "FitMate | Frontend Engineer (Junior) | REMOTE (US) | $80-120k + bonus\n\nWe are building a scalable 1-1 coaching platform to help people achieve their fitness goals. We already have a working nutrition product with a rapidly growing user base and are hoping to branch out into other areas of fitness this quarter.\n\nOur product aims to hook people up with a qualified human coach at an affordable price. We have a client facing mobile app and web app that allows our users to track their nutrition and training, and a coach facing app that allows our coaches to get insights into their clients and communicate with them over SMS or video call.\n\nWe're a small, lean, mission-driven team and the role is a great opportunity for someone starting out in their career who wants to learn quickly in a fast paced environment.\n\nWe use React Native and Expo for our mobile app and Astro and Svelte for our web apps.\n\n* Applicants must be based in the US, we are unable to sponsor visas.\n\nApply here: https://careers.fitmatecoach.com/roles/junior-frontend-devel..."
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_c7b4232f788535630316",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting includes predictive-model training, evaluation infrastructure, and production model serving, but does not state monitoring duties or clearly combine all requested activities in one role.",
    "evidence": [
      "You design experiments, write the training and eval infra, and co-author the papers.",
      "- ML Engineer, Cloud Platform: design and scale the backend that serves and finetunes the models. Python/FastAPI, Terraform, K8s."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Production model monitoring responsibilities",
      "A single role covering training, production deployment, evaluation, and monitoring"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_cdee451417e8d580"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Freiburg, NYC"
      ],
      "evidence_ids": [
        "ev_e42cb9f544c1490b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Prior Labs | Berlin, Freiburg, NYC | ONSITE | Full-time | ML Infra, Research Scientist/Engineer, Backend, Full Stack\n\nWe build foundation models for tabular data. Deep learning transformed text and images but mostly skipped tables, which are still the data behind most clinical trials, financial models and scientific experiments. The reason is structural: no natural sequence, no spatial structure, no shared vocabulary across datasets, so the architectures and scaling laws behind LLMs don't transfer.\n\nOur approach: pre-train a transformer on millions of synthetic datasets sampled from causal-structure priors. The whole dataset goes in as context, predictions come out in one forward pass. No per-dataset training, no hyperparameter tuning, seconds instead of hours. TabPFN v2 was published in Nature and set a new state of the art; TabPFN-3 scales to 10M rows. 4M+ downloads, 8k+ GitHub stars, in production from liquid biopsy to rail maintenance. Code: https://github.com/PriorLabs/TabPFN\n\nSince July we're an independent lab inside SAP, with more than EUR 1B committed over four years. Models stay open, research stays public, same team and offices.\n\nRoles (most can sit in any of the three offices):\n\n- Senior ML Infrastructure Engineer: own multi-cluster GPU infra (Slurm on GCP today, multi-provider next), training performance and the tooling layer. We spend tens of millions per year on compute; you own that budget.\n\n- Research Scientist, Foundation Model: drive the model agenda - novel architectures, scaling from 10K to 1M+ samples, multimodal and causal directions. PhD plus top-venue publications, or equivalent.\n\n- Research Engineer, Foundation Model: same agenda from the engineering side. You design experiments, write the training and eval infra, and co-author the papers.\n\n- ML Engineer, Cloud Platform: design and scale the backend that serves and finetunes the models. Python/FastAPI, Terraform, K8s.\n\n- Full Stack Engineer, ML Platform: build the product end to end. TypeScript + Python, React/FastAPI/Postgres.\n\nAlso hiring: Applied Scientist, Forward Deployed ML Engineer, Research Scientist (Foundational Data Science), PhD research interns, plus GTM and ops roles.\n\n~40 people with backgrounds from Google, DeepMind, Jane Street, Goldman, G-Research, CERN. Led by Frank Hutter, advised by Bernhard Schölkopf and Yann LeCun. Comp competitive with top AI labs.\n\nAll roles and applications: https://jobs.ashbyhq.com/prior-labs\n\nQuestions welcome in the replies here."
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_c61ece4e6b30f60a90ed",
    "grade": 1,
    "confidence": "high",
    "reason": "The product engineering role includes design work but also software building. Compensation is stated in GBP with no pay period, so it does not establish the requested minimum of USD 400,000 per year.",
    "evidence": [
      "- *Product Engineer (Design):* Design and build intuitive software for complex projects.",
      "100k-160k GBP + 0.25-0.75% Equity"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether compensation meets a minimum of USD 400,000 per year."
    ]
  },
  "posting": {
    "title": "Product Engineer (Design) & Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_155fffaf42fe082c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE in London, UK"
      ],
      "evidence_ids": [
        "ev_9bcd03c7604b0d07"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_ae619e94aa647954"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 100000.0,
        "period": null,
        "currency": "GBP",
        "original": "100k-160k GBP",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_848df0a211c658f7"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Planlab.ai | | Product Engineer (Design) & Platform Engineer | ONSITE in London, UK | 100k-160k GBP + 0.25-0.75% Equity | Visa sponsorship\n\nWe’re building AI coworkers for project scheduling, helping teams deliver complex construction and infrastructure projects.\n\nWe’re hiring:\n\n- *Product Engineer (Design):* Design and build intuitive software for complex projects.\n- *Platform Engineer:* Build our algorithms, infrastructure, shared components, agents and internal tooling.\n\nEarlier-career through senior applicants welcome, with ownership and support matched to your experience. Both roles offer the compensation above. Company rapidly growing, with 9 team members today. We value initiative, creativity, and ownership.\n\nFor more information, including how to apply, see https://planlab.ai/jobs"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_c5e9533f75cd34cb0e93",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised roles are engineering, data science, analysis, and sales—not product design. The quoted compensation also does not establish pay of at least USD 400,000 per year.",
    "evidence": [
      "- Product Performance Analyst",
      "Spade | Multiple Engineering, AI/ML Data Science, and Revenue Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity"
    ],
    "unmet_requirements": [
      "Product designer role"
    ],
    "unknown_requirements": [
      "Guaranteed annual pay of at least USD 400,000; the posting does not explicitly state the compensation currency or period."
    ]
  },
  "posting": {
    "title": "Senior Platform Security Engineer; Backend Engineer (Mid Level); Data Scientist - AI/ML (Mid & Sr Levels); Product Performance Analyst (+2)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_c1d2d35b01551e2c",
        "ev_d80e602a35e9908b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE NYC or REMOTE (US/Can)"
      ],
      "evidence_ids": [
        "ev_bb31b4e1d1d76240"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f3038a45fbdf7190"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170-240K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_1c3913c7d14a38ea"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Spade | Multiple Engineering, AI/ML Data Science, and Revenue Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity\n\nSpade is the data and AI platform for modern finance. We take messy transaction data and turn it into structured, verified records — with a platform, models, and tooling that help our customers use it everywhere it matters.\n\nWe're looking for extraordinary builders to play a foundational role in a company designed for scale:\n\n- Senior Platform Security Engineer\n\n- Backend Engineer (Mid Level)\n\n- Data Scientist - AI/ML (Mid & Sr Levels)\n\n- Product Performance Analyst\n\n- Account Executive - Enterprise\n\n- Account Manager - Enterprise\n\nWe're well-funded by top investors (YC/a16z/OAK), and known for building intentional, inclusive culture. We offer competitive compensation (salary + equity) and comprehensive benefits.\n\nIf interested, please apply here (https://spade.com/careers/) and mention this post."
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_dbec1295b2f5385fd4f8",
    "grade": 0,
    "confidence": "high",
    "reason": "The stated duties are backend software engineering, not machine learning engineering. Remote work is supported, but junior seniority, eligibility to work from Mexico, and a no-degree hiring policy are not stated.",
    "evidence": [
      "We're hiring two engineers to work across the whole backend, which is SQL and PySpark on Databricks, Python/Flask APIs, Elasticsearch, and Cloudflare Workers.",
      "OpenAlex | Software Engineer | Remote | Full-time | $150–200k USD"
    ],
    "unmet_requirements": [
      "Machine learning engineering work"
    ],
    "unknown_requirements": [
      "Junior-level role",
      "Remote work eligibility from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_eb4f58f9ee9eb59a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote"
      ],
      "evidence_ids": [
        "ev_eb4f58f9ee9eb59a"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150–200k USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_27c77394b6646e9b"
      ]
    },
    "skills": [
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "spark",
        "label": "Spark"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      }
    ],
    "role_kind": "single_role",
    "description": "OpenAlex | Software Engineer | Remote | Full-time | $150–200k USD\n\nOpenAlex is an open index of the world's scholarly research: hundreds of millions of articles linked to authors, institutions, and topics, free via API and bulk download. Traffic runs about a billion API calls per month from universities, governments, and AI companies. The team behind it is a small nonprofit funded by grants and enterprise support.\n\nWe're hiring two engineers to work across the whole backend, which is SQL and PySpark on Databricks, Python/Flask APIs, Elasticsearch, and Cloudflare Workers. It's a small team with lots of autonomy. You'll notice what's missing, build it, ship it, and answer the tickets about it. We're AI-native, with agents writing all of our code.\n\nApply here: https://openalex.org/jobs/software-engineer"
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_c497c8053e6c457fe6b4",
    "grade": 1,
    "confidence": "high",
    "reason": "The product engineer role involves user-facing experiences and customer feedback, but focuses on frontend implementation rather than user interviews, experience design, and prototype testing.",
    "evidence": [
      "Product Engineer: (React/Typescript) who would work closely with product and design to build user-facing parts of the platform.",
      "You will craft performant, stable frontends that explain technical concepts to non-technical users and help us iterate fast based on customer feedback."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Conducting user interviews",
      "Designing product experiences and prototypes",
      "Testing product experiences and prototypes"
    ]
  },
  "posting": {
    "title": "Senior AI Engineer and Senior Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_0be59f96bba82bbe",
        "ev_479ec603b8207ef6"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC or Remote"
      ],
      "evidence_ids": [
        "ev_b8efa3c84746ca78"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      }
    ],
    "role_kind": "single_role",
    "description": "Starbridge | Senior AI Engineer and Senior Product Engineer | NYC or Remote | Full-time |\n\nhttps://starbridge.ai/\nStarbridge is building an AI platform that turns large-scale public and enterprise data into reliable sales insights. We are early, moving fast, and building from zero to one, so this role will have huge ownership and product impact.\n\nAI Engineer: Applied AI plus strong software engineering. You will build, evaluate, and deploy LLM-driven features like deep document analysis and interactive chat, working with models from OpenAI, Anthropic, and Gemini. Expect hands-on Python, ML system design, experimentation, and production reliability. Bonus for RAG depth and frameworks like LangChain, LlamaIndex, or Hugging Face.\n\nProduct Engineer: (React/Typescript) who would work closely with product and design to build user-facing parts of the platform. You will craft performant, stable frontends that explain technical concepts to non-technical users and help us iterate fast based on customer feedback.\n\nWe're looking to build our in-person team in NYC but also open to remote!\n\nApply: https://starbridge.ai/careers and mention HackerNews or email [email protected] with your resume."
  }
}

{
  "judgment": {
    "query_id": "frontend_constraints",
    "job_id": "job_bf6f1ff8a31ad20f0ceb",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires onsite work in Los Angeles, conflicting with fully remote work from Mexico. It does not establish a junior frontend opening or a no-degree policy.",
    "evidence": [
      "Apex Space | Multiple Roles | Full-Time | Onsite | Los Angeles, CA | apexspace.com"
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Frontend engineering role",
      "Junior seniority",
      "No university degree required",
      "Eligibility to work from Mexico"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_95e1ec47b580001b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Los Angeles, CA"
      ],
      "evidence_ids": [
        "ev_c32330d32d9516d2"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Apex Space | Multiple Roles | Full-Time | Onsite | Los Angeles, CA | apexspace.com\n\nApex Space is building standardized spacecraft platforms to enable true mass-production of spacecraft and enabling getting varied and similarly mass-produced payloads to orbit.\n\nWe're hiring everything from technicians to product/project managers and supply chain to all sorts of engineers: thermal, mechanical, mechanisms, solar, optical, power systems, electronics/avionics, PCB, embedded software, ground software, devops, and more.\n\nYou can apply at https://www.apexspace.com/careers. Or, email me with a resume at maabonnet [at] gmail [dot] com, and I'll see if I can get you a direct referral link so that you get a call with a recruiter ASAP if you're a particularly good fit.\n\nNOTE: Due to federal law, you must be a US person (citizen, green card holder, some other classifications) to work at Apex Space. Please state your residency or citizenship status in your email. If you are not a US person, I can't help you."
  }
}

{
  "judgment": {
    "query_id": "robotics_keywords",
    "job_id": "job_c78555c6f79e92530824",
    "grade": 0,
    "confidence": "high",
    "reason": "The role involves building an AI-agent software framework and supporting customer deployments, not robotics engineering.",
    "evidence": [
      "Mastra is the open-source TypeScript framework for building AI agents (agents, workflows, memory, evals, tracing).",
      "You should be a full-stack TypeScript engineer who has built agents and who can explain technical decisions clearly to engineers who haven't seen your code."
    ],
    "unmet_requirements": [
      "Robotics engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Customer Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d39cd3cdb951d4e1"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (AMER or EMEA time zones)"
      ],
      "evidence_ids": [
        "ev_6578289b72bcce1f"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Mastra | Customer Engineer | REMOTE (AMER or EMEA time zones) | Full-time\n\nMastra is the open-source TypeScript framework for building AI agents (agents, workflows, memory, evals, tracing). From the team behind Gatsby, YC-backed,https://github.com/mastra-ai/mastra\n\nWe're hiring a customer engineer. Some companies would call this an FDE; we don't, because roughly half the job is shipping in the framework itself. The other half you're embedded with paying customers deploying agents to production: in their Slack channels and on calls, writing code in their repos, reviewing their PRs, working through architecture with their engineers. What you learn there comes back as bug fixes, features, and new primitives in Mastra. One of our current customer engineers is among the top bug-fixers in the entire codebase.\n\nYou should be a full-stack TypeScript engineer who has built agents and who can explain technical decisions clearly to engineers who haven't seen your code.\n\nRemote. We have a lot of EU customers and response-time SLAs, so US Eastern/Central or EU hours work best.\n\nProcess: a call with Shane (co-founder/CPO, leads customer engineering), a conversation with a customer engineer, a 2-3 hour take-home, then you present it to us and get feedback.\n\nApply: {https://jobs.ashbyhq.com/Mastra/05172cb0-47ec-44f9-9fe8-07d4...} We get back to everyone."
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_ec066347017e976a74e5",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on AWS serverless backend development in TypeScript/Node.js, not C++ microcontroller firmware engineering.",
    "evidence": [
      "You’ll write backend code in TypeScript/Node.js, build APIs with Lambda and API Gateway, model data in DynamoDB, and design event-driven workflows and integrations.",
      "AWS serverless development is the main focus of the role."
    ],
    "unmet_requirements": [
      "C++ microcontroller firmware engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Cloud Engineer, AWS Serverless (TypeScript/Node.js)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_1ccae1bfffaeec34"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Germany)"
      ],
      "evidence_ids": [
        "ev_0dce77ade0f5d31c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_b36479e84f8606df"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 80000.0,
        "min": 75000.0,
        "period": null,
        "currency": "EUR",
        "original": "€75k–80k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_b07d2c95d409108e"
      ]
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      }
    ],
    "role_kind": "single_role",
    "description": "PAGNOS | Cloud Engineer, AWS Serverless (TypeScript/Node.js) | REMOTE (Germany) | Full-time | €75k–80k | business-fluent German required\n\nWe build serverless applications on AWS for clients and for our own SaaS products. On client projects, we work directly with their developers and help them understand and maintain what we build.\n\nYou’ll write backend code in TypeScript/Node.js, build APIs with Lambda and API Gateway, model data in DynamoDB, and design event-driven workflows and integrations. Infrastructure lives in code using AWS CDK, with CI/CD pipelines for builds and deployments. You’ll help decide how systems are designed and take testing, observability and security into account as you build. There’s some React/Next.js work too.\n\nWe’re looking for practical experience building AWS serverless applications with TypeScript/Node.js, including infrastructure as code, CI/CD and event-driven design. The role includes working through requirements and technical decisions with clients, so you should be comfortable with that.\n\nWe use coding agents daily and expect you to use them too, and to share useful approaches with other developers. AWS serverless development is the main focus of the role.\n\nWe’re remote-first, use Scrum, and work with code reviews, pair programming, and unit and integration tests. We meet in person regularly, sometimes in Cologne, sometimes in Austria or Mallorca. We plan travel around family commitments.\n\nYou must be based in Germany and speak business-fluent German and good English. We don’t offer visa sponsorship.\n\n€75k–80k, 32 days of vacation, hardware of your choice, and company-paid AI tool subscriptions.\n\nSend your CV to [email protected] – no cover letter needed. Questions before applying are welcome.\n\nFull job ad (German): https://germantechjobs.de/jobs/PAGNOS-GmbH-Cloud-AI-Engineer..."
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_d9c75bc925bb8d849a9b",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on building and owning a production application, not teaching programmers through tutorials, workshops, or instructional code examples.",
    "evidence": [
      "You would own the production application around our intelligence layer. Architecture, frontend, backend, Postgres, durable execution state, retries and idempotency, permissions, deploys, and the data-heavy interfaces people work inside all day: tables, relationships, filters, history, approvals."
    ],
    "unmet_requirements": [
      "Teaching programmers through tutorials, workshops, and working code examples as the intended work."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_7cde6983ab212696"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY"
      ],
      "evidence_ids": [
        "ev_a6e6106ad0615fa7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Sunspell | Founding Engineer | New York, NY | ONSITE | Full-time | https://sunspell.fm/careers/founding-engineer\n\nSix-person venture lab in New York. Part lab, part studio, part operating system, building original products and the systems behind them. Compounding every launch into venture intelligence.\n\nOur founder ran her own design studio and was the founding design partner on Partiful, on Sentropy before Discord bought it, on Goldcast before Cvent, on Make before Celonis, and on Descartes Labs. She builds here now instead of for other people.\n\nYou would own the production application around our intelligence layer. Architecture, frontend, backend, Postgres, durable execution state, retries and idempotency, permissions, deploys, and the data-heavy interfaces people work inside all day: tables, relationships, filters, history, approvals. React and TypeScript at depth, Node or Python behind it. We write a lot of MCP servers and build with Claude Code daily.\n\nSeven-plus years shipping, hands on code within the last year. Design and engineering sit in the same room here. There is no handoff.\n\nMost people who apply like the words \"founding engineer.\" We are looking for someone who has already started something of their own.\n\nOwnership. You should own a piece of what you build here. We are not going to post a percentage, because the honest answer depends on what you end up carrying, and we would rather work that out with you than hand you a number that pretends to be precise. It is a conversation, it is flexible, and we intend it to be fair.\n\nWe are six people. Nothing you build goes through a committee before it ships. Nothing you break, you fix alone. We are a tight team today and we are looking to double it by the end of the year.\n\nPlease send your resume or GitHub, plus the most ambitious thing you have built mostly on your own. Rough work that worked beats polished that never shipped.\n\nIf this is not you but a name comes to mind, please pass it along. :)"
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_de41568465b8b28f69c9",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting lists product management and sales engineering roles, not UX/product design or user research work.",
    "evidence": [
      "- Product Manager (DevTools & AI Reliability) - remote UTC-3 to UTC+3",
      "- Sales Engineer - remote US, Eastern time zone"
    ],
    "unmet_requirements": [
      "UX/product design or user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Product Manager (DevTools & AI Reliability) - remote UTC-3 to UTC+3; Senior Sales Engineer - remote Europe (UTC+1 to UTC+2); Sales Engineer - remote US, Eastern time zone",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_63436718139be878"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Europe / US Eastern)"
      ],
      "evidence_ids": [
        "ev_979e798a12c5771c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_577fd4315dd8d36c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Checkly | https://www.checklyhq.com | Product Manager, Sales Engineer, Senior Sales Engineer | REMOTE (Europe / US Eastern) | Full-time\n\nThe best developers don't wait for a customer to tell them something's broken.\nThey catch it first, in the pull request, in staging, or in the checkout flow at 3am, before a single user notices. That instinct is Checkly's whole reason to exist. We give developers and their agents the tools to own reliability the way they own their code: monitoring defined as code, powered by OpenTelemetry and Playwright, versioned and reviewed like everything else they ship. From pull request to post-mortem, in one place.\n\nOpen roles:\n\n- Product Manager (DevTools & AI Reliability) - remote UTC-3 to UTC+3\n- Senior Sales Engineer - remote Europe (UTC+1 to UTC+2)\n- Sales Engineer - remote US, Eastern time zone\n\nAll roles, compensation and applications: https://jobs.ashbyhq.com/checkly?utm_source=hn\n\nA human, either me or the Hiring Manager, will review your application!"
  }
}

{
  "judgment": {
    "query_id": "analytics_keywords",
    "job_id": "job_e653cdf8d3f861c6cfdb",
    "grade": 1,
    "confidence": "high",
    "reason": "The included data engineer role offers relevant data pipelines and analytics work with Snowflake and PostgreSQL, but SQL and dbt usage are not explicitly stated. The titled Java role does not match the intended work.",
    "evidence": [
      "Build and maintain reliable data pipelines using Snowflake, AWS, and PostgreSQL",
      "- Develop analytics and reporting solutions using Sigma Computing"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "SQL usage",
      "dbt usage"
    ]
  },
  "posting": {
    "title": "Hiring Java Developer (Full-Time)",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_3d1a77bcc1f9c252"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC (HYBRID)"
      ],
      "evidence_ids": [
        "ev_a1b43064aabf24e5"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 300000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150K-$300K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_0c83e64d4cb700fe"
      ]
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Furtim Modus | Hiring Java Developer (Full-Time) | NYC (HYBRID) | $150K-$300K + equity | https://www.furtimmodus.com/software-engineer\n\nWe are currently seeking a talented and driven Java Developer to join our team full-time. This is an exciting opportunity to contribute your skills and expertise to a venture backed funded fintech trading firm with emphasis in US equities capital markets tech based out of the New York City and in exchange we’ll provide you with base comp $150k-$300k, full benefits, cash bonus, and equity.\n\nRequired Qualifications:\n\n- Experience developing server-side software for electronic trading systems for US Equities\n\n- Strong low-latency programming experience using Core Java 17 or later\n\nHighly Preferred:\n\n- Experience with open-source technologies such as Aeron Transport, Aeron Cluster, Aeron Archive, Artio, and Agrona\n\n- Experience with the Adaptive Hydra trading platform\n\nBenefits:\n\n- Flexible hybrid schedule to accommodate other commitments\n\n- Collaborative and supportive team environment\n\n- Relocation assistance to NYC Metro area\n\nIf you are passionate about Java development and interested in joining a fintech venture, we would love to hear from you. Please submit your resume if interested to [email protected] in this opportunity.\n\n-----\n\nFurtim Modus | Hiring Data Engineer (Full-Time) | NYC (HYBRID) | $150K-$250K + equity | https://www.furtimmodus.com/data-engineer\n\nWe are currently seeking a talented and driven Data Engineer to join our team full-time. This is an exciting opportunity to contribute your skills and expertise to a venture backed funded fintech trading firm with emphasis in US equities capital markets tech based out of the New York City and in exchange we’ll provide you with base comp $100k-$150k, full benefits, cash bonus, and equity.\n\nRequired Qualifications:\n\n- Experience with electronic trading systems and market data for US Equities\n\nBuild and maintain reliable data pipelines using Snowflake, AWS, and PostgreSQL\n\n- Develop analytics and reporting solutions using Sigma Computing\n\n- Improve platform monitoring and observability using Grafana, Prometheus, and VictoriaMetrics\n\nHighly Preferred:\n\n- Experience with open-source technologies such as Aeron Transport, Aeron Cluster, Aeron Archive, Artio, and Agrona\n\n- Experience with the Adaptive Hydra trading platform\n\nBenefits:\n\n- Flexible hybrid schedule to accommodate other commitments\n\n- Collaborative and supportive team environment\n\n- Relocation assistance to NYC Metro area\n\nIf you are passionate about data engineering and interested in joining a fintech venture, we would love to hear from you. Please submit your resume if interested to [email protected] in this opportunity."
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_d910ed7b3446f2ee4f48",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on web application architecture and developer tooling, not embedded software running on tiny chips or communicating with sensors.",
    "evidence": [
      "- Angular, Vue, Javascript, and web serving best practices for development organizations for long term health.",
      "- Developer enablement and tooling in the Node.js ecosystem-shared component architectures, design systems, etc."
    ],
    "unmet_requirements": [
      "Embedded software development for tiny chips and sensor communication"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Architect",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_a6bb33f7e6fc6b6f",
        "ev_889f07126516f258"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite Cebu PH, Remote Costa Rica, Remote US are possible"
      ],
      "evidence_ids": [
        "ev_0bd60e806eb8be41"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CR",
        "US"
      ],
      "evidence_ids": [
        "ev_f89247f67233d360",
        "ev_c650192feb0855ec"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "angular",
        "label": "Angular"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Trax | https://www.traxtech.com/ | Onsite Cebu PH, Remote Costa Rica, Remote US are possible | Full-time | Architect\n\nI work best as a team - with someone who can challenge my assumptions and bolster my weaknesses. I'm looking to increase the bandwidth of the architecture function at Trax, as I can't do it alone!\n\nWe BOTH need to be strong in:\n\n- Communication - we lead by influence, not by authority. Kindness is required!\n\n- Ego-free problem solving - good ideas come from anywhere.\n\n- Reliable software designs - things that work on dirty data, incomplete testing, and AI-enabled development workflows.\n\n- Building the first prototype in an area with zero guidelines - careful choices and evaluation of vendors, setting an example to follow.\n\nYou should be strong in:\n\n- Angular, Vue, Javascript, and web serving best practices for development organizations for long term health.\n\n- Developer enablement and tooling in the Node.js ecosystem-shared component architectures, design systems, etc.\n\n- Data-heavy applications and their operation and security needs.\n\nI am strong on the infrastructure, DevOps, k8s, and backend and data stacks. So don't worry about relative weaknesses there, though you will need some understanding.\n\nThis would be a good first architecture position for a Staff or Senior Staff level full-stack technical leader who wants to expand their scope. My email is in my profile!"
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_db35243c5a981ef78997",
    "grade": 1,
    "confidence": "high",
    "reason": "Product discovery and understanding user workflows are relevant to the request, but the posting does not explicitly include user interviews, experience design, prototyping, or usability testing.",
    "evidence": [
      "We're looking for a senior product manager who will own product discovery and prioritization across this diverse user base.",
      "To be successful, you'll need to find the common needs behind very different workflows and turn them into opinionated product improvements."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Conducting user interviews",
      "Designing product experiences and prototypes",
      "Testing product experiences and prototypes"
    ]
  },
  "posting": {
    "title": "Senior Product Manager",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_17b35076e1ebb347"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Worldwide)"
      ],
      "evidence_ids": [
        "ev_8ce3987e48e1d0df"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_b07f81cad747ab8e"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 110.0,
        "min": 90.0,
        "period": "hour",
        "currency": "USD",
        "original": "$90–$110/hour",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_94a32cc0d8bb80ab"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "ODK | Senior Product Manager | Remote (Worldwide) | Long-term contract, 30–40 hours/week | $90–$110/hour USD\n\nODK is an open-source platform used by thousands of organizations worldwide to collect billions of data points for disease surveillance, supply chain traceability, environmental monitoring, and more. It enables users to build powerful forms and reliably collect structured data, even in places with little or no Internet connectivity.\n\nODK has been actively developed for 18 years. We have a mix of self-hosted and SaaS users across many sectors. We're looking for a senior product manager who will own product discovery and prioritization across this diverse user base. To be successful, you'll need to find the common needs behind very different workflows and turn them into opinionated product improvements.\n\nBecause the team is small and the user base is large, this is a high-autonomy role where product decisions have an unusually direct impact. You should have substantial experience managing complex B2B or technical products. Experience with open source, self-hosted software, and small, fully remote teams is a plus.\n\nDetails and application: https://getodk.org/about/jobs/senior-product-manager"
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_d367900bb7c4cd5bc7c8",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for API platform software engineering, not developer education, and explicitly specifies hybrid work in New York rather than remote work from Mexico. Mexico eligibility and any US-residency restriction are unstated.",
    "evidence": [
      "Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer | New York, New York (Hybrid)",
      "We're building out our NYC-based API platform team as our API-based business rapidly grows."
    ],
    "unmet_requirements": [
      "Developer educator work",
      "Remote work from Mexico rather than New York hybrid work"
    ],
    "unknown_requirements": [
      "Eligibility to work from Mexico",
      "Whether employment is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_6e7c6ac1f0b99f75"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, New York (Hybrid)"
      ],
      "evidence_ids": [
        "ev_21cdc7ab65247d1d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 300000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k-$300k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_678952d984374878"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "DeepL | Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer | New York, New York (Hybrid) | $200k-$300k+ plus equity\n\nDeepL is a Language AI Company providing text, document, and real-time voice translation to name-brand companies across the world. Maybe you've seen our recent announcement: https://www.deepl.com/en/press-release/harvey-taps-deepl-to-...\n\nWe're building out our NYC-based API platform team as our API-based business rapidly grows. We're a European -based company, so you'll enjoy the best of both worlds with competitive compensation, 30 days of PTO from day one (your manager, me, will make sure you use them all) \"work from anywhere\" days, addtional compensation for on-call shifts (including additional time-off if you actually have to do something after hours)\n\nIf you're passionate about building the platforms that provide the foundation for reliable and high-peformance systems, please check out our NYC openings: https://jobs.ashbyhq.com/DeepL?departmentId=0097f643-f517-44..."
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_d7c2fa90c0fa4c7e3a0c",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves end-to-end software systems and uses cloud/container infrastructure, but it is a full-stack engineering position with no stated responsibility for cluster reliability, deployments, or outage response.",
    "evidence": [
      "That means owning systems end to end and having real influence over what gets built.",
      "Stack: TypeScript, React, Python, Postgres. Google Cloud, Kubernetes, FastAPI, taskiq."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Responsibility for maintaining container-cluster and cloud-deployment reliability",
      "Outage response duties"
    ]
  },
  "posting": {
    "title": "Software Engineer (L4)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_eb63d57d8971f9d2",
        "ev_8b4cfdb20c5def79",
        "ev_a9aa3fb50423ef2f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco HYBRID (3 days/wk) or REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_c371c39a485fe45a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_3490040687a6b91a"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 249000.0,
        "min": 199000.0,
        "period": null,
        "currency": "USD",
        "original": "$199K–$249K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_eb68a7cae7c5ee29"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      }
    ],
    "role_kind": "single_role",
    "description": "Paramark | Software Engineer (L4) | San Francisco HYBRID (3 days/wk) or REMOTE (US) | Full-time | $199K–$249K + equity\n\nParamark helps Marketing teams optimize spend across all of their channels and programs. There are proven scientific ways to do this, but they are poorly understood and practiced by only a tiny fraction of teams. Our product ingests data from all of our customers' marketing channels and uses it to train open-source ML models for both measurement and experimentation. This makes it possible for any marketer to use these methods.\n\nIn this domain, it's hard to figure out what to build, and it's even harder to be both accurate and simple. You'll be joining a small team -- we have four product engineers. That means owning systems end to end and having real influence over what gets built. Your typical project will start with a high level goal, and you will figure out the rest.\n\nFounded 2023, 15 people, $8M from Greylock and others, cash-flow positive. Reasonable working hours: when the Mercury News covered the return of 996 culture, we were the counterexample. \"We don't think early stage startup life requires 18-hour days, or even 12-hour days.\" https://www.mercurynews.com/2025/08/25/silicon-valley-startu.... 4 weeks PTO plus federal holidays, medical/dental/vision (100% of employee premiums, 50% for family).\n\nLooking for 8+ years, full-stack. Some exposure to statistics, experimentation, or A/B testing helps.\n\nStack: TypeScript, React, Python, Postgres. Google Cloud, Kubernetes, FastAPI, taskiq.\n\nProcess: intro call; technical phone screen; one-day onsite in SF (travel covered for remote candidates)\n\nIn-person: https://paramark.com/careers/software-engineer-l4\n\nRemote: https://paramark.com/careers/software-engineer-l4-remote\n\nI'm the CTO and I read every application myself. Happy to answer questions in this thread."
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_f38b644f59dd64d3d669",
    "grade": 1,
    "confidence": "high",
    "reason": "Full-stack openings plausibly involve browser interfaces, but the posting does not specify frontend interface duties or accessibility work.",
    "evidence": [
      "+ Software Engineer (Full Stack Enterprise) - https://grnh.se/26cvuixl3us"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Building interactive interfaces used in a web browser",
      "Accessibility-focused interface work"
    ]
  },
  "posting": {
    "title": "Software Engineers",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_36a0b7341530bdae"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hawthorne, CA (Los Angeles County)"
      ],
      "evidence_ids": [
        "ev_7e692e8a46bfb7b4"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Freeform (http://freeform.co) | Software Engineers | Full-time | Onsite | Hawthorne, CA (Los Angeles County)\n\nFreeform builds AI-native manufacturing systems that unify software, hardware, and physics to produce industrial-scale parts at the speed of human ideation. By treating manufacturing as a single integrated system, we unlock a new era of innovation where complex hardware is designed, built, and scaled without limits. This isn’t just an improvement; it’s a leap forward in how complex metal parts are made, with the ability to revolutionize industries like aerospace, defense, automotive, energy, and beyond. We are backed by top VCs including NVIDIA’s NVentures, Founders Fund, Threshold Ventures, and Apandion.\n\nIt’s a small, tight-knit team and you’d have the opportunity to own significant and impactful greenfield projects throughout the entire development lifecycle and much more. Our software team comes from the likes of Google, SpaceX, and Apple, and believes in taking a first principles approach to solving hard problems.\n\nA glimpse into our software landscape - https://www.youtube.com/watch?v=nFWQArUkd5I\n\nOur feature in TechCrunch announcing our $67M Series B Raise! https://techcrunch.com/2026/02/19/freeform-raises-67m-series...\n\nCurrent open positions:\n\n+ Principal Software Engineer - https://grnh.se/27ajbj9k3us\n\n+ Senior Full Stack Engineer (MES) - https://grnh.se/vp93v0cu3us\n\n+ Senior Software Engineer - https://grnh.se/m2l08z853us\n\n+ Senior Software Engineer (Embedded) - https://grnh.se/hb838bth3us\n\n+ Senior Software Engineer (Full Stack Enterprise) - https://grnh.se/z1hbnfo33us\n\n+ Software Engineer - https://grnh.se/hnwff2s23us\n\n+ Software Engineer (Embedded) - https://grnh.se/acaazaw13us\n\n+ Software Engineer (Full Stack Enterprise) - https://grnh.se/26cvuixl3us"
  }
}

{
  "judgment": {
    "query_id": "mobile_no_match",
    "job_id": "job_eea08cab6663d534bc80",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting lists software and product engineering roles, but does not establish iOS development work or the requested minimum annual pay.",
    "evidence": [
      ">> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid):",
      ">> Software Engineer, Agents | NAMER, EMEA, APJ (Remote) :"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether any listed role involves iOS engineering",
      "Annual pay of at least USD 400,000"
    ]
  },
  "posting": {
    "title": ">> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid); >> Staff Security Engineer | NAMER, EMEA, APJ (Remote); >> Forward Deployed Engineer | United States (Remote); >> Software Engineer, Agents | NAMER, EMEA, APJ (Remote)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_1620d9c994a4fc6d",
        "ev_a245f5ba4cef050a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote"
      ],
      "evidence_ids": [
        "ev_1620d9c994a4fc6d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_4e5b1b62b0301460"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "LiveKit|http://livekit.io/| VoiceAI | webRTC | Remote | Full Time\n\nLiveKit is building the infrastructure layer for the voice-driven era of computing. Our platform gives developers everything they need to build, test, deploy, scale, and observe agents in production. Hiring:\n\n>> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid):\nhttps://jobs.ashbyhq.com/livekit/463e2769-bb85-4429-96a3-3a1...\n\n>> Staff Security Engineer | NAMER, EMEA, APJ (Remote):\nhttps://jobs.ashbyhq.com/livekit/efc06ff8-37c4-473e-8de8-bbb...\n\n>> Forward Deployed Engineer | United States (Remote):\nhttps://jobs.ashbyhq.com/livekit/b889ef16-4d5d-4b71-b0a9-682...\n\n>> Software Engineer, Agents | NAMER, EMEA, APJ (Remote) :\nhttps://jobs.ashbyhq.com/livekit/1757f49e-7e19-4c45-85f7-e46...\n\nCo-founders: Russ d'Sa (CEO) https://www.linkedin.com/in/russelldsa/ & David Zhao (CTO) https://www.linkedin.com/in/davidzhao/\n\nCheck out our blog: https://livekit.com/blog\n\nOur other roles: https://livekit.com/careers?utm_source=1bpyr8q375"
  }
}

{
  "judgment": {
    "query_id": "frontend_keywords",
    "job_id": "job_da41e3f43af5561df753",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed engineering openings focus on Rust backend, infrastructure, deployment, and dataframe SDK work, not React frontend engineering.",
    "evidence": [
      "- Rust Backend Engineers\n- Forward Deployed Engineers\n- Software Engineer, Infrastructure\n- Dataframe SDK Engineers",
      "Most of our core, performance-critical code is Rust."
    ],
    "unmet_requirements": [
      "React frontend engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Rust Backend Engineers; Forward Deployed Engineers; Software Engineer, Infrastructure; Dataframe SDK Engineers (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d99b5601d9ef2b16"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote",
        "Stockholm, Sweden"
      ],
      "evidence_ids": [
        "ev_d99b5601d9ef2b16",
        "ev_b3a53779453032d1"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "SE"
      ],
      "evidence_ids": [
        "ev_9392a9e3153bf703"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Rerun | Remote | Stockholm, Sweden | Full-time\n\nhttps://rerun.io/\n\nRerun is the data layer for Physical AI; robotics, autonomous systems, AR/VR, and other embodied ML. We give engineers a single unified layer for multi-rate, multimodal data: the open-source Rerun SDK (Rust, built with egui) for logging, querying, visualizing, and training, plus Rerun Hub for large-scale storage and streaming from object storage. Most of our core, performance-critical code is Rust.\n\nThis month we’re hiring for:\n\n- Rust Backend Engineers\n- Forward Deployed Engineers\n- Software Engineer, Infrastructure\n- Dataframe SDK Engineers\n- Events Marketing Manager\n\nCheck all roles and apply here: https://rerun.io/careers"
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_de609ec73a78fd9ea55d",
    "grade": 1,
    "confidence": "high",
    "reason": "The role directly involves robotic grasp planning and algorithms controlling physical hardware, matching object pickup. Warehouse navigation is not stated.",
    "evidence": [
      "We're looking for a Founding Geometry Software Engineer to build our 3D CAD analysis engine, handling grasp planning, and generative design of parts using a combination of meshes, SDFs, NURBS, and point clouds.",
      "You will enjoy this role if you are excited to build algorithms that control physical hardware in the real world, and have experience with computational geometry libraries or game engine internals."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work on machine navigation in warehouses"
    ]
  },
  "posting": {
    "title": "Founding Geometry Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_79f506881d464bce"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite (London, UK)"
      ],
      "evidence_ids": [
        "ev_4a3269e9e975da3d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_a4048c0077568c98"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Whistle Robotics | Founding Geometry Engineer | Full-time | Onsite (London, UK) | https://whistlerobotics.com/\n\nI'm Gio, CTO at Whistle Robotics. We're building task-specific robots that make automation more accessible to small and medium manufacturers. We're looking for a Founding Geometry Software Engineer to build our 3D CAD analysis engine, handling grasp planning, and generative design of parts using a combination of meshes, SDFs, NURBS, and point clouds.\n\nYou will enjoy this role if you are excited to build algorithms that control physical hardware in the real world, and have experience with computational geometry libraries or game engine internals. Apply directly at our website."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_d695b1e9c2b0e989883d",
    "grade": 1,
    "confidence": "high",
    "reason": "The fullstack engineering positions are plausibly relevant to server-side web development at an API provider, but endpoint-building duties are not specified and relational database work is not supported by the posting.",
    "evidence": [
      "We provide 100+ APIs to Google, Google Maps, Google Images, Bing, Baidu, and more.",
      "Our current stack is Ruby, Rails, MongoDB, and React.JS. We are looking for more Junior and Senior FullStack Engineers."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Explicit responsibility for building server-side endpoints",
      "Work with relational databases"
    ]
  },
  "posting": {
    "title": "Junior to Senior Fullstack Engineer multiple positions; Customer Success Engineer; Hiring Coordinator; Python/Ruby/PHP/Js/Rust/Cotlin/C#/Crystal/Nim/Elixir Developer Advocate positions",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_850b2066e1b36e0e",
        "ev_fb291b4df59fc60f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Based in Austin, TX but remote-first structure"
      ],
      "evidence_ids": [
        "ev_d9734d82bed698ad"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 180000.0,
        "min": 150000.0,
        "period": "year",
        "currency": "USD",
        "original": "$150K - 180K a year",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_042e3095adc9ac44"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "php",
        "label": "PHP"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "elixir",
        "label": "Elixir"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "SerpApi | https://serpapi.com | Junior to Senior Fullstack Engineer multiple positions | Customer Success Engineer | Hiring Coordinator | Python/Ruby/PHP/Js/Rust/Cotlin/C#/Crystal/Nim/Elixir Developer Advocate positions | Based in Austin, TX but remote-first structure | Full-time | ONSITE or FULLY REMOTE | $150K - 180K a year 1099 for US or local avg + 20% for outside the US\n\nSerpApi is the leading API to scrape and parse search engine results. We provide 100+ APIs to Google, Google Maps, Google Images, Bing, Baidu, and more.\n\nOur current stack is Ruby, Rails, MongoDB, and React.JS. We are looking for more Junior and Senior FullStack Engineers.\n\nWe have an awesome work environment: We are a remote first company (before Covid!). We do continuous integration, continuous deployments, code reviews, code pairings, profit sharing, and most of communication is async via GitHub.\nWe value super strongly transparency, do open books, have a public roadmap, and contribute to the EFF.\n\nApply at: https://serpapi.com/careers"
  }
}

{
  "judgment": {
    "query_id": "tools_no_match",
    "job_id": "job_f03fc05e545b08f37242",
    "grade": 1,
    "confidence": "high",
    "reason": "The infrastructure-as-code and environment-design work is plausibly related to developer tooling, but the posting does not clearly establish a developer tools role or state pay meeting USD 400,000 per year.",
    "evidence": [
      "Think GPU datacenter bring-up, storage, networking, and designing IaC.",
      "Also think optimizing AI workloads, env design, minimizing GPU bring up times, and maximizing hardware fungibility."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether developer tools engineering is a core responsibility.",
      "Annual pay of at least USD 400,000."
    ]
  },
  "posting": {
    "title": "Bare-Metal GPU Infra + Applied AI",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_8bf3939b9d6a5bfb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco / REMOTE"
      ],
      "evidence_ids": [
        "ev_da40ef5e85f83051"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Inferra | Bare-Metal GPU Infra + Applied AI | San Francisco / REMOTE | Full-time / internship\n\nWe're looking for cracked, optimistic engineers/students with good systems taste and high tolerance of ambiguity. We're a team of ~10 in SF, building a GPU neocloud. High agency, lots of freedom, very little boundaries.\n\nThink GPU datacenter bring-up, storage, networking, and designing IaC. Also think optimizing AI workloads, env design, minimizing GPU bring up times, and maximizing hardware fungibility.\n\nEmail sasan at inferra.ai with anything relevant. For internships: please tell what you'd like to do in the next ~year, if you could do anything."
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_fe48d4256c9110cbffd2",
    "grade": 0,
    "confidence": "high",
    "reason": "The role manages a security product roadmap and engineering priorities, rather than UX product design or user research.",
    "evidence": [
      "I’m hiring a product manager to lead our security roadmap and steer the priorities of our security engineering team.",
      "A technical background and security expertise are a must for this role"
    ],
    "unmet_requirements": [
      "UX product design or user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Lead Product Manager, Security",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_774ca9dccd2488bb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US + 18 countries)"
      ],
      "evidence_ids": [
        "ev_a54b183f09ea8582"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_1f39d75bab375746"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Wikimedia Foundation | Lead Product Manager, Security | REMOTE (US + 18 countries) | Full-time\n\nI lead the security and safety team for Wikipedia, at the Wikimedia Foundation. I’m hiring a product manager to lead our security roadmap and steer the priorities of our security engineering team.\n\nIt’s a high-pace, shipping-heavy time for the whole project right now, as we are dedicating ourselves to surviving all the ways AI is messing with us and the internet, and getting to the other side of it. I joined myself about a year ago, and have found it to be a great time and place to swing big and surprise people.\n\nThis is a PM role and PM background is certainly helpful, but it’s not strictly required (everyone has the first PM job at some point). A technical background and security expertise are a must for this role, so we’re also open to people in engineering roles, who have demonstrated PM-relevant skills and are interested in making a pivot.\n\nYou can apply at https://job-boards.greenhouse.io/wikimedia/jobs/8140060?gh_s... - we don’t auto-filter based on AI or anything like that, I will personally see your resume."
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_ef4f33206daed662837e",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds backend and ML data infrastructure rather than developer education, and its explicit onsite requirement conflicts with fully remote work from Mexico.",
    "evidence": [
      "Foray Bioscience | Software Engineer, Data & ML | On-Site (Cambridge, MA) | Full Time | $105,000–$130,000 + equity",
      "You’ll work across the product, with a particular focus on backend systems, APIs, data infrastructure, and the systems supporting our machine learning work."
    ],
    "unmet_requirements": [
      "Developer educator work",
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Junior level",
      "Eligibility to work from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Software Engineer, Data & ML",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_16a319a069cadb6c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-Site (Cambridge, MA)"
      ],
      "evidence_ids": [
        "ev_f62fade15ba8253b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 130000.0,
        "min": 105000.0,
        "period": null,
        "currency": "USD",
        "original": "$105,000–$130,000",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_df2e60ba98b76b59"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Foray Bioscience | Software Engineer, Data & ML | On-Site (Cambridge, MA) | Full Time | $105,000–$130,000 + equity\n\nCompany:\nForay is a plant production company using plant cells, artificial intelligence, and advanced biomanufacturing to grow materials, molecules, and seeds directly from the cell up.\n\nOur work is powered by Pando, our intelligent workspace for plant science. Pando combines novel plant datasets and emerging predictive models to help researchers design and optimize plant production workflows with greater speed and reliability. Together, our software and biomanufacturing platforms are creating new ways to produce what we need from plants while building more resilient plant industries.\n\nRole:\nWe’re looking for a Software Engineer, Data & ML to help build the software and data foundation behind Pando. You’ll work across the product, with a particular focus on backend systems, APIs, data infrastructure, and the systems supporting our machine learning work. A major part of the role is figuring out how to turn complex scientific and experimental information — including scientific literature, natural language, and data generated in the lab — into reliable, structured data.\n\nYou’ll work closely with software engineers, biologists, and ML researchers to translate experimental workflows, statistical analyses, and design-of-experiment approaches into scalable software and predictive tools. You’ll join early, have significant ownership, and help make foundational technical and architectural decisions as the platform grows.\n\nYou:\n+ Strong software engineering generalist with particular depth in backend and data systems\n+ Experience shipping production-grade software and building backend systems, data pipelines, databases, APIs, or other data-intensive infrastructure\n+ Strong in Python and comfortable with relational databases, APIs, and modern software systems\n+ Familiar with MLOps and the infrastructure needed to run AI models in production\n+ Comfortable turning messy, heterogeneous, or unstructured information into trustworthy data, including through NLP, information extraction, or similar techniques\n+ Understand good scientific data practices including quality, provenance, versioning, reproducibility, permissions, and access controls\n+ Enough statistical fluency to reason about experimental data, uncertainty, and design of experiments\n+ Enjoy learning unfamiliar domains, working across disciplines, and solving ambiguous problems with significant ownership\n+ Experience with scientific or biological data, ML infrastructure, predictive modeling, optimization, or AI applications is helpful, but we don’t expect one person to have done all of these things before\n+ Must be authorized to work in the United States\n\nLearn more & apply: https://jobs.polymer.co/foray-bioscience/41044?source=Hacker...\n\nReferrals: Available in the form of a houseplant or a lab-grown Christmas tree, while supplies last!"
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_f421cd957b7c2b33889a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for full-stack AI software development, not firmware engineering, and requires 2–3+ years of hands-on experience rather than junior-level entry. Worldwide remote work is stated, but the degree policy is unspecified.",
    "evidence": [
      "you'd work across the full stack: React/TypeScript frontend, Node.js backend, AWS Lambda.",
      "looking for 2-3+ years hands-on experience"
    ],
    "unmet_requirements": [
      "Firmware engineering work",
      "Junior-level role"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Full Stack AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9a5542435ea47fc5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote(Everywhere)"
      ],
      "evidence_ids": [
        "ev_110e47d9d832abf6"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      }
    ],
    "role_kind": "single_role",
    "description": "AiMi | Full Stack AI Engineer | Remote(Everywhere) | Full-time\n\nAiMi builds agentic AI infrastructure for capital markets: autonomous agents that ingest venue and vendor notifications, assess impact across client infrastructure, and drive change management workflows in real time, replacing what used to be manual, static processes for exchanges and their ops teams. live production platform, not a pilot.\n\nyou'd work across the full stack: React/TypeScript frontend, Node.js backend, AWS Lambda. concretely: shipping features in the agent pipeline, building MCP-based connectors and skills that extend what our agents can reach, running evals on agent accuracy and reliability, building observability and alerting for agent latency/error rates/failed workflows, and making long-running LLM, agent, and SSE calls actually resilient (timeouts, retries, circuit breakers, fail-fast, recovery). also a fair amount of diagnosing dependency/version conflicts in a Node.js/npm monorepo, which is its own skill.\n\nlooking for 2-3+ years hands-on experience, solid Node.js and REST API background, real hands-on work with LLMs or agent frameworks (Mastra, LangChain, LlamaIndex, Claude, OpenAI or similar), comfortable with AWS (Lambda, Bedrock, DynamoDB, S3, Cognito, API Gateway, CloudWatch), MongoDB/DynamoDB, and genuinely tests what you ship (unit, integration, e2e). familiarity with spec-driven development (Claude Code, Cursor, CodeRabbit or similar) is a real plus since that's how we work day to day. bonus points for capital markets/trading infra background, LLM observability tooling like Langfuse, SSE streaming experience, or PostHog.\n\nyou'd be working on great things here: real architectural decisions at an early-stage company, visible impact from week one, and room to grow into a senior or lead role as we grow.\n\napply: https://join.com/companies/aimitechnology/16658631-agentic-a... , or reach out directly at [email protected]"
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_f6eb60d3622a24208721",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on platform security engineering, not Swift or iOS mobile development.",
    "evidence": [
      "We're seeking a talented Security Engineer to join our team.",
      "You will conduct in-depth code reviews, implement security best practices, and influence the overall security strategy."
    ],
    "unmet_requirements": [
      "Swift iOS mobile engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Security Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_362ac1bb27a00421"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite in San Francisco"
      ],
      "evidence_ids": [
        "ev_92626ec6486f1e8b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "single_role",
    "description": "Factory | Security Engineer | Onsite in San Francisco | Full-time\n\nCome work on my team! (We’re hiring lots of engineers right now, but I’m biased toward my own group today.)\n\nFactory builds software development agents that accelerate the world's largest enterprise engineering teams. We're helping customers including Nvidia, Adobe, Adyen, Klarna, and Ernst & Young turn their engineering organizations into autonomous development systems — shipping code, reviewing PRs, running tests, and deploying continuously.\n\nWe're seeking a talented Security Engineer to join our team. In this role, you will play a critical role in developing and maintaining the security foundation of our platform. You will conduct in-depth code reviews, implement security best practices, and influence the overall security strategy. Your expertise in TypeScript, Python, Kubernetes, CI/CD, and terraform orchestration will be crucial in identifying and mitigating potential security vulnerabilities.\n\nSoftware Engineer, Security: https://factory.ai/careers/software-engineer-security\n\nOther roles: https://factory.ai/company#careers"
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_ff4e34fc0dc989af75c8",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks full-stack engineers building an AI interview-preparation product, not a role teaching programmers through tutorials, workshops, or code examples.",
    "evidence": [
      "Has strong full-stack engineering skills. Has built and deployed production applications. Loves working with AI and LLM-powered products. Takes ownership and ships quickly."
    ],
    "unmet_requirements": [
      "Teaching programmers through tutorials, workshops, and working code examples."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "2 Full Stack AI Engineer, 1 GTM",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_08f99641f04ed6bd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_08f99641f04ed6bd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 30000.0,
        "period": null,
        "currency": "USD",
        "original": "$30k – $90k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c22e4bcfc5e97a84"
      ]
    },
    "skills": [
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Interview Resources | 2 Full Stack AI Engineer, 1 GTM | REMOTE | Full-Time | $250k seed raised\n\nInterview Resources is building an AI-powered deep research platform for interview preparation. Instead of generic interview guides, we autonomously research company-specific interview experiences across Reddit, YouTube, LinkedIn, engineering blogs, company websites, Glassdoor, and other public sources, then generate structured preparation reports in minutes.\n\nWe are already profitable with 3k+ paid users.\n\nOur stack currently includes Next.js, React, TypeScript, Node.js, PostgreSQL, Docker, Vercel, AWS, and modern AI tooling. Experience with LangGraph, LangChain, MCP, RAG, vector databases, or AI agents is a strong plus, but curiosity and the ability to learn quickly matter more.\n\nWe're looking for someone who:\n\nHas strong full-stack engineering skills. Has built and deployed production applications. Loves working with AI and LLM-powered products. Takes ownership and ships quickly. Has personal projects or open-source work they're proud of.\n\nExpected salary: $30k – $90k (flexible based on experience, impact, and per capita)\n\nExpected Joining Date: 1st October\n\nTo apply, visit https://www.interviewresources.app/careers (No Email; my email is spammed) with:\n\n1. Your CV/Resume. Your GitHub profile.\n\n2. Why do you like InterviewResources? (product-driven answer) Log in to the site and just see some sample reports.\n\n3. One piece of work or project you're most proud of (include links if possible).\n\n4. Please include your expected salary and location in your application.\n\nHuman-written messages are more likely to get a response.\n\nTry: https://www.interviewresources.app"
  }
}

{
  "judgment": {
    "query_id": "mobile_intent",
    "job_id": "job_0d84ab56a57b6e64ce25",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds Rust backend networking infrastructure, not native iPhone applications, offline app behavior, or App Store releases.",
    "evidence": [
      "We’re hiring a Backend Systems Engineer with Rust experience to help build:",
      "Stack: Rust, Tokio, Axum, SOCKS5, Linux systemd daemons, SQLite"
    ],
    "unmet_requirements": [
      "Native iPhone application development"
    ],
    "unknown_requirements": [
      "Offline application behavior",
      "App Store release responsibilities"
    ]
  },
  "posting": {
    "title": "Backend Systems Engineer (Rust)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a494fd507e20be20"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, Global"
      ],
      "evidence_ids": [
        "ev_dedc2ae370450a9e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "sqlite",
        "label": "SQLite"
      }
    ],
    "role_kind": "single_role",
    "description": "Proxybase | Backend Systems Engineer (Rust) | Remote, Global | Full-Time\n\nHi HN,\nI’m the founder of Proxybase [0]. We’re building a SOCKS5 proxy network focused on transparency and ethical sourcing in the residential proxy market.\nA quick note for anyone who applied last month: thank you to everyone who reached out. We received far more strong applications than expected, and between running day-to-day operations and working through the backlog, we took much longer to reply than we should have.\nIf you applied last month and haven’t heard back yet, I’m sorry for the delay. We’re actively reviewing those applications alongside this new batch.\n\nWhy Proxybase?\nThe residential proxy industry has a rough history. Some providers rely on hidden background scrapers bundled into TV firmware or mobile apps, while others use payout systems that can hold provider funds for months.\n\nWe’re trying to build something better:\nOpen-source clients: Our GUI [1] and CLI [2] are fully open source, so anyone can inspect and audit what runs on their device.\nExplicit consent: Providers knowingly opt in. No stealth bundling.\nFair, fast payouts: The minimum payout is $1, sent directly to provider wallets in USD stablecoins. We do not hold funds to earn interest on them.\n\nWe’re hiring a Backend Systems Engineer with Rust experience to help build:\n\nAsynchronous SOCKS5 routing infrastructure,\nDaemon and node orchestration,\nAutomated bandwidth-allocation pipelines\n\nStack: Rust, Tokio, Axum, SOCKS5, Linux systemd daemons, SQLite\n\nLocation: Fully remote, async-friendly, flexible time zones\nCompensation: Competitive salary plus equity. USD or stablecoin payment options are available.\n\nIf you’re interested in building infrastructure for an industry that needs better standards, email [email protected] with your GitHub, résumé, and a short note about what you’ve been working on recently.\n\nI’ll also be around in the comments to answer questions and hear feedback.\n\n[0]: https://proxybase.xyz\n\n[1]: https://github.com/proxybasehq/proxybase-gui\n\n[2]: https://github.com/proxybasehq/proxybase-cli"
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_eebaab401011db186cdb",
    "grade": 0,
    "confidence": "high",
    "reason": "The role produces marketing and advertising designs, not predictive models or model deployment, evaluation, and monitoring. Its use of AI coding agents does not establish the requested work.",
    "evidence": [
      "We need a production designer who turns briefs into polished, on-brand marketing, social and ad creative, fast, inside an existing brand system."
    ],
    "unmet_requirements": [
      "Work training predictive models and putting them into production with evaluation and monitoring."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Production Designer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_caa527e6422fa9cd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (async, global)"
      ],
      "evidence_ids": [
        "ev_742ebca3dc94e700"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "We The Flywheel | Production Designer | REMOTE (async, global) | Contract, part-time to full-time | https://wetheflywheel.com/en/careers/production-designer-rem...\n\nWe're a small, agent-led studio. Most of our ops run through AI agents, and the people here direct them. We need a production designer who turns briefs into polished, on-brand marketing, social and ad creative, fast, inside an existing brand system.\n\nWhat we're looking for:\n- Real Figma experience (required)\n- You've wired Figma into coding agents like Codex or Claude Code (e.g. Figma MCP), so a design becomes working code without a hand-off\n- Strong typography and layout craft, and you can keep quality up across a high volume of assets\n- Clear written English for async work\n\nApply through the link. It starts with a short skills assessment, no cover letter needed.\n\nFor other roles, see our careers page: https://wetheflywheel.com/en/careers/?utm_source=hackernews&..."
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_fcd8f8ccbd972908741f",
    "grade": 0,
    "confidence": "high",
    "reason": "The role includes backend work and is remote, but explicitly requires 5+ years of experience and a technical degree, conflicting with junior and no-degree requirements. Stated country eligibility is US, not Mexico.",
    "evidence": [
      "Minimum: 5+ years building production web applications, a technical degree, fluency with current AI tooling, and eight continuous hours inside the 8:30am to 5:00pm ET window.",
      "US"
    ],
    "unmet_requirements": [
      "Junior role: requires 5+ years building production web applications.",
      "No university degree required: requires a technical degree.",
      "Remote eligibility from Mexico: stated eligible country is US."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Full-Stack Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_2ae58452c26d9dba"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US time zones)"
      ],
      "evidence_ids": [
        "ev_ceec80ddfc488b9f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f6ce9779a48e12b7"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "elixir",
        "label": "Elixir"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Obi9 | Full-Stack Engineer | REMOTE (US time zones) | Contract or Full-time | https://obi9.ai/jobs/full-stack-engineer\n\nA hedge fund analyst covering therapeutics has to watch hundreds of companies at once: press releases, SEC filings, management calls, updates on government sites, clinical data publications. Obi9 ingests all of it and surface what matters. Hedge funds pay for it today.\n\nWe are early and the team is small, so you would own entire surfaces of the product rather than pick up tickets:\n\n- Ship full-stack features end to end, from the data model to the interface.\n\n- Build the ingestion and enrichment pipelines that turn raw data into rich insights and alerts.\n\n- Work on AI-backed features, from ideation to serving them in the webapp and over MCP.\n\n- Make heavy data legible: dense tables, financial charts, document viewers, a live alert stream.\n\nStack: React + TypeScript, Node, Elixir, Python, distributed AI pipelines.\n\nBeyond full-stack ability we want someone who already understands one of these worlds. One is enough, we are not asking for all four:\n\n- Financial information systems. Bloomberg, FactSet, AlphaSense, Capital IQ, PitchBook. You know what entity resolution, identifier mapping and point-in-time data cost to get right.\n\n- Financial domain knowledge in healthcare. Equity research, valuation, or time spent living inside filings and models.\n\n- Audio and transcription. OtterAI Deepgram, AssemblyAI, Whisper. Diarization, speaker attribution, turning messy call audio into something quotable.\n\n- AI-intensive products where the pipeline IS the product. Legal AI, document intelligence, medical coding. You know what evals, grounding and extraction schemas that hold actually cost.\n\nMinimum: 5+ years building production web applications, a technical degree, fluency with current AI tooling, and eight continuous hours inside the 8:30am to 5:00pm ET window.\n\nApply: https://obi9.ai/jobs/full-stack-engineer?tab=apply"
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_feef28350d71718662ab",
    "grade": 0,
    "confidence": "high",
    "reason": "The backend opening is explicitly senior rather than junior, and the stated eligible country is US rather than Mexico. Remote work is supported, but a no-degree policy is not stated.",
    "evidence": [
      "Senior Software Engineer: You will work across our event-driven architecture. You'll write Go and Python backend services and touch endpoint-deployed browser and desktop components.",
      "US"
    ],
    "unmet_requirements": [
      "Junior backend role: the backend opening is senior.",
      "Eligibility to work remotely from Mexico: stated eligible countries list only US."
    ],
    "unknown_requirements": [
      "No university degree required."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_caeb15e53a8bff4e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US Timezones)"
      ],
      "evidence_ids": [
        "ev_e87b4d088d63abb9"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_36eeea03b64fcd5b"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 230000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170k to $230k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_59d05ac7681f471b"
      ]
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Sidekick Labs | Senior SWE, R&D Engineer, Intelligence Engineer | REMOTE (US Timezones) | Full-time | $170k to $230k Base + Equity + Health\n\nSidekick builds AI security software for enterprises. Our sensors observe AI behavior and use in situ. From those observations, our reasoning pipeline produces an application inventory and a risk picture, allowing us to provide real-time intervention and coaching right when it matters.\n\nCompensation: base salary scaled to experience, meaningful early-stage equity, and 100% covered health insurance for you and your immediate family\n\nWe are a highly senior team. Most of us have been founders or on early founding teams, so we operate with high ownership. We expect you to have a real, current AI-assisted development practice. Our system spans several languages, and we expect you to use AI tools to quickly navigate unfamiliar parts of the codebase so you can comfortably own problems end-to-end across a broad stack.\n\nWe are hiring for three roles:\n\n- Senior Software Engineer: You will work across our event-driven architecture. You'll write Go and Python backend services and touch endpoint-deployed browser and desktop components. You need to be comfortable developing in a multi-tenant, microservice-driven SaaS architecture and understand typical scale and security implications for such products.\n\n- R&D Engineer: This is not an open-ended research function. You will take ambiguous feasibility questions tied to our roadmap and return defensible answers inside a week. You'll build handoff-ready prototypes, then shift into engineering mode to personally drive them through to production. You will also define operational envelopes and degradation boundaries, and rigorously deprecate infeasible ideas with documented rationale to avoid future re-litigation.\n\n- Intelligence and Data Processing Engineer: This role is for someone who loves real browser and desktop forensics. You'll use dev tools and debuggers as your primary instruments. Expect to be reading minified code to find where state lives and analyzing network logs to understand undocumented APIs. You will figure out how AI products work and build the prototyping and automation to maintain our software inventory.\n\nTo apply:\nSend an email to [email protected] with the role in the subject. Include a PDF of your resume, a quick sentence or two about a tough technical problem you've solved recently, and links to your GitHub, personal site, and/or LinkedIn.\n\nI'm Eric, VP of Technology, and I will personally read every email sent to the HN subaddress. You can view my background here: https://www.linkedin.com/in/three-two-one\n\nhttps://sidekicklabs.com"
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_0d86cd04a7123fb4b3fb",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves machine learning engineering, but the posting does not state that it uses PyTorch.",
    "evidence": [
      "One junior ML engineer to work directly with our senior technical lead on an AI system for our own trading."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "PyTorch use"
    ]
  },
  "posting": {
    "title": "ML Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c271131ad894efbe"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (WORLDWIDE)"
      ],
      "evidence_ids": [
        "ev_e23e79b71b327887"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_2aaabc7e2b250cb0"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Deeter Analytics | ML Engineer | REMOTE (WORLDWIDE) | Full-time\n\nSmall private investment firm trading its own capital. One junior ML engineer to work directly with our senior technical lead on an AI system for our own trading. No finance background needed — we hire on fundamentals and side projects you actually shipped. Apply at https://jobs.ashbyhq.com/deeter-analytics/2c12339b-d302-427c..."
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_0c7d26205733e4138155",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires US residence, conflicting with remote work from Mexico and the exclusion of US-resident-only jobs. Its duties are software engineering rather than developer education.",
    "evidence": [
      "Generally async-friendly but you must reside in the United States and be geographically grounded.",
      "No VC, no pointless meetings, just serious coding."
    ],
    "unmet_requirements": [
      "Remote work from Mexico",
      "Exclude jobs restricted to US residents",
      "Developer educator work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "SENIOR SOFTWARE ENGINEER (Python/Django + JavaScript - VueJS/React)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7e5b3ed20e2f1ff5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (USA ONLY)"
      ],
      "evidence_ids": [
        "ev_94274ec3384736f0"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_dc474423440d8997"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 150000.0,
        "period": "year",
        "currency": "USD",
        "original": "$150K–$220K USD/year",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_e8babcf6b1f42f0c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "django",
        "label": "Django"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "VersaFeed.com | SENIOR SOFTWARE ENGINEER (Python/Django + JavaScript - VueJS/React) | REMOTE (USA ONLY) | Full-time\n\nAbout us: Fancy ETL pipeline which processes products from huge ecommerce companies. Data extraction and massage, delivery to destinations like Google/Meta/TikTok/etc. Profitable, 18+ yrs stable, 100% employee-owned. No VC, no pointless meetings, just serious coding.\n\nStack: Python/Django, JavaScript, VueJS/React, Docker, Git, PostgreSQL/Snowflake/DuckDB, Dagster, AWS + Strong agentic coding skills (Claude Code / Codex)\n\nCompensation: $150K–$220K USD/year DOE.\n\nYou: 5+ yr senior dev who's seen (and fixed) enough dumpster-fire code to last a lifetime. Python/Django deeply internalized; solid JS skills and able to wrangle Vue/React. You rock backend data pipelines like old jeans: Dagster, Snowflake, DuckDB, Postgres - in the cloud or on your bitchin' VM rack. Docker and Git are second nature. You've embraced agentic coding while still keeping the bots from running the slop show. You play well with others and write code that's easy to live with. Bonus: building AI assistants with PydanticAI, Py2→Py3 migrations, CI/CD and DevOps chops.\n\nTimezones: Primary time zone is PST (standups at 9AM PST). Generally async-friendly but you must reside in the United States and be geographically grounded.\n\nBenefits: 401K match, healthcare/vision/dental, equity, fully remote. Stable company with no time-wasters.\n\nApply: email jobs+hn261 [the-at-mark-thing] versafeed [the-period-thing] com"
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_f5b594ad0880df385a16",
    "grade": 1,
    "confidence": "high",
    "reason": "A backend engineering role is listed, but compensation is unstated, so the USD 400,000 annual minimum cannot be verified.",
    "evidence": [
      "* Staff Backend Engineer – AI"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000."
    ]
  },
  "posting": {
    "title": "Staff Backend Engineer – AI; Senior Infrastructure Engineer; Lead Data Engineer; Senior React SDK Developer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_57d87d029d11a695",
        "ev_375c19a5dd4d764e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam (NL), Skopje (North Macedonia)",
        "Boulder, CO (US)",
        "Toronto (Canada))",
        "Remote possible"
      ],
      "evidence_ids": [
        "ev_9357d72ecbe1c2e9",
        "ev_6d9d72fe434f1a94",
        "ev_c31ced274421419a",
        "ev_b74e753e8c099e91"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA",
        "NL"
      ],
      "evidence_ids": [
        "ev_2eb9ab0e22347d5b",
        "ev_e4e7e8b32f806378",
        "ev_fe4846532ac214a5"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Stream | Multiple Positions | Amsterdam (NL), Skopje (North Macedonia) | Boulder, CO (US) | Toronto (Canada)) | Remote possible | Full Time | Visa Sponsorship\n\nAt Stream, we use Go for our video SFU, chat API, Moderation and Feeds, serving high traffic from major apps like Strava, Nextdoor, Patreon, and Midjourney. Our tech stack: Go, CockroachDB, RocksDB, WebRTC, Raft, and Redis.\n\nWe're hiring for:\n\n* Staff Backend Engineer – AI\n\n* Senior Infrastructure Engineer\n\n* Lead Data Engineer\n\n* Senior React SDK Developer\n\nWhy Join Stream?\n\n* High scale/ difficult engineering, we have customers using our products with millions of users\n\n* Default alive. Startup growth opportunity with healthy revenue\n\n* All managers are hands-on and capable engineers\n\n* Edge network of servers around the world\n\n* Great opportunity to learn and grow\n\nRemote: our roles are primarily NL, US, North Macedonia, or CA-based (hybrid), but exemptions for remote work within the EU may apply to specific cases.\nVisa Sponsorship: Available for the Netherlands\n\nApply here: https://jobs.ashbyhq.com/stream?utm_source=5rrpvObp3r"
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_0b62d6902063599b4b69",
    "grade": 0,
    "confidence": "high",
    "reason": "The developer advocate opening is relevant to developer education, but its explicit senior level conflicts with the requested junior role. The team is fully remote; eligibility from Mexico and a no-degree policy are not stated.",
    "evidence": [
      "Senior Developer Advocate — North America, Remote",
      "We're a fully remote team of 60+ and are currently hiring:"
    ],
    "unmet_requirements": [
      "Junior role: the developer advocate opening is explicitly senior."
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico.",
      "No university degree required."
    ]
  },
  "posting": {
    "title": "Senior Solution Engineer (Observability & Linux) — North America, Remote; Senior Developer Advocate — North America, Remote; Marketing Manager — North America, Remote; Product Marketing Manager (Enterprise) — EMEA, Remote",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_43fe52c771437b11"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote",
        "EMEA, North America"
      ],
      "evidence_ids": [
        "ev_43fe52c771437b11",
        "ev_65ca0072d98d7ef0"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "VictoriaMetrics | Remote | EMEA, North America | Hiring\n\nVictoriaMetrics is an open-source monitoring and observability company. We build VictoriaMetrics, VictoriaLogs, and VictoriaTraces — high-performance, cost-efficient solutions for metrics, logs, and traces.\n\nOur products are used by companies including Spotify, Wix, Grammarly, CERN, and thousands of others, with 1B+ downloads of our open-source products.\n\nWe're a fully remote team of 60+ and are currently hiring:\n\nSenior Solution Engineer (Observability & Linux) — North America, Remote\nSenior Developer Advocate — North America, Remote\nMarketing Manager — North America, Remote\nProduct Marketing Manager (Enterprise) — EMEA, Remote\n\nWe're particularly interested in people with experience in open source, observability, monitoring, infrastructure, databases, developer tools, or technical B2B products.\n\nJobs & applications: https://careers.victoriametrics.com/\n\nHappy to answer questions about VictoriaMetrics or the roles here."
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_1ec76b9500286cabab24",
    "grade": 1,
    "confidence": "high",
    "reason": "The role matches platform engineering work, but compensation is unstated, so the USD 400,000 annual minimum is not supported.",
    "evidence": [
      "Cloud / Platform Engineer",
      "Kubernetes, GCP and AWS deploy paths, CI/CD, observability, cost, tenant boundary."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year"
    ]
  },
  "posting": {
    "title": "Cloud / Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c226339ba7931efb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (SF Bay Area, CA, US · Bengaluru, KA, India)"
      ],
      "evidence_ids": [
        "ev_27944f6970104c4d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "IN"
      ],
      "evidence_ids": [
        "ev_946199934adb64fe",
        "ev_ffe590c86144222b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Supero | Cloud / Platform Engineer | REMOTE (SF Bay Area, CA, US · Bengaluru, KA, India) | Full-time | https://www.supero.dev/careers/cloud-platform-engineer/\n\nWe generate full-stack apps and deploy them — a generated app becomes a live URL, on our infrastructure or in the customer's own AWS or GCP account. It's in production and it has more shell script in it than it should. You'd own it, and the mandate is to make it boring. Kubernetes, GCP and AWS deploy paths, CI/CD, observability, cost, tenant boundary.\n\nNo on-call rotation today — it's the founders and whoever last touched it. Building a real one is part of the job, not something you inherit alone.\n\n4+ years production infra, Kubernetes past the tutorial, AWS and/or GCP at depth. The rest is on the page, including the open problems that don't flatter us. I'm a co-founder — ask me anything here.\n\nYou can apply at: https://www.supero.dev/careers/cloud-platform-engineer/\n\nIntern Position: https://www.supero.dev/careers/software-engineer-intern/"
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_0b78de33ab7c3e319f71",
    "grade": 0,
    "confidence": "high",
    "reason": "The role involves backend software engineering and large-scale data systems, not user research, product experience design, or prototype testing.",
    "evidence": [
      "You’ll work on backend services, data pipelines, search, fingerprinting, vulnerability detection, malware detection, and performance optimization."
    ],
    "unmet_requirements": [
      "Work interviewing users and designing and testing product experiences and prototypes."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_ac32d14416697206"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE Worldwide"
      ],
      "evidence_ids": [
        "ev_5a796d68e3c22023"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_fc6ddf730ee6f2e7"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "CyberAtlas | https://cyberatlas.ai | Software Engineer | REMOTE Worldwide | Full-time\n\nCyberAtlas maps the internet to help security teams, enterprises, and governments discover and understand their exposed digital infrastructure.\n\nWe’re hiring a Software Engineer to build internet-scale systems processing billions of domains and websites.\n\nYou’ll work on backend services, data pipelines, search, fingerprinting, vulnerability detection, malware detection, and performance optimization.\n\nLooking for strong Python (Flask/FastAPI) and/or Go experience, large-scale data systems, OpenSearch/Elasticsearch, Redis/LMDB, MongoDB/Postgres, Docker, and production systems.\n\nHow to apply:\nEmail [email protected] with your CV and, as a simple anti-bot check, include:\n\n1. The query you ran on Finder (https://cyberatlas.ai/finder)\n\n2. The first-page results returned by that query\n\n3. Please include “HN Software Engineer” in the subject."
  }
}

{
  "judgment": {
    "query_id": "frontend_constraints",
    "job_id": "job_1da48f5e85415211cd9b",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly seeks Senior/Staff engineers, conflicting with the requested junior level. It includes frontend work and fully remote work, but does not confirm Mexico eligibility or a no-degree policy.",
    "evidence": [
      "Hiring Senior/Staff Product Engineers (Americas)",
      "Stack: TypeScript (frontend & backend), React, GraphQL API, Node.js, Postgres, Redis."
    ],
    "unmet_requirements": [
      "Junior engineer seniority"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Hiring Senior/Staff Product Engineers (Americas)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_69019f4d01258a02"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE",
        "Hiring Senior/Staff Product Engineers (Americas)"
      ],
      "evidence_ids": [
        "ev_69019f4d01258a02",
        "ev_93583ba2ba3939b7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 299000.0,
        "min": 178000.0,
        "period": null,
        "currency": "USD",
        "original": "$178k–$299k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_bf1e69a1e672c18b"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "single_role",
    "description": "Ashby | YC 19 | REMOTE | Hiring Senior/Staff Product Engineers (Americas) | $178k–$299k\n\nAshby is the all-in-one recruiting platform powering hiring at the world's most innovative companies. If you cmd+f \"Ashby\" you'll see that we're powering many of the job postings in this thread!\n\nAs we scale our platform, we are also looking to scale our Product Engineering team.\n\nWhy Join?\n\nHigh Seniority & Density: 80%+ of our engineering team is Senior–Staff+ level. You’ll be working alongside peers who excel at navigating ambiguity and setting high standards.\n\nTrue End-to-End Ownership: We give an unusual amount of autonomy. You’ll own features from initial spec writing and customer interviews all the way to production. Many of our most loved features were built entirely by a single engineer!\n\nProduct Sense > Pure Speed: Building fast is getting easier, but building the right thing still isn't. Customer empathy, sound judgment, and product taste matter far more to us than where you worked in the past.\n\n100% Remote Async Culture: Low meeting overhead, high trust, and an even distribution of engineers across North America and Europe.\n\nHere's how we're thinking about AI at Ashby:\nhttps://www.ashbyhq.com/blog/engineering/ai-ashby-engineerin...\n\nMore about our engineering culture:\nhttps://nextplayso.substack.com/p/should-you-join-ashby\n\nFull transparency on engineering levels + comp:\nhttps://www.ashbyhq.com/blog/engineering/leveling-and-compen...\n\nStack: TypeScript (frontend & backend), React, GraphQL API, Node.js, Postgres, Redis.\n\nFull list of open roles: https://www.ashbyhq.com/careers?utm_source=HNwhoshiring"
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_105f54e38fdb0f4f3921",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised role is sales and operations, not machine learning engineering. The stated compensation also does not establish the requested USD 400,000 annual minimum.",
    "evidence": [
      "We're looking for someone with datacenter industry experience to build sales channels, partnerships, and customer relationships, support company operations, and help drive growth.",
      "$180k to $220k DOE + equity"
    ],
    "unmet_requirements": [
      "Machine learning engineer role"
    ],
    "unknown_requirements": [
      "Guaranteed pay of at least USD 400,000 per year; the compensation period is not stated."
    ]
  },
  "posting": {
    "title": "Director of Sales & Operations",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d443346838ad7400"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE",
        "Seattle or Denver/Boulder metros"
      ],
      "evidence_ids": [
        "ev_d443346838ad7400",
        "ev_14f147c46bd89232"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k to $220k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_d4fdef0087ed84b3"
      ]
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Neuralwatt | https://neuralwatt.com | REMOTE | Seattle or Denver/Boulder metros | Full-time\n\nHiring: 2 Engineers + Director of Sales & Operations\n\nEnergy is becoming one of the biggest constraints on AI infrastructure. Neuralwatt is building software to help datacenters get more useful AI compute and revenue from every kilowatt.\n\nWe're a VC-backed early-stage startup working on GPU optimization, AI infrastructure, energy-aware control systems, and the Neuralwatt Cloud.\n\n$180k to $220k DOE + equity\n\nYou'll work on:\nRust and Python,\nGPU, inference, and datacenter optimization,\nProduction AI infrastructure,\nEnergy-aware scheduling and control,\nNeuralwatt Cloud\n\nDirector of Sales & Operations\n\nWe're looking for someone with datacenter industry experience to build sales channels, partnerships, and customer relationships, support company operations, and help drive growth. Comfort using modern AI and agent tools is required.\n\nLocation: Remote-first, but you must be based in the Seattle or Denver/Boulder metro areas.\n\nNo visa sponsorship available.\n\nTo apply: [email protected]\nSubject: HN Hiring (<your metro>/<engineering or sales>)\n\nInclude your resume, GitHub or relevant work profile, and a short note on why you're interested in AI and energy."
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_f85dc86648cb04f6e933",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed roles are engineering and data science positions, not developer educator roles, and all require hybrid attendance in NYC or SF, conflicting with working remotely from Mexico.",
    "evidence": [
      "(Senior) Software Engineer ($148K – $250K) — NYC or SF, hybrid (2x/week in office)",
      "Software Engineer, Infrastructure ($148K – $230K) — SF, hybrid (2x/week in office)"
    ],
    "unmet_requirements": [
      "Remote work from Mexico",
      "Developer educator work"
    ],
    "unknown_requirements": [
      "Eligibility for residents of Mexico and whether employment is restricted to US residents",
      "Senior-level developer educator position"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_64b657bc2a603380",
        "ev_8a3b1b131eff5d9b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC / SF"
      ],
      "evidence_ids": [
        "ev_887f53f658060d7d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Middesk | Full-time | NYC / SF | Hybrid | middesk.com\n\nAt Middesk, we're building the business identity infrastructure that banks, fintechs, and platforms rely on to know who they're doing business with — powering KYB (Know Your Business) compliance, fraud prevention, and entity verification at scale.\n\nWe're expanding beyond verification into a full agentic compliance platform — orchestrators and specialist agents that automate what used to be manual compliance review. Backed by YC, Sequoia, and Accel (Series B).\nWe're a small, sharp team with high ownership — engineers work closely with customers and leadership, and get to see their work ship fast.\n\nOpen roles:\n\nForward Deployed Engineer ($148K – $255K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/a72b1048-1001-49b1-92bd-9c4...\n\n(Senior) Software Engineer ($148K – $250K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/e1c6af86-dce1-495f-a710-ad3...\n\nData Scientist ($175K – $210K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/f0da59d3-43fa-460b-88ea-4fc...\n\nLead Data Scientist ($210K – $250K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/7fd5aeb2-c33c-4f0a-ad3d-216...\n\nSoftware Engineer, Infrastructure ($148K – $230K) — SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/aed2c535-cd58-4920-9618-a0c..."
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_f43f74b46ee925b2d966",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves relevant AI engineering and is fully remote, but the posting does not establish junior seniority, eligibility to work from Mexico, or a no-degree policy.",
    "evidence": [
      "You'll design and ship autonomous agents that run real steps of the marketplace (sourcing, quoting, order matching, supplier follow-up) on real transactions and real money, with a human in the loop where risk demands it.",
      "We are a fully remote, global team of 55. No visa sponsorship/relocation."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Junior-level role",
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a9fb1e9b999ee53d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (preferred Spain, UK, Poland, Romania)"
      ],
      "evidence_ids": [
        "ev_85b34d39359a9cad"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "ES",
        "GB",
        "PL",
        "RO"
      ],
      "evidence_ids": [
        "ev_8bba35770f6ce393",
        "ev_069d29a51d044b9e",
        "ev_969db3676ab75e9d",
        "ev_75a384d9b675914b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Axmed | AI Engineer | REMOTE (preferred Spain, UK, Poland, Romania) | Full-time | apply: axmed.teamtailor.com/jobs/8175859-ai-engineer\n\nAxmed runs a live B2B marketplace connecting healthcare providers in low- and middle-income countries with pharmaceutical suppliers, working to make sure geography and income never stand between someone and the medicine they need. Backed by the Gates Foundation and Founderful. We're past proving it works and into scaling it — this role is what takes us there.\n\nYou'll design and ship autonomous agents that run real steps of the marketplace (sourcing, quoting, order matching, supplier follow-up) on real transactions and real money, with a human in the loop where risk demands it. Full lifecycle ownership: you decide the approach, build it, ship it, watch it, fix it.\n\nStack: Python, your choice of orchestration framework (LangChain/LangGraph/LlamaIndex/CrewAI), LLM APIs, cloud infra, CI/CD.\n\nWe are a fully remote, global team of 55. No visa sponsorship/relocation.\n\nApply: axmed.teamtailor.com/jobs/8175859-ai-engineer"
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_3074e0295057c902412d",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds internal operational software rather than developer education or documentation.",
    "evidence": [
      "You'll figure out why a billing workflow breaks down, design the fix, ship it, and hear from the office manager who uses it the next week.",
      "Big emphasis placed on being able to sit down with non-engineering team members and understand their workflows and build software to make it better."
    ],
    "unmet_requirements": [
      "Developer education or documentation work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Full-Stack Developer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_e27e1a3a9c6f60b4",
        "ev_47eb8575b1dfd923"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Dallas, TX",
        "REMOTE (US) or HYBRID"
      ],
      "evidence_ids": [
        "ev_8216cd2e954d8953",
        "ev_be4fb5090daab0ed"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_eac8e0b0058ee36b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "dotnet",
        "label": ".NET"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Apex Dental Partners | Full-Stack Developer | Dallas, TX | REMOTE (US) or HYBRID | Full-time | apexdp.com\n\nWe're a Dental Support Organization running 65 practices across eight states. Dentistry doesn't sound like a technical job, but the platform behind it is: we've built our own operations system (Rails 8 + React, Electron, Go, and C#/.NET against OpenDental, all on AWS) and we're pushing hard on automation and AI to make the practices run better.\n\nThe team is small and developers own problems end-to-end. You'll figure out why a billing workflow breaks down, design the fix, ship it, and hear from the office manager who uses it the next week. Recent work includes an AI-first metrics layer that answers operational questions in chat, automated patient scheduling and communication, insurance verification scraping, and a live PMS integration across every practice. The domain is wide (clinical workflows, payroll, patient comms, revenue cycle) and there's a lot of novel work left once you learn the business. Big emphasis placed on being able to sit down with non-engineering team members and understand their workflows and build software to make it better.\n\nGood fit if you want a stable company, a small team, broad latitude, and work that visibly matters to the people using it. We're actively building new features, not just maintaining what exists, so there's a healthy mix of greenfield work and improving a platform that's already in daily use by our nearly 1,000 employees.\n\nMust reside in the US and be authorized to work in the US without sponsorship.\n\nEmail me directly: dhanson [at] apexdp.com"
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_167c505da6b112fd1e6f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers senior engineering roles, not developer education work, and specifies hybrid work with Netherlands eligibility rather than remote work from Mexico.",
    "evidence": [
      "Senior/Lead Platform & DevOps Engineer, Senior Frontend Engineer, Senior Full-Stack Engineer | Utrecht, The Netherlands | HYBRID | DUTCH REQUIRED",
      "NL"
    ],
    "unmet_requirements": [
      "Developer educator work",
      "Remote work from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior/Lead Platform & DevOps Engineer; Senior Backend Engineer/Architect; Senior Frontend Engineer; Senior Full-Stack Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_35f1a08e629c9283"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Utrecht, The Netherlands"
      ],
      "evidence_ids": [
        "ev_bf48545284664529"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "NL"
      ],
      "evidence_ids": [
        "ev_55c21bccb9e5fb52"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Open Education Applications / Neon | Senior/Lead Platform & DevOps Engineer, Senior Frontend Engineer, Senior Full-Stack Engineer | Utrecht, The Netherlands | HYBRID | DUTCH REQUIRED\n\nPlease note: working proficiency in Dutch is strictly required for these roles, and we kindly ask for no automated applications. The rest of this post will continue in Dutch.\n\nWij zijn een non-profit die zich inzet om lesmateriaal voor scholen beter, betaalbaarder en flexibeler te maken, in zowel digitale als gedrukte vorm.\n\nWerktijden en kantoordagen zijn flexibel en worden in overleg bepaald op basis van de rol. Wij bieden een competitief salaris.\n\nTechnologiestack: Git monorepo, TypeScript, Yjs en React, een beetje Python, OpenTofu/Terraform, Scaleway, managed PostgreSQL en managed Kubernetes.\n\nOpenstaande rollen:\n\n- Senior/Lead Platform & DevOps Engineer\n\n- Senior Backend Engineer/Architect\n\n- Senior Frontend Engineer\n\n- Senior Full-Stack Engineer\n\nE-mail jobs[at]openeducation.foundation met (HN) + de functienaam in het onderwerp, samen met een korte introductie en een link naar je LinkedIn-profiel en/of GitHub. Als er van beide kanten een goede match lijkt te zijn, plan ik graag een kennismakingsgesprek in.\n\nhttps://openeducation.foundation | https://www.neon.nl"
  }
}

{
  "judgment": {
    "query_id": "robotics_keywords",
    "job_id": "job_27a59a8a56551694b7ab",
    "grade": 2,
    "confidence": "high",
    "reason": "The internship directly involves robotics systems software, including robot deployment and reinforcement-learning infrastructure, matching the broad robotics engineering request.",
    "evidence": [
      "We're hiring some robotics systems software focused interns in our Zürich office.",
      "We have two tracks available, either offline training infrastructure for RL (physics simulation, gaussian splatting, RL algo implementation) or on-robot deployment (online inference, fast C++)."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineering Intern",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_b0158c8fd16e4e23"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE (Zürich, Switzerland)"
      ],
      "evidence_ids": [
        "ev_079610e6c2781c14"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CH"
      ],
      "evidence_ids": [
        "ev_d0677326087e9248"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Robotics and AI Institute | Software Engineering Intern | ONSITE (Zürich, Switzerland) | Internship | No visa sponsorship\n\nWe're hiring some robotics systems software focused interns in our Zürich office. We're specifically looking for late stage masters students with strong software engineering fundamentals and some skills in turning math into performant code. We have two tracks available, either offline training infrastructure for RL (physics simulation, gaussian splatting, RL algo implementation) or on-robot deployment (online inference, fast C++).\n\nThe software team in Zürich is involved in building the tools that accelerate research, while having a close connection to what the researchers are doing.\n\nWe're looking for people who already have the right to work in Switzerland. That means Swiss/EU/EFTA citizens, or those with a work permit in Switzerland already.\n\nApplication link: https://jobs.lever.co/rai/46c744a8-2817-4453-8b3b-20b6d0ea1e..."
  }
}

{
  "judgment": {
    "query_id": "tools_constraints",
    "job_id": "job_3395867bb82f9598f4d9",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for data analysis rather than developer-tools engineering and explicitly requires onsite work, conflicting with fully remote work from Mexico.",
    "evidence": [
      "National Association of Realtors | Chicago or Washington DC - ONSITE | Data Analyst | Full Time",
      "Job is in-depth data analysis across multiple data sets - the challenges change weekly."
    ],
    "unmet_requirements": [
      "Developer-tools engineering work",
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Eligibility to work from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Data Analyst",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_4d225d7f7bcacca9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Chicago or Washington DC - ONSITE"
      ],
      "evidence_ids": [
        "ev_469265ee39720042"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      }
    ],
    "role_kind": "single_role",
    "description": "National Association of Realtors | Chicago or Washington DC - ONSITE | Data Analyst | Full Time\n\nWe want Python + Pandas, SQL, statistics, data visualization and some AI; the usual data science stack. Job is in-depth data analysis across multiple data sets - the challenges change weekly. We're using Cursor for data science and AI is permeating all our analysis work - we're transforming from traditional data science to being AI-forward.\n\nJob is here: https://realtors.applicantstack.com/x/detail/a2yfvt49zurx"
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_26cada1fd66c848d3932",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is software feature development, not teaching programmers through tutorials, workshops, or code examples.",
    "evidence": [
      "We're hiring a Senior Software Engineer I to own features end-to-end on a mature, multi-tenant .NET platform, typically supporting more than one client implementation at a time, each with its own database and release calendar."
    ],
    "unmet_requirements": [
      "Teaching programmers through tutorials, workshops, and working code examples"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software Engineer I",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_ca22fa9d4381ef85"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hyde Park, UT (ONSITE preferred; will consider candidates who can commute in 1-2x/month)"
      ],
      "evidence_ids": [
        "ev_bfcb34ce84d17625"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 135000.0,
        "min": 90000.0,
        "period": null,
        "currency": "USD",
        "original": "$90k-$135k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_eb7a5921636bcaab"
      ]
    },
    "skills": [
      {
        "id": "dotnet",
        "label": ".NET"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "azure",
        "label": "Azure"
      }
    ],
    "role_kind": "single_role",
    "description": "Tecuity | Senior Software Engineer I | Hyde Park, UT (ONSITE preferred; will consider candidates who can commute in 1-2x/month) | Full-time | $90k-$135k\n\nTecuity has spent 20+ years building software for Secretary of State offices — state government agencies handling business filings and public records. Real filing deadlines, statutory requirements, and citizens who depend on the system working.\n\nWe're hiring a Senior Software Engineer I to own features end-to-end on a mature, multi-tenant .NET platform, typically supporting more than one client implementation at a time, each with its own database and release calendar.\n\nStack: C# / .NET 8 & .NET 10, ASP.NET Core, Web API, Entity Framework Core, MS SQL Server (heavy stored-procedure work), React + Redux front end, Git/PR workflow, Azure DevOps CI/CD.\n\nAI-assisted development (Claude Code) is a standard, daily part of our engineers' workflow here, not a pilot program — you'll be expected to use it well and verify its output rather than just accept it.\n\nLooking for 6+ years professional experience in C#/.NET and SQL Server. Government, regulated, or compliance-driven software experience is a plus.\n\nIdeally we're looking for candidates who can work onsite from our Hyde Park, UT office, but we're open to Utah or Idaho candidates who can commute in once or twice a month for the right fit.\n\nEmail [email protected] with a bit about your background and a resume or for more information. See the full job posting at tecuity.com/careers"
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_365bd65cc93556b48188",
    "grade": 0,
    "confidence": "high",
    "reason": "Both roles focus on infrastructure deployment and reliability, not Swift iOS mobile application engineering.",
    "evidence": [
      "Forward Deployed Engineer, Site Reliability Engineer",
      "You will ensure the reliability, scalability, and performance of our AI platform both in hospital sites (on-prem) and on the cloud."
    ],
    "unmet_requirements": [
      "Swift iOS mobile engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_758ed77fe6860bdd",
        "ev_e642a9922c7a0c9d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "London, UK"
      ],
      "evidence_ids": [
        "ev_789a2520d8b3acc4"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_d6820b95caaffdc6"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 70000.0,
        "period": null,
        "currency": "GBP",
        "original": "£70k-£90k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_8308f5476d7ee18e"
      ]
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Newton's Tree | Forward Deployed Engineer, Site Reliability Engineer | London, UK | HYBRID | Full-Time | https://www.newtonstree.ai/\n\nNewton's Tree is an early-stage health-tech startup enabling healthcare providers to select, test, deploy, and monitor third-party AI applications as part of routine care pathways. Our enterprise AI platform allows hospitals to safely and effectively adopt AI technologies at scale.\n\nWe are looking for adventurous builders to join us in two key roles to help bridge our platform and the hospital frontline:\n\nForward Deployed Engineer (£70k-£90k): You will be the critical link between our internal engineering team and hospital IT teams. While our SRE team focuses on core platform stability, you will own the site-specific implementations—navigating complex local networks, architecting integration paths, and ensuring our AI platform works across diverse environments.\nStack: Linux, Kubernetes, JSON/YAML, Python, SQL, and healthcare interoperability standards (HL7v2, FHIR, DICOM).\nhttps://www.newtonstree.ai/job/forward-deploy-engineer\n\nSite Reliability Engineer (£70k-£90k): You will ensure the reliability, scalability, and performance of our AI platform both in hospital sites (on-prem) and on the cloud. You'll work closely with customers to install hardware for Kubernetes clusters and collaborate with dev teams to ensure swift, reliable feature deployments.\nStack: Linux, Kubernetes, Terraform, Ansible, GitOps (FluxCD), Argo Workflows, Talos Linux, Cilium CNI, Teleport, and monitoring tools (Prometheus, Grafana, Datadog).\nhttps://www.newtonstree.ai/job/site-reliability-engineer\n\nLogistics: Both roles are Hybrid within the UK (with occasional in-person working in London and travel to hospital sites as needed). Please note that applicants must have the right to work in the UK, as we are unable to offer visa sponsorship.\n\nTo apply: Send your CV and a short note telling us why you'd be excited to work with Newton's Tree to [email protected], or read more at the links above."
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_0dfb35d8f687a9873165",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for backend software development, not firmware engineering. Worldwide remote work supports working from Mexico, but junior seniority and a no-degree policy are not stated.",
    "evidence": [
      "Backend Software Engineer (Python, PostgreSQL/PostGIS, Docker, AWS, Terraform)",
      "(worldwide remote)"
    ],
    "unmet_requirements": [
      "Firmware engineering work"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Backend Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_4ebd2e07837419fc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Global)"
      ],
      "evidence_ids": [
        "ev_b82ea5d89f1fa2c6"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_5faaabafd04bf98f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 155000.0,
        "min": 135000.0,
        "period": null,
        "currency": "USD",
        "original": "$135-$155k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_652649950086210c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "single_role",
    "description": "Enveritas (YC S18, non-profit) | Backend Software Engineer | Remote (Global) | https://enveritas.org/jobs/\nEnveritas is a 501(c)(3) nonprofit working on sustainability issues facing smallholder coffee farmers. We collect field data in 30+ countries and build systems for analyzing risks in coffee, cocoa, and tea supply chains (including EUDR-related deforestation checks).\n\n* Backend Software Engineer (Python, PostgreSQL/PostGIS, Docker, AWS, Terraform) - $135-$155k -https://enveritas.org/jobs/backend-software-eng/#10d7adef8us (worldwide remote)"
  }
}

{
  "judgment": {
    "query_id": "frontend_exclusion",
    "job_id": "job_1ba694fb586d2b7f52eb",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting includes frontend engineering, but remote work is explicitly limited to the US, conflicting with working remotely from Mexico. Seniority is not stated.",
    "evidence": [
      "Valkyrie Aero | Software Engineer (Autonomy, Perception, Frontend) | REMOTE (US) | Contract | U.S. Citizens | https://valkyrieaero.com",
      "- Software Engineer, Frontend (HMI)"
    ],
    "unmet_requirements": [
      "Remote work from Mexico",
      "Exclude jobs restricted to US residents"
    ],
    "unknown_requirements": [
      "Senior-level role"
    ]
  },
  "posting": {
    "title": "Software Engineer (Autonomy, Perception, Frontend); Software Engineer, Autonomy; Software Engineer, Perception; Software Engineer, Frontend (HMI)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_84754a42f72b626b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_a95a1e7bc42327c8"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_182402da0e271997"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Valkyrie Aero | Software Engineer (Autonomy, Perception, Frontend) | REMOTE (US) | Contract | U.S. Citizens | https://valkyrieaero.com\n\nValkyrie Aero is a DoD prime contractor. We're building an airborne system for a manned counter-drone aircraft (that we operate) to enable a crew to find and engage Group 2-3 drones at low cost. Hiring contract software engineers for three roles:\n\n- Software Engineer, Autonomy\n\n- Software Engineer, Perception\n\n- Software Engineer, Frontend (HMI)\n\nWe’re a small team (for now) so this isn’t your traditional defense program. Bureaucracy kept to the absolute minimum. If you can work across more than one of these domains that’s a huge plus.\n\nI'm on the engineering team and read every application myself. I do not use AI to screen your applications and will read and reply to every single one; but please don’t send over walls of LLM generated text, I’d much rather be communicating with humans!\n\nApply: https://valkyrie-aero.breezy.hr/ and mention HN in your application."
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_3603bf48dd83f4751101",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds expense software and migrates services, rather than teaching programmers through tutorials, workshops, or code examples.",
    "evidence": [
      "You’ll work alongside 3–4 senior engineers building expense submissions, approvals and reimbursements, while helping migrate services from Ruby/Rails to Go and develop AI-powered features."
    ],
    "unmet_requirements": [
      "Work focused on teaching other programmers through tutorials, workshops, and working code examples."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Associate Software Engineer, Expenses",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_11b5af2af75bd600"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Toronto, Canada"
      ],
      "evidence_ids": [
        "ev_e902f61cf75d3e65"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CA"
      ],
      "evidence_ids": [
        "ev_614cdb16915ce8e3"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 136000.0,
        "min": 109000.0,
        "period": null,
        "currency": "CAD",
        "original": "$109K–$136K CAD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_6f7c62b3f4f9b5de"
      ]
    },
    "skills": [
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "mysql",
        "label": "MySQL"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Justworks | Associate Software Engineer, Expenses | Toronto, Canada | HYBRID | Full-time | $109K–$136K CAD\n\nJustworks helps small businesses manage payroll, benefits, HR, and compliance so they can focus on running their business.\n\nWe’re hiring an Associate Software Engineer for our Toronto Expenses pod. You’ll work alongside 3–4 senior engineers building expense submissions, approvals and reimbursements, while helping migrate services from Ruby/Rails to Go and develop AI-powered features.\n\nWe’re looking for:\n\n• 1+ year of professional software engineering experience\n• Experience with a modern server-side language and interest in learning Go\n• Knowledge of REST APIs, SQL, and relational data models\n• A product-minded, customer-focused approach\n• Curiosity about AI-assisted development\n\nOur stack includes Go, Ruby on Rails, JavaScript, MySQL, Kafka, AWS, Redis, Docker, Terraform, Kubernetes, CircleCI, and Datadog.\n\nApply: https://grnh.se/wlv9zr391us"
  }
}

{
  "judgment": {
    "query_id": "robotics_exclusion",
    "job_id": "job_3d73eb93ca4c5c3647a4",
    "grade": 0,
    "confidence": "high",
    "reason": "The robotics work matches, but the role explicitly requires onsite work in San Francisco, conflicting with remote work from Mexico. Seniority and eligibility from Mexico are not stated.",
    "evidence": [
      "Lumen Labs | Robotics / Hardware Engineer | San Francisco, CA | ONSITE | Full-time | $130k–200k + equity | https://lumenresearch.co"
    ],
    "unmet_requirements": [
      "Remote work from Mexico"
    ],
    "unknown_requirements": [
      "Senior-level role",
      "Eligibility for a Mexico-based employee without a US-residency restriction"
    ]
  },
  "posting": {
    "title": "Robotics / Hardware Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_c1bbb461a75bbda9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_a583f8eddbaecdec"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 130000.0,
        "period": null,
        "currency": "USD",
        "original": "$130k–200k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_ffabf1ea4034fa57"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Lumen Labs | Robotics / Hardware Engineer | San Francisco, CA | ONSITE | Full-time | $130k–200k + equity | https://lumenresearch.co\n\nI'm Daniel, co-founder. Lumen Labs is building the cognitive layer for physical AI. Nearly every major robotics effort today teaches machines by showing them thousands of hours of human teleoperation. We think that paradigm has a ceiling, and we're working on nature-inspired architectures for unstructured environments (construction sites, mining, pipelines, battlefield). Pre-seed, backed by top VC funds and operators from robotics/AI companies.\n\nWe're a team of two and hiring teammate #3 to own the hardware and infrastructure that keeps our research platforms running: the ROS2 (Humble) stack across onboard and offboard compute, sensor integration and calibration (LiDAR, depth, IMU, encoders), the safety pipeline during autonomous runs, and getting trained policies onto real hardware. Today that's wheeled navigation; we're dipping our toes into drones and eyeing weirder platforms like pipeline inspection. Where we're at: zero-shot sim2real transfer with a policy that runs at 100Hz on an ESP32 and took under a day to train.\n\nYou: hands-on with real mobile robots (UART, encoders, PWM, IMU, LiDAR), strong Python + embedded, comfortable reading code you didn't write, and can debug hardware and firmware at the same time. If \"full-stack\" to you means firmware, a multimeter, and a ROS node in the same afternoon, you'll fit right in. Visa/relocation support for the right person.\n\nFull posting: https://desert-bearskin-26d.notion.site/Robotics-Engineer-Ro...\n\nEmail [email protected], mention HN, and tell us about a project you've built. If you can link to a time you got a trained policy running on real hardware, you go to the top of the pile."
  }
}

{
  "judgment": {
    "query_id": "security_exclusion",
    "job_id": "job_1c613818cec72541dae3",
    "grade": 0,
    "confidence": "high",
    "reason": "The senior security role matches the intended work, but remote work is explicitly limited to the US/Canada, excluding remote work from Mexico.",
    "evidence": [
      "Senior Platform Security Engineer",
      "ONSITE NYC or REMOTE (US/Can)"
    ],
    "unmet_requirements": [
      "Ability to work remotely from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Platform Security Engineer; Backend Engineer (Mid Level); Data Scientist (Mid & Sr Levels)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_b6394df28da2d7ee",
        "ev_4cdf761971d9c286"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE NYC or REMOTE (US/Can)"
      ],
      "evidence_ids": [
        "ev_c93ff48cbe0cb139"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7061db18248afedb"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170-240K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_58ecc43caf2fd97b"
      ]
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Spade | Multiple Engineering + Data Science Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity\n\nSpade is the data and AI platform for modern finance. We take messy transaction data and turn it into structured, verified records — with a platform, models, and tooling that help our customers use it everywhere it matters.\n\nWe're looking for extraordinary builders to play a foundational role in a company designed for scale:\n\n- Senior Platform Security Engineer\n- Backend Engineer (Mid Level)\n- Data Scientist (Mid & Sr Levels)\n\nWe're well-funded by top investors (YC/a16z/OAK), and known for building intentional, inclusive culture. We offer competitive compensation (salary + equity) and comprehensive benefits.\n\nIf interested, please apply here (https://spade.com/careers/) and mention this post."
  }
}

{
  "judgment": {
    "query_id": "embedded_exclusion",
    "job_id": "job_0c6d53c576656d269277",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised engineering work is backend and network-client software, not firmware. The stated eligible country is Germany, not Mexico.",
    "evidence": [
      "Senior/Staff Backend Engineer (Golang) : the control plane: peer",
      "Network / Client Engineer (Golang) — the agent side: WireGuard,",
      "DE"
    ],
    "unmet_requirements": [
      "Firmware engineering work",
      "Remote work eligibility from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior/Staff Backend Engineer (Golang) : the control plane: peer; Network / Client Engineer (Golang) — the agent side: WireGuard; Solutions Engineer — technical, customer-facing, pre/post-sales. You'll",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f8d56197de0e4153"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany (or remote, CET/CEST overlap)"
      ],
      "evidence_ids": [
        "ev_0ff79e514be35961"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_4ee5c3c77adbcae1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "ios",
        "label": "iOS"
      },
      {
        "id": "android",
        "label": "Android"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "NetBird | Berlin, Germany (or remote, CET/CEST overlap) | Full-time\nhttps://netbird.io/careers\n\nNetBird is open source networking and access control WireGuard-based\noverlay networks with zero-config peer-to-peer connectivity. Open source, built\nin Europe, used by thousands of teams worldwide. We're a small and growing team going up against the incumbents in network security. Post Series A.\n\n- Engineering Manager : You will take a huge part in leading and scaling our engineering org. Unblocking, scaling, hiring, you'll still read code and hold technical opinions that impact the product. We're not looking for a pure people manager. Networking/infra background is a plus, not a filter. If you've scaled a team from 0 to 20+ and seen your product scale too, I'd love to talk to you.\n\n- Senior/Staff Backend Engineer (Golang) : the control plane: peer\ncoordination, policy and access control, multi-tenancy, and keeping it\nall fast as customer networks grow into the hundreds of thousands of peers.\n\n- Network / Client Engineer (Golang) — the agent side: WireGuard,\nNAT traversal and hole punching, relays, DNS, and shipping one client\nacross Linux, macOS, Windows, iOS and Android. If you enjoy debugging\nwhy one connection out of a thousand won't go peer-to-peer, this is\nthe role.\n\n- Solutions Engineer — technical, customer-facing, pre/post-sales. You'll\nbe the person who architects a rollout for a 500-person company's\nnetwork live on a call, and a great channel back into the roadmap.\n\nWe have an office in Berlin and mostly work CET/CEST. We'd love to have you\nin the office with us, but if your experience is stellar we're happy to hire\nremote. We're scaling quickly, so this is a chance to join early and scale your career as well as with the company.\n\nApply at https://netbird.io/careers, please mention you found us on Hacker\nNews in your application."
  }
}

{
  "judgment": {
    "query_id": "security_keywords",
    "job_id": "job_525ce3b8ed0ee8be9894",
    "grade": 1,
    "confidence": "high",
    "reason": "The role is in security engineering, but focuses on preventive application security and vulnerability remediation rather than incident response.",
    "evidence": [
      "Responsibilities include threat modeling and secure design review with product and platform teams, building and improving AppSec tooling (SAST/DAST/dependency scanning), and working directly with engineering teams to remediate findings."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Security incident response duties are not stated."
    ]
  },
  "posting": {
    "title": "Senior Software Engineer, Application Security",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_a2036047bdad3c0c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_1e785e3069c05d22"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 330000.0,
        "min": 280000.0,
        "period": null,
        "currency": "USD",
        "original": "$280K–$330K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c55e795dabb71731"
      ]
    },
    "skills": [
      {
        "id": "security",
        "label": "Security engineering"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Discord | Senior Software Engineer, Application Security | San Francisco, CA | ONSITE | $280K–$330K TC\n\nDiscord is where communities and friend groups spend time together, on desktop, mobile, and now more and more inside games and third-party apps built on our platform. That surface area, plus a huge, engaged, occasionally adversarial user base, makes application security a genuinely hard and interesting problem here.\n\nWe're hiring a Senior Application Security Engineer to join the Product Security team. Responsibilities include threat modeling and secure design review with product and platform teams, building and improving AppSec tooling (SAST/DAST/dependency scanning), and working directly with engineering teams to remediate findings.\n\nStack: Python primarily, some TypeScript/React, some Rust, occasional JavaScript. Runs on GCP.\n\nLooking for: hands-on AppSec experience (not just compliance-flavored security), comfort reading and reviewing code across languages, and sound judgment on prioritizing real risk over checklist security.\n\nInterview process: recruiter call, coding round, HM interview, virtual onsite, decision.\n\nApply: https://job-boards.greenhouse.io/discord/jobs/8656854002"
  }
}

{
  "judgment": {
    "query_id": "frontend_exclusion",
    "job_id": "job_43d82b0a0f09bea91bb1",
    "grade": 1,
    "confidence": "high",
    "reason": "The senior JavaScript role matches frontend work and is remote, but the posting does not establish eligibility to work from Mexico or specify residence restrictions.",
    "evidence": [
      "* Senior Software Engineer (JavaScript, React, Angular, Vue)",
      "This Dot Labs is an AI-native software engineering consultancy with a remote-first, global team."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico.",
      "Whether the role is restricted to US residents."
    ]
  },
  "posting": {
    "title": "Senior Android Engineer (Kotlin); Senior React Native Engineer; Senior Software Engineer (JavaScript, React, Angular, Vue); Software Architect",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e4dc79a727acf59e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_e4dc79a727acf59e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "kotlin",
        "label": "Kotlin"
      },
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "angular",
        "label": "Angular"
      },
      {
        "id": "vue",
        "label": "Vue"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "This Dot Labs | Senior Android Engineer (Kotlin), Senior React Native Engineer, Senior JavaScript Engineer, Software Architect | REMOTE\n\nThis Dot Labs is an AI-native software engineering consultancy with a remote-first, global team. We help companies design, build, modernize, and scale production software.\n\nWe are hiring experienced engineers for:\n\n* Senior Android Engineer (Kotlin)\n* Senior React Native Engineer\n* Senior Software Engineer (JavaScript, React, Angular, Vue)\n* Software Architect\n\nYou will work directly with clients and collaborate with experienced engineers across time zones. We value strong communication, independent ownership, technical excellence, and active participation in the developer community.\n\nDetails and applications: https://www.thisdot.co/jobs\n\nQuestions: [email protected]\n\nPlease mention Hacker News when applying."
  }
}

{
  "judgment": {
    "query_id": "infra_constraints",
    "job_id": "job_43938b0ae1ce1cf74d74",
    "grade": 0,
    "confidence": "high",
    "reason": "The platform work is relevant, but the posting explicitly seeks a senior engineer and limits remote work to the EU, conflicting with junior work and remote work from Mexico. A no-degree policy is not stated.",
    "evidence": [
      "We're looking for a Senior Backend & Cloud Platform Engineer to help architect and build our first production-grade cloud backend from the ground up.",
      "Location: REMOTE (EU), with the option to work hybrid in Italy"
    ],
    "unmet_requirements": [
      "Junior role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Backend & Cloud Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_082829736267e58a",
        "ev_4dd9a02f7b0825b5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (EU)"
      ],
      "evidence_ids": [
        "ev_a1a0f7e3f4029873"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "IT"
      ],
      "evidence_ids": [
        "ev_dfb33bb5af30a049"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 70000.0,
        "period": null,
        "currency": "EUR",
        "original": "€70k–€90k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_d15222213e47fda8"
      ]
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Newtwen | Backend & Cloud Platform Engineer | REMOTE (EU) | Full-time | €70k–€90k+\n\nNewtwen is building a cloud platform that brings complex physics and data-driven intelligence directly onto microcontrollers, generating ultra-fast runtime firmware that executes in just a few microseconds.\n\nWe're looking for a Senior Backend & Cloud Platform Engineer to help architect and build our first production-grade cloud backend from the ground up. You'll own backend services and computational pipelines spanning 3D geometry processing, mesh generation, model order reduction, calibration and neural network training.\n\nA core part of the platform is dedicated to data-driven modeling, with a specialized neural-model library designed to make physical models adaptive in real time.\n\nYou might be a good fit if you have: strong production backend/cloud experience, Python (FastAPI or similar), relational databases, Docker, cloud infrastructure (GCP preferred), CI/CD and IaC — and enjoy making architecture decisions rather than just implementing tickets.\n\nLocation: REMOTE (EU), with the option to work hybrid in Italy\nCompensation: €70k–€90k+, depending on experience\n\nApply: [email protected] — mention Hacker News and include your LinkedIn/CV and, if available, GitHub or project links."
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_5686a66ed55540e96a8f",
    "grade": 1,
    "confidence": "high",
    "reason": "The duties match platform engineering, but compensation is unstated, so the requested minimum annual pay cannot be verified.",
    "evidence": [
      "As a Senior Platform Engineer, you’ll help shape the platform capabilities that sit between code and production, from CI/CD and cloud infrastructure to observability, developer tooling, and operational workflows."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year."
    ]
  },
  "posting": {
    "title": "Senior Engineer (Platform)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_6c34bae0bd0a8cf1"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4)"
      ],
      "evidence_ids": [
        "ev_076d7f2d77891151"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "OysterHR | Senior Engineer (Platform) | Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4) | Full-time\n\nThe best jobs have always clustered in a handful of the world's wealthiest cities. But talent is everywhere. Oyster set out to close that gap - building a global employment platform that lets companies hire, pay, and care for brilliant people anywhere.\n\nOyster’s Platform Flow Engineering team builds the systems and tooling that allow our engineers to ship software quickly, safely, and reliably at scale. As a Senior Platform Engineer, you’ll help shape the platform capabilities that sit between code and production, from CI/CD and cloud infrastructure to observability, developer tooling, and operational workflows.\n\nYou’ll work closely with application and security engineers to remove infrastructure complexity, create better developer experiences, and build reliable, secure foundations that scale with Oyster. You’ll also explore practical ways to use AI to improve developer productivity, automate operational workflows, and reduce engineering toil.\n\nhttps://www.oysterhr.com/careers?ashby_jid=51d58fcb-8e1c-457..."
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_41f8583b56bc0c1d1f51",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting covers agency integrations, web applications, and Python backend systems, not C++ microcontroller firmware engineering.",
    "evidence": [
      "* Full-stack (web) — Vue.js, TypeScript, Node.js.",
      "* Backend — Python. Interesting work in at least two of: LLM systems and code generation, statistics, traditional AI/ML, large-scale data processing, distributed systems."
    ],
    "unmet_requirements": [
      "C++ microcontroller firmware engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software Engineers — FDE, Full-Stack, Backend",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_62f3cbd74d0ca743"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US (Fully Remote)"
      ],
      "evidence_ids": [
        "ev_4464a72ee48869f4"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_844a5e5c890449cd"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 160000.0,
        "period": null,
        "currency": "USD",
        "original": "$160k–$240k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_79dae2e9a12d2bda"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Akkio | Senior Software Engineers — FDE, Full-Stack, Backend | US (Fully Remote) | Full-time | $160k–$240k + equity | https://www.akkio.com/jobs\n\nAkkio builds the AI platform the world's largest media agencies (Havas, Horizon Media, and others) use to run campaign workflows in production: audience building, media planning, measurement, and campaign analysis. Agentic workflows plus traditional ML, deployed on-premises inside agency cloud environments, directly on top of their data. We're ~50 people, past PMF, well funded, and growing revenue quickly.\n\nWe build agentically by default. Every engineer directs coding agents daily, and we're actively rebuilding our SDLC around that — not piloting it, not debating it. If you've felt that shift and want a team that's all the way in, that's us. We also run flat, so \"senior\" means ownership, not management layers.\n\nThree roles, all $160k–$240k + equity:\n\n* Forward-deployed engineer (FDE) — Python, TypeScript, true generalist. You embed with agencies whose systems steer billions in media spend and build whatever the problem needs: integrations, agent workflows, backend services. What you build in the field becomes product. Regular travel.\n\n* Full-stack (web) — Vue.js, TypeScript, Node.js. You've run projects, guided architecture, and survived framework upgrades and large refactors. You care about the experience analysts live in every day.\n\n* Backend — Python. Interesting work in at least two of: LLM systems and code generation, statistics, traditional AI/ML, large-scale data processing, distributed systems.\n\nDetails and application: https://www.akkio.com/jobs\n\nAll candidates must be authorized to work in the US."
  }
}

{
  "judgment": {
    "query_id": "frontend_exclusion",
    "job_id": "job_4743ee122db565625fe5",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting restricts remote eligibility to the US, conflicting with working remotely from Mexico. It also does not establish senior frontend engineering duties.",
    "evidence": [
      "REMOTE (US)",
      "We're a small, lean, mission-driven team and hiring Forward Deployed Engineers to build use cases and integrate deeply with agency customers."
    ],
    "unmet_requirements": [
      "Remote work from Mexico; the posting states US-only remote eligibility.",
      "Exclude jobs restricted to US residents."
    ],
    "unknown_requirements": [
      "Frontend engineering duties.",
      "Availability of a specifically senior engineering position."
    ]
  },
  "posting": {
    "title": "Forward Deployed Engineer (All Levels)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_61ea686d4ba0f024"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_f993ec7f25706d87"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_e672ed143458effc"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 160000.0,
        "period": null,
        "currency": "USD",
        "original": "$160-220k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_068ca01a74543ea0"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Statecraft | Forward Deployed Engineer (All Levels) | REMOTE (US) | $160-220k + equity\n\nAt Statecraft, we are building an AI workforce to help automate the US government. Currently our government is operated almost entirely by consultants who outnumber public servants 3:1 and institutionalize inefficiency so they can bill more hours. This only leads to agencies struggling to meet their missions, overworked and underpaid public servants, and overburdened taxpayers.\n\nMost of what these consultants do is easily automatable: data entry, basic spreadsheet work, filling out paperwork, etc.; we do this with AI and save taxpayers ~80% on average while completing the work ~10x faster with 2-3x less errors.\n\nWe're a small, lean, mission-driven team and hiring Forward Deployed Engineers to build use cases and integrate deeply with agency customers. You'll be working with critical systems, massive surface area and national impact.\n\n* This position requires U.S. citizenship and the ability to obtain/maintain a security clearance.\n\nMore details on role and perks here: https://careers.statecraft.ai/jobs/forward-deployed-engineer"
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_3d2e36e0c064426783ac",
    "grade": 1,
    "confidence": "high",
    "reason": "The product-management role is plausibly related to shaping product experiences, but its stated duties emphasize roadmap ownership and technical QA rather than user interviews, experience design, or prototype testing.",
    "evidence": [
      "You own your pod's roadmap and ship it with them, no veteran PM signing off on your specs first.",
      "QA is yours end to end including release sign-off, people tend to underestimate that bit."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Conducting user interviews",
      "Designing product experiences and prototypes",
      "Testing product experiences and prototypes with users"
    ]
  },
  "posting": {
    "title": "Product Engineer (Product Manager role, not a Full-stack role)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b0217dc5b781d4f9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (anywhere, EST hours)"
      ],
      "evidence_ids": [
        "ev_15ff5f0424097ddd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 34.0,
        "min": 23.0,
        "period": "hour",
        "currency": "USD",
        "original": "$23-$34 USD/hour",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_60a3494e8fb46359"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "django",
        "label": "Django"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "single_role",
    "description": "Search Atlas | Product Engineer (Product Manager role, not a Full-stack role) | REMOTE (anywhere, EST hours) | Full-time contractor | $23-$34 USD/hour | https://careers.searchatlas.com/jobs/599248-product-engineer...\n\nWe're ~160 people, fully remote, building an AI marketing platform. Our main product is OTTO, which runs a site's SEO on its own - it reads live search data and pushes the technical and on-page fixes itself, nobody queues them up. Around that we've got ad automation for Google and Meta, GBP management for multi-location brands, content gen, and LLM visibility tracking (whether ChatGPT and co are citing you). Autotrader, Hyundai, P&G, Vendasta are some of our customers.\n\nWork happens in pods, 1 PM and 2-4 engineers. You own your pod's roadmap and ship it with them, no veteran PM signing off on your specs first. That's the part most PM roles won't hand you.\n\nLooking for 3+ years PM in B2B SaaS with an actual technical background - eng or QA before PM, or a PM who's been getting into the codebase themselves. You should be able to read Python and TS, write your own SQL, find your way around an API, and not need an engineer to tell you what a stack trace says. We're Django on the back, React/Next on the front. QA is yours end to end including release sign-off, people tend to underestimate that bit. And you're already using Claude Code or similar daily, not \"open to it\".\n\nProcess is screen with me, a take-home that runs about 75 mins, technical round with one of our senior PMs, then a call with our Director of Product (who you'd report to). I usually come back to people within 2 business days.\n\nOur ATS forces us to list specific countries but we hire from anywhere as long as you can do EST hours, so apply even if yours isn't on there.\n\nApply at the link and mention HN somewhere, in your pitch or wherever it fits. I'm João Pedro, I read all of your emails. [email protected] if you need me, though the link's faster.\n\nP.S: If you're not a PM, you can still reach out, explain your role briefly and I can redirect you to an appropriate role, or you could just check out our careers page and apply directly to the role that suits you best (preferred method)."
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_69cca05b94836277da12",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves relevant infrastructure and platform engineering across container environments, but Kubernetes work is not explicitly stated.",
    "evidence": [
      "We're building a reusable Terraform module catalog: versioned, tested, documented modules published to a registry that other teams consume, across cloud, container, and virtualization environments.",
      "Module and platform engineering, not one-off deployments."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the infrastructure engineering duties involve Kubernetes."
    ]
  },
  "posting": {
    "title": "Terraform Module Developer (Infrastructure as Code)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_35649117c94b564a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_d291915c71489af5"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_1b0b6c4d8461711a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "azure",
        "label": "Azure"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "3C Digital Solutions | Terraform Module Developer (Infrastructure as Code) | REMOTE (US) | Full-time | https://jobs.curriculo.me/3c-digital/job/a14f0ded-8f8f-49ad-...\n\nWe're a small IT consulting firm working in federal and other regulated environments. We're building a reusable Terraform module catalog: versioned, tested, documented modules published to a registry that other teams consume, across cloud, container, and virtualization environments. Module and platform engineering, not one-off deployments.\n\nYou'd own the standards: module interfaces, validation, testing, releases, deprecation. Small team, no layers, and real influence over how we build. Growing, with room to move into broader platform ownership or technical leadership.\n\nLooking for someone who has built and maintained a shared module library other teams actually used. Semantic versioning, automated testing, input validation, policy compliance checks, CI gates. Production experience with AWS, Azure, GCP, or OCI.\n\nMultiple positions. US citizenship required (federal contract). No visa sponsorship.\n\nFull description and application: https://jobs.curriculo.me/3c-digital/job/a14f0ded-8f8f-49ad-..."
  }
}

{
  "judgment": {
    "query_id": "security_constraints",
    "job_id": "job_5db895928a1171e1c9f0",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting advertises software engineering for nuclear technology, not security engineering, and its US-only remote eligibility conflicts with working remotely from Mexico. Junior level and a no-degree policy are not established.",
    "evidence": [
      "Oklo | Remote (US) or Santa Clara or Brooklyn | Full time | https://oklo.com",
      "You'll leverage your software skills alongside nuclear engineers to model, simulate, design, and deploy advanced fission power technology."
    ],
    "unmet_requirements": [
      "Security engineering work",
      "Fully remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "Junior-level availability",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/4018702004; Senior Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/5739483004; Software Engineer (Applied AI/ML): https://job-boards.greenhouse.io/oklo/jobs/6150355004",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_53d2a82119b17abc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US) or Santa Clara or Brooklyn"
      ],
      "evidence_ids": [
        "ev_047a4d1fec307b30"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7435eb2704b3490e"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Oklo | Remote (US) or Santa Clara or Brooklyn | Full time | https://oklo.com\n\nJoin us in pioneering the next generation of nuclear reactors! You'll leverage your software skills alongside nuclear engineers to model, simulate, design, and deploy advanced fission power technology. You will work at the forefront of the nuclear industry, developing novel techniques to reach new levels of safety, efficiency, and resiliency. Come be a part of powering the future with advanced fission power plants to provide clean, reliable, affordable energy.\n\nWe are hiring for:\n\n- Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/4018702004\n\n- Senior Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/5739483004\n\n- Software Engineer (Applied AI/ML): https://job-boards.greenhouse.io/oklo/jobs/6150355004\n\nSee more opportunities here: https://job-boards.greenhouse.io/oklo\n\nPlease mention Hacker News in your cover letter!"
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_5398409fd45cb159d204",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is backend SaaS engineering rather than firmware, requires prior founding or senior engineering experience, and is hybrid/on-site in Sweden rather than fully remote from Mexico. The degree policy is unstated.",
    "evidence": [
      "Founding Software Engineer | On-site (hybrid) in Stockholm, Sweden | Full time",
      "You have previous experience working at a SaaS product company as a founding or senior engineer"
    ],
    "unmet_requirements": [
      "Junior firmware engineering role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Founding Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_a1e6d87c3984e3ae",
        "ev_db65b32ff9ca950d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-site (hybrid) in Stockholm, Sweden"
      ],
      "evidence_ids": [
        "ev_01e74e9dde61982b"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "SE"
      ],
      "evidence_ids": [
        "ev_f7ca8294ea3c59e9"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "go",
        "label": "Go"
      }
    ],
    "role_kind": "single_role",
    "description": "Pango (YC S26) | Founding Software Engineer | On-site (hybrid) in Stockholm, Sweden | Full time\n\nPango is building the world's first Agentic Operating System for e-commerce logistics. Our vision is to create the AI e-commerce employee of the future. We are forming our core team in Stockholm and are looking for exceptional engineers. We are backed by some of the most some of the most prominent investors in the world. In less than a year, we have seen massive growth where we can't keep up with the demand and need engineers to bring the product faster to the market.\n\nYou are a good fit if:\n\n* You are comfortable maintaining, expanding and operating an B2B SaaS platform with a high sense of ownership.\n\n* You have previous experience working at a SaaS product company as a founding or senior engineer\n\n* You have strong proficiency in any backend language or platform (we particularly like Rust or Golang background)\n\n* You have a pragmatic attitude and understand the importance of shipping velocity at an early stage startup\n\n* E-commerce (Shopify, WMS, IMS, shipping carrier integrations) experience is a plus.\n\nYou will take a key role in shaping the product and company, with ability to make an impact and advance career limited only by your aptitude and interest.\n\nReach out to [email protected] if you are interested or have any questions. We review applications immediately and move quickly.\n\nPlease don't use AI to write the initial message."
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_7d8d03f44dc02ab7fce2",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes operating, debugging, and scaling production systems, which overlaps with reliability work, but its primary focus is application development. Container-cluster operations, cloud deployment reliability, and outage response are not stated.",
    "evidence": [
      "You’ll work on pricing algorithms, high-volume data ingestion, marketplace integrations, scalability, and enabling our product to be used by AI agents.",
      "We’re looking for someone with extensive experience building data-intensive web applications backed by relational databases, and who is comfortable designing, deploying, operating, debugging, scaling and evolving production systems."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Container-cluster reliability responsibilities",
      "Cloud deployment reliability responsibilities",
      "Outage response responsibilities"
    ]
  },
  "posting": {
    "title": "Python + SQL Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_8373e93350d80221"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Mauritius"
      ],
      "evidence_ids": [
        "ev_c89eb7f407183a80"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      }
    ],
    "role_kind": "single_role",
    "description": "Multiply | Python + SQL Software Engineer | On-site | Mauritius\n\nWe build repricing software that keeps online sellers on top of their competition on 130+ marketplaces.\n\nYou’ll work on pricing algorithms, high-volume data ingestion, marketplace integrations, scalability, and enabling our product to be used by AI agents.\n\nWe’re looking for someone with extensive experience building data-intensive web applications backed by relational databases, and who is comfortable designing, deploying, operating, debugging, scaling and evolving production systems.\n\nStack: Python, Postgres, FastAPI, SQLAlchemy.\n\nOur office is beautifully located in Mauritius. We sponsor visas and handle all relocation/immigration.\n\nApply: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_723d563ec8307b356066",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for a senior data engineer, not a junior product designer, and explicitly requires US residence, excluding remote work from Mexico. The degree policy is unstated.",
    "evidence": [
      "we're looking for a Senior Data Engineer.",
      "You need to live in the USA"
    ],
    "unmet_requirements": [
      "Product designer work",
      "Junior seniority",
      "Fully remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_822031a178a5ddc9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (USA)"
      ],
      "evidence_ids": [
        "ev_80f0cb28b2b88bb7"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9f373dd2578dcc24"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90.0,
        "min": 80.0,
        "period": "hour",
        "currency": "USD",
        "original": "80-90 USD per hour",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_b7e6d308443deaab"
      ]
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "dbt",
        "label": "dbt"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "spark",
        "label": "Spark"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "airflow",
        "label": "Airflow"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Virtasant (1099 contractor for a client of ours) | Virtasant.com | Remote (USA)| full-time\n\nHey, we are a finops/cloud optimization company that also helps some of our clients with their hiring needs. For one of them (a solid healthcare data company) we're looking for a Senior Data Engineer.\n\nThe legal stuff:\nYou need to live in the USA and be under one of the following conditions:\na) US citizen\nb) Green Card holder\nc) Sole owner of your own LLC company (not co-owner, sole owner)\n\nSadly, all other options are not possible, like H1B, OPT, EAD, or CPT visas, are not possible for us.\n\n80-90 USD per hour, changes of going a bit above if the candidate is amazing.\n\nThe tech stuff:\n7 yoe (5 of which building production-grade data or platform services), AWS-heavy (if you're stronger on Azure or GCP, then it's not for you, sorry), Python, SQL, dbt, (Snowflake OR BigQuery OR Redshift), Spark, Kafka, (Iceberg OR Delta OR Hudi), (Airflow OR Dagster OR Prefect), CI/CD, Docker, AWS.\n\nHere's the JD, where you can apply - https://virtasant.teamtailor.com/jobs/7563920-senior-data-en...\n\nThank you!"
  }
}

{
  "judgment": {
    "query_id": "infra_constraints",
    "job_id": "job_7142c67187fdb6d9427f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for robotics software rather than platform engineering and explicitly requires onsite/hybrid work, conflicting with fully remote work. Mexico eligibility and a no-degree policy are unstated.",
    "evidence": [
      "Greenzie | Robotics Software Engineer (Early Career + Experienced) | Atlanta, GA | ONSITE/HYBRID | Full-time | https://greenzie.applytojob.com/apply",
      "- Robotics Software Engineer | Early Career (0–3 yrs): https://greenzie.applytojob.com/apply/zaDr7OyOmj/Robotics-So..."
    ],
    "unmet_requirements": [
      "Fully remote work",
      "Platform engineering role"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Robotics Software Engineer (Early Career + Experienced)",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_16aa816e45914626",
        "ev_a1afd8d2488d36dc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Atlanta, GA"
      ],
      "evidence_ids": [
        "ev_0f8a6042555a849f"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Greenzie | Robotics Software Engineer (Early Career + Experienced) | Atlanta, GA | ONSITE/HYBRID | Full-time | https://greenzie.applytojob.com/apply\n\nGreenzie builds the autonomy software that runs on commercial mowers. We don't sell the iron — Wright, Mean Green, Bobcat, and Greenworks Commercial do, with our stack on them. Mission is to free humans from repetitive outdoor labor. The software is on hundreds of machines in the field today.\n\nWe're hiring roboticists who want production robots doing real outdoor work, not lab demos. C++, Python, ROS/ROS2. You will own (or learn) a subsystem, debug messy field data, and ship to machines that mow for a living.\n\n- Robotics Software Engineer | Early Career (0–3 yrs): https://greenzie.applytojob.com/apply/zaDr7OyOmj/Robotics-So...\n- Robotics Software Engineer | Experienced (3–6 yrs): https://greenzie.applytojob.com/apply/UdRcDlWSzs/Robotics-So...\n\nAlso open in Atlanta: Technical Service Coordinator.\n\nApply on those pages and mention HN. Questions: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_7f4606b4db8cf8cff405",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks consumer product engineers, not product designers. It also does not establish an annual base salary of at least USD 400,000; the advertised amount is an approximate maximum with no stated period.",
    "evidence": [
      "Hiring principal and distinguished engineers to build net new products",
      "up to ~ $750k"
    ],
    "unmet_requirements": [
      "Product designer role"
    ],
    "unknown_requirements": [
      "Guaranteed pay of at least USD 400,000 per year"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9b4344121804be8b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE ALMOST ANYWHERE IN THE WORLD"
      ],
      "evidence_ids": [
        "ev_9b849db3919ca435"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 750000.0,
        "min": 750000.0,
        "period": null,
        "currency": "USD",
        "original": "$750k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_9a20d6e5d0008b0c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "ALBERT | REMOTE ALMOST ANYWHERE IN THE WORLD| Hiring principal and distinguished engineers to build net new products | up to ~ $750k\nHiring: exceptional consumer product engineers at Albert.\n\nWe're a consumer fintech with 25M+ users who trust us to budget, save, invest, and bank in one place. Profitable for 4+ years. And as of today, our average employee tenure is 3.6 years, a number you almost never see in startup tech, and one we're quietly proud of. People stay because the work is good, the people are sharp, and we've built something worth staying for.\n\nNow we're building net-new consumer products from zero, and we're looking for people who love to tinker and build stuff to ship them with us.\n\nThe kind of person we're looking for: • Top fraction of a percentile in craft, the kind of good that's hard to fake • Builds for fun, not just for work. The kind who ships a working prototype over the weekend and can't help themselves • Comfortable owning 0 to 1 consumer products end-to-end • Allergic to politics, theater, and bureaucracy\n\nWhat you get: • Remote, anywhere with reasonable timezone overlap (and for someone truly exceptional, we'll make async work) • Real scale from day one (20M+ users, real money, real consequences) • Compensation that beats the market. We pay well and we mean it. Base, discretionary year-end bonus, meaningful 401(k) match, and meaningful equity in a profitable, growing unicorn (the kind that's actually worth something) • Platinum PPO health benefits with Blue Shield, top of the top of the line, covering your entire family • A mission worth your time: make money simple, so people spend less time managing it and keep more of it • Small senior-heavy teams, direct ownership, no layers • Forthcoming with the business metrics that matter, so you always know how the company is actually doing • The startup perks done right: catered lunches, wellness stipend, team offsites, casual dress. The stuff that compounds when you're showing up engaged for years, not months • Profitable for 4+ years, so you build with conviction, not runway anxiety\n\nStack: python, claude, postgres, react.js /react native\n\nIf this is you, email us at [email protected]\n\nEdit: we are in the process of rebuilding our career site to speak to how we hire (e.g. hunt, dont post, find the best). Just an FYI\n\nAlso, we carefully review every application. If we think there may be a fit, we'll reach out within a few business days. Either way, thank you for your interest in what we're building and for taking the time to connect with us."
  }
}

{
  "judgment": {
    "query_id": "embedded_exclusion",
    "job_id": "job_5c62c22d038cfe26bdae",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly limits both roles to US-remote work, conflicting with working remotely from Mexico and excluding US-restricted jobs. The edge-systems duties are adjacent to firmware, but firmware development is not explicitly stated.",
    "evidence": [
      "Both roles are US-remote with periodic jobsite travel. US work authorization is required.",
      "Senior Platform Engineer, Edge Systems — Build software connecting cameras, access-control readers, rugged devices, and local compute to our cloud across unreliable networks."
    ],
    "unmet_requirements": [
      "Remote work from Mexico",
      "Exclude jobs restricted to US residents"
    ],
    "unknown_requirements": [
      "Firmware engineering duties"
    ]
  },
  "posting": {
    "title": "Senior Design Engineer, Senior Platform Engineer — Edge Systems",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_aa7af2520adf37f5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US)"
      ],
      "evidence_ids": [
        "ev_e0eba5421d8506f3"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_beac62dd69d13ae1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "single_role",
    "description": "Odin | Senior Design Engineer, Senior Platform Engineer — Edge Systems | Remote (US) | Full-time\n\nOdin builds workforce visibility and compliance software for critical infrastructure. We’re deployed on 500+ active projects with 100K+ workers, securing more than $100B in construction value.\n\nSenior Design Engineer — Own interfaces from UX and visual design through production React. You’ll establish our design language and design system, prototype interactions, and ship responsive, accessible frontend experiences. We need someone who genuinely designs and codes.\n\nSenior Platform Engineer, Edge Systems — Build software connecting cameras, access-control readers, rugged devices, and local compute to our cloud across unreliable networks. Work includes protocols, real-time streams, buffering and synchronization, remote deployment, diagnosis, and recovery.\n\nOut stack: TypeScript, Node.js, GraphQL, Postgres, Kubernetes, GCP, React, React Native.\n\nBoth roles are US-remote with periodic jobsite travel. US work authorization is required.\n\nApply here: https://useodin.com"
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_5cbf63e44d695c31eb83",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly restricts candidates to US residence and lists hybrid or onsite roles, conflicting with remote work from Mexico and the exclusion of US-resident-only jobs. The listed engineering roles also do not establish developer educator duties.",
    "evidence": [
      "Candidates MUST be based in the United States with US work authorization.",
      "Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only."
    ],
    "unmet_requirements": [
      "Remote work from Mexico",
      "Exclude jobs restricted to US residents"
    ],
    "unknown_requirements": [
      "Developer educator duties"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_2d7739d672f9f6fb",
        "ev_6f44ee30041ab885"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only. Candidates MUST be based in the United States with US work authorization."
      ],
      "evidence_ids": [
        "ev_e57bb0852ada4c1a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f1c77510501f2fbc"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      },
      {
        "id": "spring",
        "label": "Spring"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Solution Street | Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only. Candidates MUST be based in the United States with US work authorization.\n\nWe are a software consulting company based in Northern Virginia.\n\nOur Website: https://www.solutionstreet.com/\n\nInterested? Apply on our Careers Page (Make sure to mention you found our post on Hacker News): https://solutionstreet.com/join.php\n\nCurrent Opportunities:\n- Java Engineers: (ONSITE Chantilly, VA) Seeking Mid-to-Senior/Lead levels of Full Stack Java Engineers with experience in Java, Spring, Hibernate, Kubernetes, and Helm.\n\n- Automation Testers: (ONSITE Chantilly, VA) Seeking Mid-to-Senior/Lead levels of Automation Testers with experience with Javascript and WebdriverIO. Must be comfortable coding in Javascript. Open to considering junior software engineers with expertise in Javascript for these roles as well.\n\n- Full Stack Python Developer: (ONSITE Dulles, VA) - Mid to Senior levels. Minimum of 5 years of professional experience.\n\n- Automated Test Engineer - Electrical Engineering: (ONSITE Dulles, VA) Contract role for 1.5 years. Skills and Qualifications: Experience in Python programming; Electrical Engineering experience; Python - async-io cooperative multitasking; State machines; SCPI equipment such as Keysight or Keithley."
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_5a85d285783e78e6473f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting concerns software engineering rather than product design, and it does not state compensation supporting the requested annual minimum.",
    "evidence": [
      "https://careers.leidos.com/jobs/18180624-software-engineer",
      "* Tech Stack: C++ (14/17/20), Sockets (TCP/IP), MFC v14, Git/Bitbucket, Jira, Confluence, Agile, Kanban, Unreal Engine 5 (UE5), Swift, Blender, GDI/GDI+, PowerShell, Gemini, Jenkins, SonarQube, GoogleTest."
    ],
    "unmet_requirements": [
      "Product designer work"
    ],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_55448c0a8f602a38"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Oklahoma City, OK, USA"
      ],
      "evidence_ids": [
        "ev_f85b97a2365cfc3b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "unreal",
        "label": "Unreal Engine"
      },
      {
        "id": "swift",
        "label": "Swift"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Leidos | https://www.leidos.com/ | Oklahoma City, OK, USA | Full Time | Onsite\n\n* Great opportunity to do meaningful work at the FAA with a welcoming team, interesting projects, and amazing benefits.\n\n* Tech Stack: C++ (14/17/20), Sockets (TCP/IP), MFC v14, Git/Bitbucket, Jira, Confluence, Agile, Kanban, Unreal Engine 5 (UE5), Swift, Blender, GDI/GDI+, PowerShell, Gemini, Jenkins, SonarQube, GoogleTest.\n\n* Only hiring US Citizens/Green Card Holders for this position due to contractual requirements.\n\n* Check out the posting and apply below:\n\nhttps://www.linkedin.com/jobs/view/4460147611/\n\nhttps://careers.leidos.com/jobs/18180624-software-engineer"
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_7e93d48960c77da7b18e",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for product engineering rather than developer education, and its stated remote eligibility is limited to the US and Canada, excluding work from Mexico.",
    "evidence": [
      "REMOTE (US, Canada)",
      "Architecture decisions and code review on the platform (Python/FastAPI, TypeScript/React, Postgres, Azure)"
    ],
    "unmet_requirements": [
      "Developer educator work",
      "Remote work eligibility from Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Technical Product Engineer, Technical Product Engineer (Early Career)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_5d2de6cdce3a7679"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US, Canada)"
      ],
      "evidence_ids": [
        "ev_566b1b402e6fe987"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_eb100546f8b4d20a",
        "ev_4315080bd7dcf50c"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 230000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150–230k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_f710cd908e82db06"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "azure",
        "label": "Azure"
      }
    ],
    "role_kind": "single_role",
    "description": "Biobase | Senior Technical Product Engineer, Technical Product Engineer (Early Career) | REMOTE (US, Canada) | Full-time | $150–230k / $90–170k + equity\n\nBiobase has grand ambitions. We broker biospecimens, whole slide images, and the clinical metadata attached to them, on a supply-chain backbone that we're steadily automating. We’re building healthcare-data-focused agents on top of the datasets that we’re assembling, too.\n\nWe'd rather build the thing that removes the work than throw people at it. Two roles, one team, both reporting to the CPO:\n\nSenior Technical Product Engineer ($150–230k + meaningful equity).\nThe product team's technical interface. Architecture decisions and code review on the platform (Python/FastAPI, TypeScript/React, Postgres, Azure); the data pipeline and informatics that take specimen, slide, and clinical data in from suppliers and labs; and product ownership of the internal platform that builds our agents (permissions, evals, cost control, guardrails for sensitive data). You've been the reviewer of record somewhere, you've operated what you shipped, and you think in business problems before tickets.\n\nTechnical Product Engineer, early career ($90–170k + equity).\nSame territory at an earlier stage: the platform, the data pipeline and informatics, and the agents we run against our own operations — with a senior product engineer and our lead engineer reviewing your work and pairing when it helps. Open on background – self-taught, bootcamp, degree, research lab, a career you're leaving – selective on the bar. You've built something and someone else used it.\n\nWe build with Claude Code every day and expect you to become both fluent with it and skeptical of it. No ticket queue, no spec handed to you. Comp is salary + equity combos you choose between.\n\nFull postings: https://biobase.ai/careers\n\nTo apply: email [email protected] with something you built that eliminated manual work and what happened after it shipped. Links over resumes, no cover letter."
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_510cb80a367b4e21562c",
    "grade": 1,
    "confidence": "high",
    "reason": "The infrastructure/data-platform engineering openings match the intended work, but the listed compensation does not specify a currency denomination or pay period, so a minimum of USD 400,000 annually is not established.",
    "evidence": [
      "Software Engineer - Infrastructure, Data Platform (hybrid, $162,000 - $216,000)",
      "Staff Software Engineer - Infrastructure, Data Platform (hybrid, $260,000 - $350,000)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year."
    ]
  },
  "posting": {
    "title": "Senior Product Manager (hybrid, $190,000 - $240,000): https://grnh.se/t1doekv97us; Software Engineer - Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/8pm4cytg7us; Senior Product Manager, Machine Learning (hybrid, $190,000 - $240,000): https://grnh.se/537yusl37us; Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_305ece952262de6e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA (Hybrid)"
      ],
      "evidence_ids": [
        "ev_f770504db7382ac4"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Baton | San Francisco, CA (Hybrid) | Full-Time\n\nBaton (baton.io) is Ryder's in-house product development group focused on harnessing emerging technologies to redefine transportation and logistics. With $10B in freight under management, our technology reaches every part of the U.S. economy. We design and ship category-defining software that enables Ryder and its 50,000+ customers—including some of the world's most well-known brands—to plan and execute freight intelligently, efficiently, and cost-effectively. Our work includes everything from customer-facing software to the data platform that will power the next era of innovation at Ryder.\n\nBaton's mission: enable supply chain on autopilot.\n\nRyder acquired Baton in 2022 to power its next wave of digital products. We operate at startup speed, with Fortune 500 reach. If you have a passion for solving complex problems and creating impact for the engine of the American economy, you'll love it here.\n\nCurrent openings at Baton:\n\n* Senior Product Manager (hybrid, $190,000 - $240,000): https://grnh.se/t1doekv97us\n\n* Software Engineer - Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/8pm4cytg7us\n\n* Software Engineer - Infrastructure, Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/wb558ncz7us\n\n* Staff Software Engineer - Infrastructure, Data Platform (hybrid, $260,000 - $350,000): https://grnh.se/55wbfa9g7us\n\n* Senior Product Manager, Machine Learning (hybrid, $190,000 - $240,000): https://grnh.se/537yusl37us\n\n* Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us\n\n* Software Engineer, MLOps - Machine Learning (hybrid, $162,000 - $216,000): https://grnh.se/770pgzv17us\n\n* Senior Software Engineer - Full Stack, Technical Lead (hybrid, $200,000 - $250,000): https://grnh.se/j8zrjo0k7us"
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_822cc2c86fe86de173ba",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on platform engineering and infrastructure operations, not developer education or documentation. Creating developer experiences alone does not establish education or documentation duties.",
    "evidence": [
      "Our ideal candidate has a passion for automating ops, troubleshooting infrastructure, and creating first-class developer experiences."
    ],
    "unmet_requirements": [
      "Developer education or documentation work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9f868f84c37690ca"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US)"
      ],
      "evidence_ids": [
        "ev_61e269bdf5aa0652"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9a1585300652a168"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 215000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175,000 - $215,000 USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_1d874b481de2e053"
      ]
    },
    "skills": [
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "Chronograph (chronograph.pe) | Platform Engineer | Full-Time | Remote (US) | $175,000 - $215,000 USD + equity\n\nChronograph was founded to bring next-generation technology to private capital markets. Through our suite of cloud-based analytics and data management solutions, we help many of the world's largest and most sophisticated venture capital, private equity, and credit funds understand their investment performance in unprecedented detail. As our business grows, we're expanding the team, backed by a recent $140M+ growth equity raise.\n\nWe are looking for a candidate with a generalist background in software development, including 5+ years of experience on Platform Engineering, DevSecOps, Site Reliability Engineering (SRE), or MLOps teams. You'd be joining a small cross-functional team and have the chance to make critical contributions. Our ideal candidate has a passion for automating ops, troubleshooting infrastructure, and creating first-class developer experiences. On top of that, expertise with the following (or similar) tools/technologies is a strong signal of fit: Kubernetes, Prometheus, Grafana, Terraform, AWS, GitHub Actions, PostgreSQL, Node.js, Ruby on Rails, Nix, and Docker.\n\nIf interested, apply here: https://grnh.se/1pm4u2ys7us"
  }
}

{
  "judgment": {
    "query_id": "mobile_constraints",
    "job_id": "job_92eda3c80b6193e74000",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for hardware-focused firmware work, not iOS engineering, and explicitly requires in-person work in San Francisco and 3+ years of experience, conflicting with fully remote junior work.",
    "evidence": [
      "We're looking for 3+ years of software or firmware engineering experience and a track record of shipping complex technical products end-to-end.",
      "This is a full-time, in-person role in San Francisco."
    ],
    "unmet_requirements": [
      "iOS engineering role",
      "Junior role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required",
      "Eligibility to work from Mexico"
    ]
  },
  "posting": {
    "title": "Firmware Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_d7a8a3a2a46f9b18"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_403c5f992098825c"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "MIRA | Firmware Engineer | San Francisco, CA | ONSITE | Full-time\n\nMIRA builds lightweight AI glasses that act as a second brain: they remember conversations, answer questions in under a second, translate 60+ languages, and surface useful context through a private display. We recently sold out and shipped our first batch, and have raised $6.4M from General Catalyst, Naval Ravikant, Pillar VC, and others.\n\nWe're hiring a firmware engineer to work close to the hardware across C/C++ or Rust, RTOS, BLE, embedded Linux, microcontrollers, sensors and audio pipelines, power optimization, device communication, and low-level debugging. We're looking for 3+ years of software or firmware engineering experience and a track record of shipping complex technical products end-to-end. Consumer hardware and early-stage startup experience are strong pluses.\n\nThis is a full-time, in-person role in San Francisco. We can't provide current or future U.S. visa sponsorship.\n\nApply: https://go.trymira.com/pages/firmware-engineer/"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_5a567b90cb76cad6e191",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for fullstack software engineering, not product design. It also does not establish annual pay of at least USD 400,000: the advertised USD range is $150–210K with no stated pay period.",
    "evidence": [
      "Fullstack SWE",
      "$150 - 210K USD + equity"
    ],
    "unmet_requirements": [
      "Product designer role"
    ],
    "unknown_requirements": [
      "Guaranteed salary of at least USD 400,000 per year; compensation period is unspecified."
    ]
  },
  "posting": {
    "title": "Fullstack SWE",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d81915d4f06e6f31"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, PT/ET hours preferred"
      ],
      "evidence_ids": [
        "ev_b915765e88f51139"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 210000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150 - 210K USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_e750c9e4eb95c5e6"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Quill | Fullstack SWE | Full-time | Remote, PT/ET hours preferred | $150 - 210K USD + equity | https://quill.co/\n\nI’m a co-founder of Quill, a fullstack SDK for adding customer-facing analytics & data features to your app. Backed by YCombinator & top-tier SV-based investors (fundraising not publicly disclosed; happy to share any details when we chat).\n\nSome examples of how customers get value from Quill:\n• pre-IPO fintech adds custom reporting & data export features to their money movement product.\n• Series B healthtech is now able to deliver completely custom in-product reports & dashboards to every enterprise customer they onboard.\n• Series A govtech adds analytics and reporting capabilities within their existing agent/chat product.\n\nReasons you’d love working with us:\n• Work with a small, focused, talented team on a highly technical product (by developers for developers).\n• Funded company in a big market, but still prelaunch with a team size <5\n• High level of product ownership with tight feedback loops: the products you build are shipped quickly and get used by real customers immediately. Our latest hire built our entire CLI product from 0 -> 1, and it was used in production by customers the day it shipped.\n\nWe are growing the team to keep up with demand for new features that our customers are asking us for, while also preparing for launch. We're looking for someone that will make us better. We’re just getting started, and want you to bring your opinions, expertise, and experience to the table (not just execute on the ideas we already have).\n\nContact: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "frontend_constraints",
    "job_id": "job_8619d40c4d30d6d9918c",
    "grade": 0,
    "confidence": "high",
    "reason": "The engineering openings require at least eight years of experience and EU residence, conflicting with junior work performed remotely from Mexico. No junior frontend opening or degree waiver is stated.",
    "evidence": [
      "We already hired two backend developers through \"HN - Who is hiring\" and are now seeking a Lead Product Engineer (Ruby on Rails) / Engineering Manager (Ruby on Rails) with a minimum of 8 years of experience (preferably in startups), as we recently closed another large contract with a major retail chain and are growing quickly.",
      "For both the Lead Product Engineer and Engineering Manager roles, professional knowledge of German is required, and you need to be based in the EU."
    ],
    "unmet_requirements": [
      "Junior seniority: engineering roles require a minimum of eight years of experience.",
      "Fully remote from Mexico: engineering roles require EU residence.",
      "Frontend engineer role: no junior frontend opening is offered."
    ],
    "unknown_requirements": [
      "No university degree required: degree policy is not stated."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_41fdb595f9d91a80",
        "ev_cd9f4e5482555439"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (EU) / on-site in Bremen, Germany"
      ],
      "evidence_ids": [
        "ev_dee303cec4af8fb1"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_f892263447f0040c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "AREO | Remote (EU) / on-site in Bremen, Germany | Full-Time | Equity | Roles: [Engineering Manager (Ruby on Rails), Lead Product Engineer (Ruby on Rails), Robotics Lead]\nMy name is Marius and I am the CTO at AREO (https://goareo.com/).\n\nAREO, founded in January 2023 by a team with 20+ years of combined experience in retail and startups, is a young startup specializing in developing innovative solutions for supermarkets and grocery retail stores.\n\nOur cutting-edge B2B SaaS platform optimizes workflows for employees by providing real-time access to inventory, product information, and customer inquiries. We serve large supermarket chains in Germany and across the EU.\n\nWe already hired two backend developers through \"HN - Who is hiring\" and are now seeking a Lead Product Engineer (Ruby on Rails) / Engineering Manager (Ruby on Rails) with a minimum of 8 years of experience (preferably in startups), as we recently closed another large contract with a major retail chain and are growing quickly.\n\nFor both the Lead Product Engineer and Engineering Manager roles, professional knowledge of German is required, and you need to be based in the EU.\n\nIf you're passionate about building innovative retail products from scratch, these roles are for you.\n\nBackend Stack: Ruby / Rails (8.x), StimulusJS / Hotwire / Turbo, AlpineJS, Postgres, Docker, DigitalOcean, OpenAPI, LLMs\n\nWe are also seeking a Robotics Lead to help us set up and run our new robotics lab in Bremen, Germany. We are building a retail robot, initially focusing on teleoperation and later on autonomous model development. You should have at least 3 years of experience with humanoid robots, VLAs, teleoperation, and other relevant robotics systems. Professional knowledge of German is required, and you must live in or be ready to move to Bremen.\n\nPerks: Fully remote roles in Europe for the Engineering Manager and Lead Product Engineer, work where you are most productive, sizeable equity in a rapidly growing company, flat hierarchies, no-ego work environment, work in a lean but highly experienced team.\n\nApply here: marius[at]goareo.com and mention \"HN - Who is hiring?\" and the role you are applying for in the subject."
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_56d8154fc2adb1bd04c0",
    "grade": 0,
    "confidence": "high",
    "reason": "This is a senior software engineering role with some product-design involvement, not a product designer job. The stated base-pay range also does not establish the requested USD 400,000 annual minimum because its pay period is unspecified.",
    "evidence": [
      "We're hiring a senior engineer to design, build, and maintain our software — leading architecture and product design, and translating business requirements into technical specs.",
      "Confido Legal | Sr. Engineer | REMOTE (US only) | Full-time | $175k–$225k base"
    ],
    "unmet_requirements": [
      "Product designer role"
    ],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year; the listed range has no stated pay period."
    ]
  },
  "posting": {
    "title": "Sr. Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_504c8fe5fff05e5a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US only)"
      ],
      "evidence_ids": [
        "ev_195660623d10fa96"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_23868fbc717198ac"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 225000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175k–$225k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_49ef0fe87d769700"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Confido Legal | Sr. Engineer | REMOTE (US only) | Full-time | $175k–$225k base\n\nConfido Legal builds payments infrastructure for the legal industry. We're hiring a senior engineer to design, build, and maintain our software — leading architecture and product design, and translating business requirements into technical specs.\n\nThis is a broad, high-ownership role on a small team: you'll ship and maintain features end-to-end, lead architecture discussions, write clean and testable code, build automated E2E tests, do code reviews, and participate directly in company strategic planning. You'll also work closely with marketing and sales to keep technical work aligned with the business.\n\nStack: TypeScript everywhere, React + Next.js (mid-migration to Next.js), AWS with Pulumi IaC, Docker/ECS, GraphQL API, Figma (engineers participate in UI/UX).\n\nWe're looking for an expert in three or more of these (TypeScript required) with 3+ years of engineering experience.\n\n~2 onsite meetings/year. Open PTO, fully paid medical/vision/dental.\nApply: https://careers.confidolegal.com/careers/sr-engineer"
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_7e9a8c7a6dfae260bc69",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for full-stack software engineering on an educational platform, not developer education or documentation work.",
    "evidence": [
      "PrairieLearn (Remote US) — Full-Stack Software Engineer — TypeScript / Postgres / React / AI",
      "As an early-stage hire, you’ll work across the stack and enjoy meaningful ownership from day one."
    ],
    "unmet_requirements": [
      "Developer education or documentation work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b65209d9f4b4a3e1"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_57eb3ac40f51926f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 180000.0,
        "min": 100000.0,
        "period": null,
        "currency": "USD",
        "original": "$100k-$180k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_353749679113e5cc"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "PrairieLearn (Remote US) — Full-Stack Software Engineer — TypeScript / Postgres / React / AI\n\nPrairieLearn (https://www.prairielearn.com) is an open-source assessment platform used by universities across the US (Berkeley, Princeton, Michigan, Illinois, and others). We power mastery-based learning and large-scale exams.\n\nWe’re a small, profitable, early-stage company (bootstrapped, no VC) that is growing quickly. Our users love us and we have very high retention and rapid spread through word of mouth. As an early-stage hire, you’ll work across the stack and enjoy meaningful ownership from day one.\n\nTech we use: Node.js / TypeScript backend, Postgres, AWS, React. We’re also developing AI tooling, including LLM agents to help instructors create content, and vision-language models to help grade student work. PrairieLearn is open core: https://github.com/PrairieLearn/PrairieLearn\n\nDetails:\n\n- Location: Remote (US only)\n\n- Salary: $100k-$180k depending on experience\n\n- Benefits: Stock options (0.5% - 1.5%), unlimited PTO, flexible hours\n\n- Role: Full-time. (We’re not able to sponsor visas at this time.)\n\nApply at https://www.prairielearn.com/jobs-ashby?utm_source=YeEJ5MAKk..."
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_ab316083952e42fd07fc",
    "grade": 0,
    "confidence": "high",
    "reason": "The backend opening is senior/staff level and restricted to Brazil/Poland, conflicting with junior work remotely from Mexico. A no-degree policy is not stated.",
    "evidence": [
      "- Sr./Staff Java Backend Engineer (Brazil/Poland)"
    ],
    "unmet_requirements": [
      "Junior backend engineer role",
      "Eligibility to work remotely from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Sr./Staff Security Engineer (Brazil); Sr./Staff Analytics & Data Architecture Engineer (US/Canada); Sr./Staff Java Backend Engineer (Brazil/Poland); Staff Web SDK Engineer (US/Brazil/India/Canada/Poland/UK) (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_46654a1e869b38aa"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US/Canada/Brazil/Poland/UK/India)"
      ],
      "evidence_ids": [
        "ev_dad68d33846602fd"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA",
        "BR",
        "PL",
        "GB",
        "IN"
      ],
      "evidence_ids": [
        "ev_39e215af5c506f8a",
        "ev_90690f0e84088e67",
        "ev_d48a7d66339c6c3e",
        "ev_9bee94e26869c1e0",
        "ev_ba929ac1d2242011",
        "ev_95cd44a1d8cf84e5"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Oscilar.com | Sr/Staff Software Engineers, Security Engineer, Data Scientist | REMOTE (US/Canada/Brazil/Poland/UK/India)\n\nFull-time AI Risk Decisioning™ platform that helps organizations manage onboarding, fraud, credit, and compliance risks\n\nOpen roles:\n\n- Sr./Staff Security Engineer (Brazil)\n- Sr./Staff Analytics & Data Architecture Engineer (US/Canada)\n- Sr./Staff Java Backend Engineer (Brazil/Poland)\n- Staff Web SDK Engineer (US/Brazil/India/Canada/Poland/UK)\n- Data Scientist (US/Canada)\n\napply at: https://jobs.ashbyhq.com/oscilar?utm_source=HackerNews"
  }
}

{
  "judgment": {
    "query_id": "security_keywords",
    "job_id": "job_93405f3497eeb9633f82",
    "grade": 2,
    "confidence": "high",
    "reason": "The security engineering role includes incident response and threat detection, matching the requested work. No additional restrictions were requested.",
    "evidence": [
      "You're someone who embraces AI tools to work smarter — whether that's accelerating threat detection, streamlining vulnerability analysis, or improving how we respond to incidents."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Sr. Security Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_fd9eef5c6773a913"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US) or NYC"
      ],
      "evidence_ids": [
        "ev_48dca28747a4be73"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_e974c964db20ca17"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Odyssey | Sr. Security Engineer | Full-time | Remote (US) or NYC\n\nOdyssey is building the leading financial technology platform for school choice. We help families access funding for tuition, tutors, curriculum, software, and enrichment programs—empowering them with greater educational opportunities.\n\nWe’re well-funded, backed by top investors including Andreessen Horowitz (a16z), and we are rapidly scaling.\n\nAs Odyssey's first Security Engineer, you'll have full ownership of our security posture — shaping strategy, building programs from the ground up, and driving best practices across our entire technology stack and product suite. This is a high-impact, high-visibility role where your decisions will directly influence how we protect our customers, vendors, and employees.\n\nYou'll partner closely with cross-functional teams to embed security into everything we build and ship, champion solutions to emerging security challenges, and ensure we stay ahead of an evolving threat landscape. You're someone who embraces AI tools to work smarter — whether that's accelerating threat detection, streamlining vulnerability analysis, or improving how we respond to incidents.\n\nhttps://jobs.ashbyhq.com/odyssey"
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_7dea51e5e040f397d4d6",
    "grade": 0,
    "confidence": "high",
    "reason": "The role concerns onboard networking rather than junior firmware development and explicitly requires experience, a university degree, and a hybrid work arrangement. Limited remote days abroad do not satisfy fully remote work from Mexico.",
    "evidence": [
      "- Bachelor's or Master's in Telecommunications, CS, Electrical Engineering, or similar",
      "- 2+ years hands-on with network architecture, Wi-Fi systems, or Mobile Device Management (ideally in rail or a similarly complex environment)",
      "Perks: hybrid office/remote work model, up to 60 extra remote days/year from abroad (work from anywhere), 12 free FlixTrain travel vouchers/year + 12 for friends and family, mental health support, L&D budget, mentoring program."
    ],
    "unmet_requirements": [
      "Junior firmware engineering role",
      "Fully remote work from Mexico",
      "No university degree required"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Technical Expert Onboard Connectivity",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_b7b35ff3f8468bbc",
        "ev_931ffe0b8d8adf8c",
        "ev_134e3f9700849d2e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany"
      ],
      "evidence_ids": [
        "ev_045431d18fabd014"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_698e2f120f7d5266"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "FlixTrain | Technical Expert Onboard Connectivity | Berlin, Germany | ONSITE (hybrid) | Full-time\n\nFlixTrain is on a mission to make long-distance rail travel affordable and sustainable across Europe. Every passenger we shift to rail matters, and the onboard connectivity is a key part of what makes people switch.\n\nWe're hiring an Onboard Technology Manager to own everything that keeps passengers connected and crew productive on the train: Wi-Fi and network infrastructure, onboard units, and mobile devices for train staff. As satellite constellations and 5G redefine what's possible for high-speed mobile connectivity, you'll help set the direction for the technology being adopted on the largest non-governmental train fleet: writing specs, defining network architectures, monitoring live performance, and driving improvement projects from their conception to the finish line.\n\nThe role is highly cross-functional. You'll work with internal partners (operations, customer product, and rail engineering) and external ones, such as tech vendors (Icomera and Advantech) and train manufacturers (Siemens, Talgo).\n\nWhat we're looking for:\n\n- Bachelor's or Master's in Telecommunications, CS, Electrical Engineering, or similar\n\n- 2+ years hands-on with network architecture, Wi-Fi systems, or Mobile Device Management (ideally in rail or a similarly complex environment)\n\n- Strong troubleshooting skills on complex networked systems\n\n- Comfortable leading cross-functional initiatives and communicating clearly with both engineers and non-technical stakeholders\n\n- Fluent German and English (internally, English is preferred, but German is often mandatory when working with suppliers and regulatory bodies)\n\nPerks: hybrid office/remote work model, up to 60 extra remote days/year from abroad (work from anywhere), 12 free FlixTrain travel vouchers/year + 12 for friends and family, mental health support, L&D budget, mentoring program.\n\nApply: https://flix.careers/job/?jobid=8729129002"
  }
}

{
  "judgment": {
    "query_id": "mobile_intent",
    "job_id": "job_8637cddf28769608b68b",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is Go backend development for an infrastructure platform, not native iPhone app development with offline functionality and App Store releases.",
    "evidence": [
      "On the backend we're using 100% Go with AWS primitives.",
      "We're looking for backend developers who like doing DevOps'y stuff sometimes (because in a way it's the spirit of our company), or have experience with the cloud native ecosystem."
    ],
    "unmet_requirements": [
      "Native iPhone app development"
    ],
    "unknown_requirements": [
      "Offline app behavior",
      "App Store releases"
    ]
  },
  "posting": {
    "title": "Senior Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_0fbd7b69c0f5d5d6"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Europe)"
      ],
      "evidence_ids": [
        "ev_e72d78c5e4da7dab"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 110000.0,
        "min": 80000.0,
        "period": null,
        "currency": "USD",
        "original": "$80k-$110k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c5249c13dcc05222"
      ]
    },
    "skills": [
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Spacelift | Remote (Europe) | Full-time | Senior Software Engineer | $80k-$110k+ (can go higher)\n\nWe're a VC-funded startup (recently raised $51M Series C) building an infrastructure orchestrator and collaborative management platform for Infrastructure-as-Code – from OpenTofu, Terraform, Terragrunt, CloudFormation, Pulumi, Kubernetes, to Ansible.\n\nOn the backend we're using 100% Go with AWS primitives. We're looking for backend developers who like doing DevOps'y stuff sometimes (because in a way it's the spirit of our company), or have experience with the cloud native ecosystem. Ideally you'd have experience working with an IaC tool, i.e. Terraform, Pulumi, Ansible, CloudFormation, Kubernetes, or SaltStack.\n\nOverall we have a deeply technical product, trying to build something customers love to use, and have a lot of happy and satisfied customers. We promise interesting work, the ability to open source parts of the project which don't give us a business advantage, as well as healthy working hours.\n\nIf that sounds like fun to you, please apply at https://careers.spacelift.io/jobs/3006934-software-engineer-...\n\nYou can find out more about the product we're building at https://spacelift.io and also see our engineering blog for a few technical blog posts of ours: https://spacelift.io/blog/engineering"
  }
}

{
  "judgment": {
    "query_id": "tools_keywords",
    "job_id": "job_a0991c2153bb297871e6",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting offers Rust backend engineering, which is adjacent to the requested work, but does not establish compiler or developer-tools responsibilities.",
    "evidence": [
      "We are currently looking for a Senior Rust Engineer to join one of our backend teams in Berlin."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Compiler or developer-tools engineering responsibilities"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_98feaa8401ac42cb",
        "ev_73a7a334f88694d3"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany"
      ],
      "evidence_ids": [
        "ev_d42590c731189917"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_bde063243c7dab06"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Frequenz Energy-as-a-Service GmbH | Full-Time | Berlin, Germany\n\nWe are a vibrant technology company developing groundbreaking solutions that enable the rapid transition towards a world of decentralized energy. We’re helping companies to rapidly transition from being passive electricity consumers to becoming fully self-sustaining prosumers, capable of leveraging various renewable energy assets.\n\nWe are currently looking for a Senior Rust Engineer to join one of our backend teams in Berlin.\n\nThe role is primarily based in-office in Berlin, with a possibility for hybrid work (which can be discussed during the course of the interview).\n\nOur homepage: https://www.frequenz.com/\n\nApply here: https://www.frequenz.com/jobs/senior-rust-engineer\nWe would appreciate if you could attach links to your code examples from github, gitlab, or the like to your application.\n\n(PS: If you choose to apply, we would appreciate if you could mention that you have come from HN :) )"
  }
}

{
  "judgment": {
    "query_id": "frontend_exclusion",
    "job_id": "job_91c9f27764e878630168",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for production data science and classification modeling, not senior frontend engineering. It permits remote work in North America but does not explicitly establish eligibility from Mexico.",
    "evidence": [
      "Data Scientist, Classification and Scoring",
      "You will develop and improve models that classify digital activity, identify meaningful privacy and security behaviors, and assess the confidence and significance of findings."
    ],
    "unmet_requirements": [
      "Senior frontend engineering work"
    ],
    "unknown_requirements": [
      "Remote work eligibility from Mexico"
    ]
  },
  "posting": {
    "title": "Data Scientist, Classification and Scoring",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d394a7ede4f8c973"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE: North America / Europe, UTC-8 to UTC+2"
      ],
      "evidence_ids": [
        "ev_c07e84261d8f74a9"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Lokker.com | Data Scientist, Classification and Scoring | REMOTE: North America / Europe, UTC-8 to UTC+2 | Full-time\n\nLokker is a privacy platform. We continuously analyze websites, applications, third-party technologies and data flows to identify privacy, security and consent risks in production. We have built a large proprietary dataset from years of observing real-world digital behavior, and we are hiring a data scientist to help us expand and improve the classification, scoring and risk intelligence built on it.\n\nYou will develop and improve models that classify digital activity, identify meaningful privacy and security behaviors, and assess the confidence and significance of findings.\n\nLooking for 2 to 4 years of production experience in data science and machine learning. Strong Python and SQL, pandas or Polars, scikit-learn and modern classification techniques, familiarity with model evaluation and explainability. Practical experience in training and evaluating supervised classification models on real PRODUCTION data, practical LLM experience beyond simple demonstrations, and curiosity about how websites and internet technologies actually behave. You do not need a privacy or adtech background. We will teach the domain.\n\nYou will work closely with engineering, product and privacy experts, and what you build goes directly into the product.\n\nIMPORTANT: the timezone range above is a hard requirement, not a preference. We cannot make an exception.\n\nON APPLICATIONS: we assume you used AI to help write it. So do we. What we cannot do is verify a claim that exists only in the document you sent us, so make sure the skills you claim are visible somewhere public: LinkedIn with real dates and role detail, GitHub, papers, Kaggle, a writeup, a talk. If your best work is under NDA, say so and describe it in your own words.\n\nA human reads every application. No keyword filter, no automated rejection.\n\nApply: https://lokker.com/careers/openings/data-scientist-classific..."
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_9a25ede0cdb475175993",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves keeping production cloud infrastructure and Kubernetes deployments healthy, with monitoring and incident experience central to the work.",
    "evidence": [
      "Day one, this is a cloud/platform role: you'd own the operational health of Placekey's stack, close out post-migration hardening, and have real input on where the infrastructure goes next.",
      "Looking for: 5+ years platform/cloud infra, production Kubernetes (EKS ideal), managed Postgres (backup/recovery/tuning), IaC, solid networking, strong Python/Bash."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_77a3dd590e262461"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (USA)"
      ],
      "evidence_ids": [
        "ev_36b8c6047dbafc3f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_567550bcfe9fc5af"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "scala",
        "label": "Scala"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Senzing (entity resolution SDK) | Platform Engineer | Remote (USA) | Full-time\n\nSenzing builds enterprise entity-resolution SDK technology — an embeddable library that runs entirely inside customer infrastructure with zero data exfiltration. We're hiring a platform engineer to own the AWS infrastructure behind Placekey (our location-data subsidiary), a production API service running at scale.\n\nDay one, this is a cloud/platform role: you'd own the operational health of Placekey's stack, close out post-migration hardening, and have real input on where the infrastructure goes next. Over time the role grows to include internal IT and systems work (Active Directory, endpoint/laptop provisioning, Tailscale, security) — so we're looking for someone who's happy owning things end to end, not only the glamorous layer.\n\nStack: EKS Fargate, Aurora PostgreSQL, S3, Lambda, Cloudflare, API gateway (Kong/AWS), Terraform, Grafana/CloudWatch/Datadog. Apps are Scala and Rust.\n\nLooking for: 5+ years platform/cloud infra, production Kubernetes (EKS ideal), managed Postgres (backup/recovery/tuning), IaC, solid networking, strong Python/Bash. You don't need to be an expert on the IT/systems side today — but you should want to grow into it.\n\nRemote anywhere in the USA. Competitive salary, full health/dental/vision, 401(k) match, flexible PTO.\n\nTo apply: email [email protected] with your resume and a short note — tell us about a challenging production system you've owned end to end, including an incident where your monitoring missed something and what you changed afterward."
  }
}

{
  "judgment": {
    "query_id": "design_intent",
    "job_id": "job_a5daf4cdc91900922101",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised roles involve systems engineering, hardware engineering, and company administration, not user interviews or designing and testing product experiences. General openness to other candidates does not establish a matching role.",
    "evidence": [
      "Hiring across OS, software, and hardware.",
      "Systems Engineer - Everything at the OS layer."
    ],
    "unmet_requirements": [
      "Work involving user interviews and designing and testing product experiences and prototypes."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_1d5df76e99db987f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Noida, India (Delhi NCR)"
      ],
      "evidence_ids": [
        "ev_d9b57713e92eb174"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "IN"
      ],
      "evidence_ids": [
        "ev_ea9e78d93f159d1e"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Stpkr Technologies | Noida, India (Delhi NCR) | ONSITE | Multiple roles\n\nStpkr Technologies is hiring for the following roles to build the next generation of wearable devices.\n\nWe are currently looking for the following roles but we are also open to interviewing any candidates who feel like they will do their best work here - even if your skillset/experience doesn't fit the current defined roles. Our current team doesn't fit the conventional mold, and we don't expect our future hires will either. If you don't fit the advertised roles, just send us a mail per the same process with whatever job title would fit you the best.\n\nWork is in person near Noida Sector 18, walking distance from Sector 18 Metro Station. We prefer in office work, and for you to be located within Delhi/NCR, Pay is competitive (9-12 LPA), and there are opportunities to earn meaningful equity down the line. We prefer current and recent undergraduates for our roles. If you are still in college we welcome you to apply nonetheless provided you can work as an intern for us in person. Super-flexible overall and all of our current team started out as interns. We are not flexible on in-office work because of operational requirements - please do not apply if you can't relocate/work from office.\n\nHiring across OS, software, and hardware. AI policy across all roles: you should be able to do the work without AI, and much faster with it.\n\nSystems Engineer - Everything at the OS layer. You've rooted phones, flashed custom ROMs, broken and fixed Linux for fun. Comfortable in C/C++. GitHub with kernel-adjacent or LineageOS-type projects a plus. Stack: Android, Linux, C, C++, Java. Filter: send us something you built where you had to fight the OS or hardware.\n\nHardware Engineer - Bring-up/Debug/Integration - Take EVT/DVT boards and make them work. Comfortable with J-Link and IDE debugging, reading schematics and reference designs. KiCad/Altium/EasyEDA hobby work would make you ideal. PetaLinux experience or hunger to learn it. ECE undergrad fine. Filter: photo of a board you designed or debugged, plus what went wrong.\n\nHardware Engineer - Power/RF/Wireless - Make the power and RF paths behave on EVT/DVT boards. Hands-on with schematic capture, layout, soldering, scope/logic analyzer. Given two unknowns, you pick one and start measuring. Filter: sensor fusion work, how noise behaves across protocols, and SPI debug chops.\n\nFounder's Office - Work closely with the founder and the rest of the team to manage the day to day and long term affairs of the company, the Man Friday of the company. Must have a decent degree of technical knowledge (we are a tech company after all) and be efficient at administrative tasks as well as management. Speed and learning ability are prized here, there will not always be a clear path to the work you have to do here, so you will have to figure some of it out on your own.\n\nTo apply, contact [email protected] with the subject line \"HN - Human\" and a brief intro for further communication. Attach any documents you deem useful there. Please include the role you are applying for at the top of the email if it is one of the above mentioned, otherwise whatever role fits you best. Shortlisting will be online, interviews will be in person. We are hiring quickly, expect to hear back from us within 2-3 days of applying. If you don't, assume you will not. If you are using an AI agent to mass apply for jobs and we can tell, then you will not hear back. Use an expensive one :P (reiterating this, because we receive so much AI spam now. Thanks for your time!"
  }
}

{
  "judgment": {
    "query_id": "tools_no_match",
    "job_id": "job_492020022000e43d3507",
    "grade": 1,
    "confidence": "high",
    "reason": "The founding engineer role building API backend and infrastructure is plausibly relevant to developer tools. However, its listed $80k–150k compensation does not specify a time period and does not establish the required USD 400,000 annual minimum.",
    "evidence": [
      "cloro is one API for search and AI answers.",
      "* Founding Engineer | $80k-150k | backend and infra, heavy on large-scale collection. https://cloro.dev/careers/founding-engineer/"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the listed range has no explicit pay period or currency code."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_48c530a9c32bd4d2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (EU timezones)"
      ],
      "evidence_ids": [
        "ev_64052452ac124cb0"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "cloro | Founding Engineer, Data Scientist, Founding Operations, Founding Marketer | REMOTE (EU timezones) | Full-time | https://cloro.dev/careers/\n\ncloro is one API for search and AI answers. You send a query, we return Google, Google News, ChatGPT, Perplexity, Gemini, Grok and Copilot results as structured fields: the answer, the sources it cited, and the position each result held. Teams use it to measure whether their brand shows up in AI answers, and to stop maintaining eight scrapers that break whenever a provider changes its markup overnight.\n\nWe are bootstrapped, remote across EU timezones, and small enough that every role below works directly with the founders.\n\nOpen roles:\n\n* Founding Engineer | $80k-150k | backend and infra, heavy on large-scale collection. https://cloro.dev/careers/founding-engineer/\n\n* Data Scientist | $60k-100k | turn our AI-search corpus into published research and track the engines as they change. https://cloro.dev/careers/data-scientist/\n\n* Founding Operations | $50k-80k | finance, ops, marketing and product systems. An all-rounder role for someone who would rather build a system than run a task twice. https://cloro.dev/careers/founding-operations/\n\n* Founding Marketer | $40k-70k | own SEO, content, and visibility in AI search. https://cloro.dev/careers/founding-marketer/\n\nWe work AI-native: Claude and Claude Code are in the loop daily across\nengineering, ops and marketing. Being genuinely good with these tools is\npart of the job rather than a bonus."
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_aa8f60ec42678fe08445",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for hands-on senior backend engineering, not developer education. Remote work is stated, but eligibility to work from Mexico is not specified.",
    "evidence": [
      "Senior Backend Engineer, Payments, Ledger & Provable Fairness",
      "A server-authoritative game engine - seeds, nonces, outcome computation"
    ],
    "unmet_requirements": [
      "Developer educator work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "Whether employment is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Senior Backend Engineer, Payments, Ledger & Provable Fairness",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_589f6823e5f8dbd2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (2h overlap with US Pacific)"
      ],
      "evidence_ids": [
        "ev_243150baa35dd729"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160.0,
        "min": 120.0,
        "period": "hour",
        "currency": "USD",
        "original": "$120-160/hr",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_35ed8359d68e38fb"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Noricum | Senior Backend Engineer, Payments, Ledger & Provable Fairness | REMOTE (2h overlap with US Pacific) | Contract to permanent | $120-160/hr | Start by 14 Sep\n\nI'm the founder of Noricum where we build platforms – currently the money infrastructure, ledger, engine and payment rails behind a pre-launch wagering platform with a Steam skins economy. The games, a cashier and a bet ledger are built and live as a front end, with written specs for the server contract: ledger schema, refusal table, round lifecycle, every game's arithmetic. Processing and licensing are secured. The server does not exist. That is the job. You would own:\n\n- A server-authoritative game engine - seeds, nonces, outcome computation\n- A double-entry ledger where balance is derived and no client write can change it\n- Server-side enforcement of every limit and refusal\n- Payment rails idempotent under duplicated webhooks\n- Seed custody and the provably-fair lifecycle\n- An affiliate system with referral attribution and commission payouts\n\nMust have shipped: a double-entry ledger or equivalent money system in production, a payment integration including webhook idempotency, auth and sessions you built and operated, and infrastructure you owned end to end. Provably-fair systems, settlement-side gaming or trading infra, or Steam trade automation all stand out.\n\nEmail [email protected] with your start date and a few lines on the last money system you shipped - what it guaranteed, and how you knew it held."
  }
}

{
  "judgment": {
    "query_id": "backend_constraints",
    "job_id": "job_a3a0c3c37a9f04f51c1a",
    "grade": 0,
    "confidence": "high",
    "reason": "The platform engineering work is related to backend work, but this staff-level role conflicts with the requested junior level and explicitly requires US residence, excluding remote work from Mexico. The degree policy is unstated.",
    "evidence": [
      "Staff Platform Engineer | REMOTE (US) | Full-time",
      "Sorry, given our industry and size, you must be in the US and able to work without visa sponsorship."
    ],
    "unmet_requirements": [
      "Junior engineer role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Staff Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7c20626ec1629770"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_30e36e02b7b0e18a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_126799f0306ad698"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "airflow",
        "label": "Airflow"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Enrollment123 | https://e123insurtech.com | Staff Platform Engineer | REMOTE (US) | Full-time\n\nWe are SaaS platform that connects Insurance Carriers, Agencies and Agents, and enables sales to consumers.\n\nMy team is hiring a Staff Platform Engineer to keep things running smoothly and help our engineers modernize and build new products.\n\nWe are responsible for:\n\n- security for PCI and HIPAA data\n- AWS infrastructure that serves millions of people every month\n- developer tools and infrastructure to allow our teams to deliver\n- data engineering and operational support\n- automation, monitoring, and on-call rotations (especially during Open Enrollment!)\n\nOur stacks include:\n\n(70% --) SQL Server + ColdFusion\n(25% ++) Postgres + node/typescript\n(5%) Airflow + python\n\nIt's not a flashy product or stack I'll admit, but we have a lot of opportunities to improve the product and a lot of growth potential to expand our impact. Happy to tell you more!\n\nIf you're interested, email me at [email protected] with your honest, hand-written resume. I don't want some super polished AI bullshit, show me your real experience! The interview process is hopefully short and sweet: 1) meet with me for a quick intro to ensure we'll be a good mutual fit, 2) advance to a technical interview with the team, then 3) a last culture + company info session so you have all the info to make a decision.\n\nSorry, given our industry and size, you must be in the US and able to work without visa sponsorship."
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_a801ed0c76acd675c391",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves Python backend engineering, including API infrastructure and migration from Flask to FastAPI.",
    "evidence": [
      "You'd build for other engineers: the paved-road patterns under our Python/Flask API layer (REST + GraphQL, auth, permissions, migrations), the Flask→FastAPI path, production observability standards, and our AI dev platform — DevDawg (cloud dev environments for the whole stack) and Spice (our agent layer that already auto-approves simple PRs)."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior/Staff Backend Engineer, Backend Platform",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7b88964c621ca994"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_39d7a9234b8f8524"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Remote (US) Close (https://close.com) | Senior/Staff Backend Engineer, Backend Platform | Full-time\n\nWe're bootstrapped, profitable, and 130 people, all remote, building an AI-powered CRM. We're spinning up a new Backend Platforms team and you'd be one of the first hires — unusual influence over what it owns.\n\nYou'd build for other engineers: the paved-road patterns under our Python/Flask API layer (REST + GraphQL, auth, permissions, migrations), the Flask→FastAPI path, production observability standards, and our AI dev platform — DevDawg (cloud dev environments for the whole stack) and Spice (our agent layer that already auto-approves simple PRs). Making Spice safe across more of our review surface is the team's biggest project.\n\nStack: Python, Flask, FastAPI, GraphQL, TaskTiger, Rust, TypeScript, Kafka, Redis, MongoDB, PostgreSQL, Elasticsearch, Docker, Kubernetes, AWS.\n\nLooking for: deep Python, shipped LLM/agentic work to real users, daily coding-agent use with a real POV, strong observability and API design instincts.\n\nAlso: ~5 weeks PTO + winter break, optional 4-day week at 80% pay, 1-month sabbatical every 5 years, 99% of medical premiums covered, 401k match to 6%.\n\nOur code: https://github.com/closeio (TaskTiger, SocketShark, ciso8601)\nEng blog: https://making.close.com\nApply: https://jobs.ashbyhq.com/close/5bf4629b-d2ee-4129-980f-e31b9..."
  }
}

{
  "judgment": {
    "query_id": "tools_intent",
    "job_id": "job_93a2c46c1f9ef65b7cd6",
    "grade": 0,
    "confidence": "high",
    "reason": "The roles focus on model training, drug-development agents, lab data, and ML infrastructure—not improving compilers or command-line software-build tools.",
    "evidence": [
      "Research Engineering: work on a modeling team with the goal of making a model better.",
      "Modeling teams need productive compute infrastructure, job scheduling, and numerous other affordances so that they can \"just focus\" on the model."
    ],
    "unmet_requirements": [
      "Work improving compilers and command-line tools used by programmers to build software."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "location": {
      "status": "stated",
      "value": [
        "Seattle or SF"
      ],
      "evidence_ids": [
        "ev_7dac349dd7710c77"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Xaira Therapeutics | Midlevel/Senior/Staff Engineers | Seattle or SF\n\nXaira Therapeutics is developing biological foundation models (not LLMs) to hit undruggable targets and cure disease. We've put together an incredible cross-disciplinary team of pharma veterans who have brought drugs to market, drug designers/AI scientists from Nobel laureate David Baker's lab, and engineers from tech in order to meet the moment and build a company to reimagine how drugs are made in the pursuit of better medicines. We're not a SaaS company, and the ultimate goal is to see the medicines we make delivered to patients.\n\nI lead the engineering team and am hiring across multiple teams. There's:\n\n- Research Engineering: work on a modeling team with the goal of making a model better. You think in tensors, understand what makes a kernel fast, and obsess over training throughput.\n\n- X-Scientist: building an agentic copilot for drug development with access to our internal suite of tools. You have backend experience, have built tools for agents to interact with, and enjoy tinkering with agent harnesses.\n\n- Data Engineering: we generate large volumes of data from our lab that provide critical feedback loops to our modeling efforts. You either hate or love lakehouses, have a preferred ETL orchestrator, and are intrigued by the problem of capturing data off of lab instruments.\n\n- ML Platform: boy do we have some GPUs for you. Modeling teams need productive compute infrastructure, job scheduling, and numerous other affordances so that they can \"just focus\" on the model. You shudder at the words \"falling off the bus\", you have an opinion on how checkpoints should be recorded, and you've built tools that improve the modeling lifecycle.\n\nSend me an email to apply: [email protected]\nInclude a resume and tell me about something you've built that illustrates your skills."
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_b4a60422df7d064fd16f",
    "grade": 1,
    "confidence": "high",
    "reason": "The web brand-design opening is adjacent to product design, but product-design duties are not established and compensation is unstated.",
    "evidence": [
      "+Brand Designer - Web:",
      "We're working at the forefront distributed systems engineering, interface design, and agentic computing to bring about the infrastructure platform we've always wanted."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the design role involves product design rather than web brand design.",
      "Annual pay of at least USD 400,000."
    ]
  },
  "posting": {
    "title": "+Senior Product Engineer (full-stack); +Brand Designer - Web; +Senior Growth Marketer; +Senior Product Marketer (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d592542cb93b6e24"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Worldwide)"
      ],
      "evidence_ids": [
        "ev_5cc4038f6e04ab0f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_522bffffe485459a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Railway | Senior Product Eng (full-stack), Brand Designer - Web, Senior Growth Marketer, Senior Product Marketer, Account Executive, Scale| REMOTE (Worldwide) | https://railway.com/careers\n\nDo you feel scared and alone when opening the AWS console? Do you wish you could just tell Claude to manage your infra, and it would just work? Do you dream of a future where software is abundant and developers and normies alike are free to build their wildest dreams?\n\nWe're Railway, and we think infrastructure can be better. We're working at the forefront distributed systems engineering, interface design, and agentic computing to bring about the infrastructure platform we've always wanted. So far we've built out a platform loved by 3M+ users and we're just getting started.\n\nFair warning! The problems are complex: racking and stacking servers, home-rolled hypervisors, cut-above container orchestration, over/under/whateverlay networks, virtio device drivers, edge proxies, IAM that doesn't suck, kitchen sinks - we need to build it and we're looking for likeminded individuals who think this stuff is fun.\n\nFive open roles (apply below!):\n\n+Senior Product Engineer (full-stack):\n-Apply here: (https://railway.com/careers/full-stack)\n\n+Brand Designer - Web:\n-Apply here: (https://railway.com/careers/brand-designer-web)\n\n+Senior Growth Marketer:\n-Apply here: (https://railway.com/careers/growth-marketer)\n\n+Senior Product Marketer:\n-Apply here: (https://railway.com/careers/product-marketer)\n\n+Account Executive, Scale\n-Apply here: (https://railway.com/careers/account-executive-scale)"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_9eea5af36e26c11972f4",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting mentions design roles but does not identify a product designer opening or establish annual pay of at least USD 400,000 for one.",
    "evidence": [
      "More, including product and design roles: duckduckgo.com/careers"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether a product designer position is available",
      "Whether that position pays at least USD 400,000 per year"
    ]
  },
  "posting": {
    "title": "Senior Web Security Engineer, Browser Platform - $178,500 USD + equity; Senior Backend Engineer - $178,500 USD + equity; Staff Data Scientist - $222,033 USD + equity; Director, Data Science - $243,800 USD + equity (+4)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e7fa3f27de7237d5"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_bf6939f587af4a5b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "DuckDuckGo - all roles fully remote, but some US-only as noted.\n\nSenior Web Security Engineer, Browser Platform - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/a447e823-fd8f-438f-909...\n\nSenior Backend Engineer - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/53022b02-da3d-4fda-827...\n\nStaff Data Scientist - $222,033 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/9c381171-f346-4d7a-876...\n\nDirector, Data Science - $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/0269aeaa-8d8f-4c8d-b78...\n\nSenior Privacy Engineer - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/80797cf4-64b2-4e94-9d8...\n\nDirector, Privacy Engineering- $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/494caa52-2916-49f0-9c4...\n\nSenior Business Development Manager (USA) - $200,267 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/dc1027ae-8f6a-44eb-b11...\n\nDirector, Paid Marketing (Subscriptions) - (Remote within USA) - $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/f8570953-8ea3-4955-bfb...\n\nSenior Growth Marketing Manager (Subscriptions) (Remote within USA) - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/ec51a831-c582-425c-a8c...\n\nMore, including product and design roles: duckduckgo.com/careers"
  }
}

{
  "judgment": {
    "query_id": "security_constraints",
    "job_id": "job_95a2ef88910718673724",
    "grade": 0,
    "confidence": "high",
    "reason": "The security-adjacent opening is a senior, governance-first compliance role, not junior security engineering, and the posting restricts remote work to the US rather than Mexico. The degree policy is unstated.",
    "evidence": [
      "Estuary | US-Based / Remote | Full-time – https://estuary.dev/",
      "This is a governance-first role for someone who has run a compliance program end-to-end, not just contributed to one."
    ],
    "unmet_requirements": [
      "Junior security engineer role",
      "Eligibility to work fully remotely from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_bac647873fe938b7"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US-Based / Remote"
      ],
      "evidence_ids": [
        "ev_45d6ce2d0182fc4a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_483ee7378ef17f53"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Estuary | US-Based / Remote | Full-time – https://estuary.dev/\n\nEstuary is a VC-backed, post–Series A startup powering right-time data replication and transform — from sub-second CDC replication to terabyte-scale OLAP data flows. We're open-source, developer-first, and focused on making data movement radically simpler across both our Platform and Applications layers.\n\nWe're hiring for:\n\nHead of Engineering — Own the engineering function end-to-end as a partner to our founder CTO: strategy, people, delivery, and operations across a compact but high-leverage team. You'll grow the leaders already running our teams, set technical strategy jointly with the CTO, and be accountable for what engineering ships and what it costs.\n\nProduct Manager — Own product areas end-to-end, working closely with engineering and design to shape the roadmap and deliver a great developer experience. Engage with users, translate real-world use cases into product decisions, and help define how modern data infrastructure should feel to build with.\n\nCustomer Success Manager — Own the post-sale relationship for our data engineering and platform customers as our first CS hire. You'll build onboarding, account health monitoring, and the expansion playbook from scratch while staying technical enough to resolve most issues yourself.\n\nTechnical Product Marketing Manager — Founding product marketing hire working closely with Estuary's Head of Marketing and Developer Relations team. Help shape how we position and communicate the platform to technical audiences through product launches, messaging, technical content, demos, customer stories, and developer-facing campaigns.\n\nSenior Growth Marketer, Content & Video — Take the technical content our team already produces and multiply its reach: slicing long-form posts into social, video, and email, running our webinar program, and owning our social and lifecycle channels. You're a hands-on writer, designer, and video editor who knows how to turn one strong piece into a dozen that actually get seen.\n\nSenior Compliance Engineer — Own our GDPR and PCI DSS programs while keeping our audited SOC 2 and HIPAA programs running smoothly, alongside hands-on ownership of identity, endpoint, and SaaS estate management. This is a governance-first role for someone who has run a compliance program end-to-end, not just contributed to one.\n\nWhat we're looking for: People who care about building reliable, maintainable systems and processes and enjoy working with complex APIs, data flows, or customer relationships. We value curiosity, clear communication, and a willingness to learn.\n\nBonus points for experience with CDC tools, open source contributions, or fast-paced startups.\n\nTo apply: Email your resume to [email protected]"
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_a8d8395bac03c71859cf",
    "grade": 0,
    "confidence": "high",
    "reason": "The role develops a cloud-based AI application, not embedded software running on tiny chips or communicating with sensors.",
    "evidence": [
      "Stack: TypeScript throughout. A NestJS API plus a separate NestJS worker on Railway, Next.js 16 / React 19 on Vercel, Postgres with Prisma, Redis and BullMQ, Pinecone, S3-compatible storage."
    ],
    "unmet_requirements": [
      "Embedded software development for tiny chips with sensor communication."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "CTO Partner",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a4d4fcce4e414e85"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (worldwide)"
      ],
      "evidence_ids": [
        "ev_04ab556c00fae734"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_305b5d06af480fec"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "single_role",
    "description": "BOSS-IQ | CTO Partner | REMOTE (worldwide) | Full-time | Istanbul-based company | https://boss-iq.com\n\nBOSS-IQ is an AI strategic-planning product for owner-operators of small and medium businesses. The boss describes an idea that has been stuck for years; a research-and-question session returns an implementation-ready plan. In production since June, hand-onboarding our first paying customers since August, invitation-only.\n\nI am looking for a partner rather than a first hire, and I need two things in one person. An experienced developer who has genuinely run software in production — deployments, incidents, on-call. And a black-belt prompter. I mean that as a level, not a flourish. The tell: if you watch other developers work in AI environments and feel real frustration — everyone prompts, most prompt badly — and you have quietly built your own standing rule files, your own context discipline, your own reusable prompt library, then you already know what I am describing. That is the rarer of the two skills, and the one I weight hardest.\n\nUnder the product, 60+ specialist agents run continuous extraction over each customer's documents and sessions into a persistent, per-company memory: every fact dated and traced to its source sentence, contradictions kept rather than overwritten — a discipline we call Total Capture. Patent-pending since July, in context engineering.\n\nStack: TypeScript throughout. A NestJS API plus a separate NestJS worker on Railway, Next.js 16 / React 19 on Vercel, Postgres with Prisma, Redis and BullMQ, Pinecone, S3-compatible storage. Agents are LangChain.js / LangGraph ReAct agents on Anthropic Claude across three model tiers, with OpenAI embeddings. Every prompt body and model config lives in one versioned master file synced to LangSmith, never hardcoded in TypeScript.\n\nI am the founder, and not an engineer — thirty years a strategy consultant, first terminal at the end of 2022. A contract developer built the first ~20,000 lines between December and February. Since February I have been the only developer, and it is now about 264,000 lines of TypeScript. I wrote the prompts first, 18,500 lines across 79 agent files, and the code came after to serve them.\n\nThat was the environment, not me: 45 interconnected instruction files deploying sub-agents, around 300,000 words of standing rules, orchestrated by one always-on kernel that classifies each session, auto-attaches the rules matching the files being touched, and generates sub-agentic plans for the work.\n\nCompensation is the honest startup shape: generous equity, austerity salary. No number here — it is set against what you currently earn, and that is a conversation rather than a billboard.\n\nFull posting: https://boss-iq.com/cto-partner.html\n\nApply: https://boss-iq.com/apply-cto.html — one question at a time, ending by asking you to write the prompts you would use on day one, not code. I read every one myself.\n\nOr write to me directly: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_b91dbe15612018a279b7",
    "grade": 0,
    "confidence": "high",
    "reason": "Backend engineering work matches, but the advertised annual total compensation tops out at $264,000, below the required USD 400,000 minimum.",
    "evidence": [
      "Back-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4",
      "Tier 3 roles are typically 5-10 years experience with $140-$180K total comp. Tier 4 roles are 11-20 years experience, $210-$264K total comp."
    ],
    "unmet_requirements": [
      "Pay of at least USD 400,000 per year."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Back-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_feb5f0be82a34610",
        "ev_b778c37d031fc41e",
        "ev_28a216b5ceb39dcf"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US – Remote and Hybrid"
      ],
      "evidence_ids": [
        "ev_d8f2d3f855f4a312"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_5a059bfa2d8b5394"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 264000.0,
        "min": 140000.0,
        "period": "year",
        "currency": "USD",
        "original": "$140K-$264K annual",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2eff3b284d40dddd"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Prophet Town LLC | Various Software Engineering Roles | US – Remote and Hybrid | English fluency required | Full-time | $140K-$264K annual total comp (multiple)\n\nWe are a people-first, boutique tech agency creating on-demand teams and software solutions for long-standing clients. These clients trust us to practice engineering excellence as though we were members of their own staff. Our leadership team is ex-Fortune 100 with software engineering backgrounds: we’re still coding. Notable recent projects include a gigantic ERP migration for Anduril, and working with Surge Labs to help develop some of the frontier LLM models from the big guys themselves (yes, seriously). This is a remote-first agency, but some projects involve onsite work.\n\nI’m the founder and CEO, and I’m trying to do what I call “enlightened business”. I take responsibility for both staff and clients, and I look for people who approach their work with a similar sense of ownership.\n\nFor September 2026: our current work would especially benefit from from ai-forward senior engineering expertise that can design RL benchmarks, red-team model outputs, and create rubrics to evaluate and enhance the agentic coding capabilities of various frontier models. We received 216 applications in our August posting, and issued offers to approximately 10 (still following up with a few).\n\nApplicants must meet a high bar - I intend to have a personal relationship with every hire. In return you’ll get:\n\n* Flexibility and a low-bureaucracy environment\n\n* Clients that won’t treat the vendor like “the B Team”\n\n* The chance to act as a code architect, not just implement tickets\n\n* Exposure to a wide variety of industries and modern challenges\n\n* Me as your personal champion and advocate\n\nFeel free to submit, even if you already did in the past.\n\nCurrent roles available:\n\nBack-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4\n(Typescript/Javascript, React, NextJS; Ruby on Rails; Python; DevOps, and third-party API integrations)\n\nTier 3 roles are typically 5-10 years experience with $140-$180K total comp. Tier 4 roles are 11-20 years experience, $210-$264K total comp. Higher tiers exist, and we always welcome exceptional applications.\n\nPlease apply using this Google Form: https://forms.gle/tZwq7j2Ldwcas1wb7."
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_b1c34142321b3f750090",
    "grade": 1,
    "confidence": "high",
    "reason": "The role matches machine learning engineering, but compensation is unstated, so the required minimum annual salary cannot be verified.",
    "evidence": [
      "ML/AI Engineer",
      "You’ve fine-tuned LLMs, even just for fun"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000"
    ]
  },
  "posting": {
    "title": "ML/AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_e0ede6f91b0af44b",
        "ev_1fe9207f210f1e30"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hybrid (Leuven, Belgium; remote 3 days/week)"
      ],
      "evidence_ids": [
        "ev_823c94d501f01aec"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "BE"
      ],
      "evidence_ids": [
        "ev_2099abcc84a42192"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Klassif.ai | ML/AI Engineer | Hybrid (Leuven, Belgium; remote 3 days/week)\n\nWe started off naively as just another intelligent document processing SaaS. Years of experience have shown us where the real pain points and value lies. Join my AI team and be horrified by how many critical business processes rely on email. Then help me execute on our ambitious roadmap!\n\nIf you find yourself nodding along with the following statements, you may be a good fit:\n\n- You enjoy getting your work into the hands of users\n\n- You’re okay debugging a stray tensor in the morning and designing services in the afternoon\n\n- You care about the field of AI and interact with its community\n\n- You can ‘sense’ when a loss curve is doomed\n\n- You’ve fine-tuned LLMs, even just for fun\n\n- You’ve been thinking a lot about agents lately, for some reason\n\n- You don’t mind the odd bit of customer support (it’s where we get our best insights!)\n\nAll credentials welcome, including recent graduates. We’ll shape the role around you. What matters is creativity and visible engagement with the field.\n\nWho may apply: EU citizens or holders of a Belgian work permit. (Everything else is more admin than we have time for.)\n\nhttps://klassif.ai/careers/ai-ml-engineer"
  }
}

{
  "judgment": {
    "query_id": "tools_constraints",
    "job_id": "job_b84888f956ba712d623c",
    "grade": 0,
    "confidence": "high",
    "reason": "The platform-development work is related to developer tools, but the role explicitly offers onsite or partially remote work, not fully remote, and lists Germany rather than Mexico as eligible. Junior suitability and a no-degree policy are not established.",
    "evidence": [
      "ONSITE or PARTIALLY REMOTE",
      "(Senior) Software Engineer – Platform Development",
      "DE"
    ],
    "unmet_requirements": [
      "Fully remote work",
      "Eligibility to work remotely from Mexico"
    ],
    "unknown_requirements": [
      "Junior-level suitability",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "(Senior) Software Engineer – Platform Development",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_9ade1a796baa8906",
        "ev_7bc899035b81e438"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Bergisch Gladbach, Germany",
        "ONSITE or PARTIALLY REMOTE"
      ],
      "evidence_ids": [
        "ev_f660b5835474b6cc",
        "ev_f6edeb30a9a60ad7"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_399869f2e36e9b75"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Miltenyi Biotec | (Senior) Software Engineer – Platform Development | Bergisch Gladbach, Germany | ONSITE or PARTIALLY REMOTE | Full-time\n\nFor 35 years, Miltenyi Biotec has been developing innovative medical devices to empower biomedical research and advance medical treatments. This is how we are pushing the boundaries of cell and gene therapy and personalized medicine. To realize our vision, we combine sophisticated research with advanced engineering solutions in agile software development, data science, internet of things, artificial intelligence and connectivity. Today, more than 4,800 experts from over 50 countries contribute to breakthrough innovations and sustainable success.\n\nWe are looking for a (Senior) Software Engineer in Platform Development. You will contribute to the development and enhancement of our company-wide software platform, playing a key role in implementing a state-of-the-art technology platform for software development in our medical GMP (Good Manufacturing Practice) and RUO (Research Use Only) instruments. In this role, you will take on significant technical responsibilities and act as a key point of contact for collaboration with various teams and stakeholders.\n\n- You will contribute to the platform roadmap and its implementation, collaborating with project and program managers, software architects, feature owners, requirements engineers, UX/UI designers, developers, and testers. You will drive the platform’s technical advancement and ensure high-quality, on-time delivery.\n\n- You will continuously advance the software platform by developing innovative solutions used across software and instrument products while driving our transition to an AI-first engineering and development approach.\n\n-You will write clean, maintainable, and scalable code in C++ and share your knowledge with the team.\n\n- You will collaborate closely with other departments in our interdisciplinary and international environment, including other software development teams, biologists, IT, Quality, Regulatory Affairs, Service, and Marketing.\n\n- You will support communication with external stakeholders, contribute to critical business decisions, and provide input and ideas to shape the future of our global software development organization.\n\nIf this interests you, apply here: https://www.miltenyibiotec.com/DE-en/about-us/careers/open-p..."
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_b7baad2d2c906cb3c04d",
    "grade": 0,
    "confidence": "high",
    "reason": "The openings involve full-stack web platform engineering, not C++ microcontroller firmware development.",
    "evidence": [
      "Both openings are full stack on the core platform: Go backend, React/TypeScript frontend, PostgreSQL and Redis."
    ],
    "unmet_requirements": [
      "Microcontroller firmware engineering work"
    ],
    "unknown_requirements": [
      "Use of C++"
    ]
  },
  "posting": {
    "title": "Senior Full Stack Engineer* $142,723 - $172,723 USD; Staff Full Stack Engineer* $172,724 - $227,135 USD",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_829125c7c5d99085"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US and Canada)"
      ],
      "evidence_ids": [
        "ev_9a61ea521ce5251c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_076a18eab30d03ed",
        "ev_decd3c4d27ad8f75"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Mattermost | Remote (US and Canada) | FT | Multiple roles\n\nMattermost (https://mattermost.com) is an open-core collaboration and workflow automation platform for air-gapped, on-prem and private clouds. Our customers are in defense, intelligence, security and critical infrastructure, including the USAF and NASA. Y Combinator led our Series B, their largest open source investment at the time.\n\nBoth openings are full stack on the core platform: Go backend, React/TypeScript frontend, PostgreSQL and Redis. The codebase is public (https://github.com/mattermost/mattermost), so most of what you build is too. We would rather hire people who ship and own complex software end to end than chase an exact stack match, so any systems or backend language and any frontend stack counts. What we look for in both roles: REST and WebSocket APIs with real networking fundamentals (HTTP, connection lifecycle), and relational databases including schema design and query optimization.\n\nWe use coding agents daily (Claude Code, Cursor, and others) for scaffolding, refactors, code review and test generation, and we treat that as core craft rather than a shortcut around the fundamentals. If you have a track record of shipping and owning complex software end-to-end, we want to hear from you.\n\n*Senior Full Stack Engineer* $142,723 - $172,723 USD\nArchitect and ship full stack features end to end, own the testing strategy for what you ship, and build internal tooling and testing infrastructure that makes the rest of the team faster. You will work without close supervision and hold the security and compliance bar our customers require. Nice to have: distributed systems and high availability architecture, regulated-environment security, open-source contributions, experience on remote-first teams.\n\nJoin our team: https://job-boards.greenhouse.io/mattermost/jobs/5379251008\n\n*Staff Full Stack Engineer* $172,724 - $227,135 USD\nSet technical direction for the platform rather than for a feature area: architecture and roadmap across the stack, the standards for how the org uses coding agents, and the strategy for internal tooling and testing. You will influence direction across teams, partner with security and compliance on it, and mentor senior engineers. Nice to have: staff, principal or tech lead experience elsewhere, open-source maintainership, FedRAMP or ITAR familiarity, defense or critical infrastructure background.\n\nJoin our team: https://job-boards.greenhouse.io/mattermost/jobs/5405811008\n\nBoth roles have Canadian postings: https://job-boards.greenhouse.io/mattermost"
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_aecad691ebca8d52968c",
    "grade": 1,
    "confidence": "high",
    "reason": "The backend work matches, but the posting does not establish the requested minimum annual pay. Its stated $165k–$190k range has no specified pay period.",
    "evidence": [
      "Backend Engineer",
      "Full-time | $165k–$190k + equity"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the stated range does not specify a pay period."
    ]
  },
  "posting": {
    "title": "Backend Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_8437234021c995c8"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_6a0db8a60927feaf"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_40ead314a0a6dd8b"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 190000.0,
        "min": 165000.0,
        "period": null,
        "currency": "USD",
        "original": "$165k–$190k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_ebc434e4a7e43808"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "single_role",
    "description": "Product Genius | Backend Engineer | REMOTE (US) | Full-time | $165k–$190k + equity\n\nWe build real-time learning AI: the APIs and data pipelines connecting live user and merchant behavior to systems that learn from it. Patented tech, backed by $35M in DARPA-funded R&D. AI-native team, you'll use agentic coding tools daily, including running multiple parallel sessions, on a fast-moving codebase. We share context, not tickets.\n\nLooking for 5+ years building production backend systems, hands-on agentic AI coding experience, and experience with APIs/data pipelines feeding analytics or ML systems. Python, SQL, TypeScript, React.\n\nApply: https://jobs.ashbyhq.com/productgenius/b9f0cb32-612d-45ff-bc..."
  }
}

{
  "judgment": {
    "query_id": "tools_intent",
    "job_id": "job_ca49fa5ec990dbb2e89d",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds and maintains a consumer marketplace, not compilers or command-line developer tools.",
    "evidence": [
      "We're are looking for full-stack software engineers to build and maintain our peer-to-peer marketplace."
    ],
    "unmet_requirements": [
      "Work improving compilers and command-line tools used by programmers to build software."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_438f45c69d069818"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Boulder, CO or remote"
      ],
      "evidence_ids": [
        "ev_f25034319b211093"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Jawa.gg | Software Engineer | Boulder, CO or remote | Contract or Full Time\n\nJawa is the marketplace for gamers - think gaming PCs, GPUs, consoles, and the like. We're a small, VC-funded team with a big business, and have been operating since 2021.\n\nWe're are looking for full-stack software engineers to build and maintain our peer-to-peer marketplace. The tech stack is mostly Typescript, with Next.js, Node.js, Postgres, and other fairly standard web-tools / infra.\n\nLearn more at https://jawagg.notion.site/Full-Stack-Software-Engineer-412c..."
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_88a57f47783c8139c44a",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting describes cloud, network, and platform engineering rather than microcontroller firmware development. C/C++ in the stack does not establish the requested embedded work.",
    "evidence": [
      "We're hiring across compute, security, platform engineering, network and edge protocols, release engineering, network architecture, client services engineering, and more."
    ],
    "unmet_requirements": [
      "Microcontroller firmware engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineers (Senior, Staff, Principal)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_1ac185252edabcff",
        "ev_40f47d486b0556d2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US, UK, EU, APAC ONSITE PREFERRED"
      ],
      "evidence_ids": [
        "ev_c8e56b5aa93afc4a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "GB"
      ],
      "evidence_ids": [
        "ev_15b689d108c623f6",
        "ev_e6c389d22ff8dc8b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "webassembly",
        "label": "WebAssembly"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "*Fastly | Software Engineers (Senior, Staff, Principal) | US, UK, EU, APAC ONSITE PREFERRED | Full-time*\n\nWhen you look at the headers of major websites, you’ll see us. If it has to be performant, secure, scaled worldwide, and always-on, it uses Fastly.\n\nWe're a global edge cloud platform for performance and security, emphasizing open standards, sustainable engineering, and resilience-by-design.\n\nWe're hiring across compute, security, platform engineering, network and edge protocols, release engineering, network architecture, client services engineering, and more.\n\nOnsite preferred, but remote candidates with a strong fit are welcome!\n\nRather than building walled gardens, we co-founded the Bytecode Alliance, heavily upstream our work to open standards, actively author IETF drafts, and power the global infrastructure for open-source Python, Rust, Ruby, OpenStreetMap, and much more.\n\n* The Stack: Rust, C/C++, Go, Javascript, Typescript, WebAssembly (Wasm/WASI), Wasmtime, Cranelift, eBPF/XDP, QUIC, HTTP, TLS, TCP, Varnish/VCL, Linux kernel internals, distributed systems, professional services.\n* Apply: https://www.fastly.com/about/careers"
  }
}

{
  "judgment": {
    "query_id": "mobile_no_match",
    "job_id": "job_be6bb3e7e8e0fcfea9e9",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised roles do not match iOS engineering, and no salary is stated to support the requested USD 400,000 annual minimum.",
    "evidence": [
      "* we're hiring: ai research engineer, technical customer success managers (americas & emea), technical account executives, technical content writers, bdr team lead, SREs (americas), clickhouse engineer, and more."
    ],
    "unmet_requirements": [
      "iOS engineering work"
    ],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000"
    ]
  },
  "posting": {
    "title": "Technical CSMs, Technical Content Writers, AI Research Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_889a2b8127627419"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (all remote)",
        "Hiring GMT-8 to GMT+2"
      ],
      "evidence_ids": [
        "ev_d71c12d1b7cbd0a2",
        "ev_4bfde2799d8b7586"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "clickhouse",
        "label": "ClickHouse"
      }
    ],
    "role_kind": "single_role",
    "description": "PostHog | Full-Time | Technical CSMs, Technical Content Writers, AI Research Engineer | REMOTE (all remote) | Hiring GMT-8 to GMT+2 | PostHog makes your product self-driving.\n* we have a public handbook (posthog.com/handbook) if you want to learn how we work, pay and more in complete detail.\n\n* we are growing through more autonomy and transparency not through process.\n\n* we have a ton of scale and a bunch of super interesting technical problems to solve\n\n* we're building 20 more products over the next couple of years, so you could end up building one of those\n\n* public compensation calculator! see immediately what you'd get paid\n\n* we're hiring: ai research engineer, technical customer success managers (americas & emea), technical account executives, technical content writers, bdr team lead, SREs (americas), clickhouse engineer, and more.\n\nhttps://posthog.com/careers"
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_c7b4232f788535630316",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting includes relevant machine learning engineering work, but does not state that PyTorch is used.",
    "evidence": [
      "- Research Engineer, Foundation Model: same agenda from the engineering side. You design experiments, write the training and eval infra, and co-author the papers.",
      "- ML Engineer, Cloud Platform: design and scale the backend that serves and finetunes the models. Python/FastAPI, Terraform, K8s."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Use of PyTorch"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_cdee451417e8d580"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Freiburg, NYC"
      ],
      "evidence_ids": [
        "ev_e42cb9f544c1490b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Prior Labs | Berlin, Freiburg, NYC | ONSITE | Full-time | ML Infra, Research Scientist/Engineer, Backend, Full Stack\n\nWe build foundation models for tabular data. Deep learning transformed text and images but mostly skipped tables, which are still the data behind most clinical trials, financial models and scientific experiments. The reason is structural: no natural sequence, no spatial structure, no shared vocabulary across datasets, so the architectures and scaling laws behind LLMs don't transfer.\n\nOur approach: pre-train a transformer on millions of synthetic datasets sampled from causal-structure priors. The whole dataset goes in as context, predictions come out in one forward pass. No per-dataset training, no hyperparameter tuning, seconds instead of hours. TabPFN v2 was published in Nature and set a new state of the art; TabPFN-3 scales to 10M rows. 4M+ downloads, 8k+ GitHub stars, in production from liquid biopsy to rail maintenance. Code: https://github.com/PriorLabs/TabPFN\n\nSince July we're an independent lab inside SAP, with more than EUR 1B committed over four years. Models stay open, research stays public, same team and offices.\n\nRoles (most can sit in any of the three offices):\n\n- Senior ML Infrastructure Engineer: own multi-cluster GPU infra (Slurm on GCP today, multi-provider next), training performance and the tooling layer. We spend tens of millions per year on compute; you own that budget.\n\n- Research Scientist, Foundation Model: drive the model agenda - novel architectures, scaling from 10K to 1M+ samples, multimodal and causal directions. PhD plus top-venue publications, or equivalent.\n\n- Research Engineer, Foundation Model: same agenda from the engineering side. You design experiments, write the training and eval infra, and co-author the papers.\n\n- ML Engineer, Cloud Platform: design and scale the backend that serves and finetunes the models. Python/FastAPI, Terraform, K8s.\n\n- Full Stack Engineer, ML Platform: build the product end to end. TypeScript + Python, React/FastAPI/Postgres.\n\nAlso hiring: Applied Scientist, Forward Deployed ML Engineer, Research Scientist (Foundational Data Science), PhD research interns, plus GTM and ops roles.\n\n~40 people with backgrounds from Google, DeepMind, Jane Street, Goldman, G-Research, CERN. Led by Frank Hutter, advised by Bernhard Schölkopf and Yann LeCun. Comp competitive with top AI labs.\n\nAll roles and applications: https://jobs.ashbyhq.com/prior-labs\n\nQuestions welcome in the replies here."
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_ccf5f10bd64ef794db00",
    "grade": 1,
    "confidence": "high",
    "reason": "The role matches machine learning engineering, but compensation is unstated, so the requested minimum annual pay cannot be confirmed.",
    "evidence": [
      "We're hiring a Machine Learning Engineer to help push the frontier of AI for watermarking, steganography, and media provenance."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000."
    ]
  },
  "posting": {
    "title": "Machine Learning Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_13f65a8467668b04"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Irvine, CA (Onsite)"
      ],
      "evidence_ids": [
        "ev_00d2dfd275c1afe9"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "computer-vision",
        "label": "Computer vision"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Steg.AI | Machine Learning Engineer | Irvine, CA (Onsite) | Full Time\n\nSteg.AI develops AI-powered watermarking technology to protect and authenticate digital media. Our invisible watermarks are imperceptible to humans but robustly detectable by our proprietary models. Founded in 2019, we're an NSF- and investor-backed startup in Orange County, CA, with a team of 6 PhDs in computer vision.\n\nWe're hiring a Machine Learning Engineer to help push the frontier of AI for watermarking, steganography, and media provenance. You'll take state-of-the-art steganography models and own their journey to production — optimizing and deploying them on desktop and cloud platforms, serving as the link between research and customer-facing products.\n\nResponsibilities: productionize novel steganography models, build inference pipelines, integrate models into cloud platforms, benchmark performance, and turn research into maintainable production code.\n\nRequired: PyTorch, ONNX export, experience deploying deep learning models to the cloud, Python and C/C++, strong cross-team communication.\n\nBonus: background in steganography/watermarking/media provenance, video/image codecs, MLOps tooling, CV/ML publications or open-source contributions.\n\nTo apply, send your resume to [email protected]"
  }
}

{
  "judgment": {
    "query_id": "frontend_constraints",
    "job_id": "job_d7f42ed1bfa5e5509a6a",
    "grade": 0,
    "confidence": "high",
    "reason": "The role matches junior frontend work, but explicitly requires applicants to be based in the US, conflicting with working remotely from Mexico. The degree policy is unstated.",
    "evidence": [
      "FitMate | Frontend Engineer (Junior) | REMOTE (US) | $80-120k + bonus",
      "* Applicants must be based in the US, we are unable to sponsor visas."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Frontend Engineer (Junior)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_63e8c93b5fc1d2e9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_b01814e30633a776"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7eb7c64a1786540a"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 120000.0,
        "min": 80000.0,
        "period": null,
        "currency": "USD",
        "original": "$80-120k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_1db5946b7d2f0c08"
      ]
    },
    "skills": [
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "svelte",
        "label": "Svelte"
      }
    ],
    "role_kind": "single_role",
    "description": "FitMate | Frontend Engineer (Junior) | REMOTE (US) | $80-120k + bonus\n\nWe are building a scalable 1-1 coaching platform to help people achieve their fitness goals. We already have a working nutrition product with a rapidly growing user base and are hoping to branch out into other areas of fitness this quarter.\n\nOur product aims to hook people up with a qualified human coach at an affordable price. We have a client facing mobile app and web app that allows our users to track their nutrition and training, and a coach facing app that allows our coaches to get insights into their clients and communicate with them over SMS or video call.\n\nWe're a small, lean, mission-driven team and the role is a great opportunity for someone starting out in their career who wants to learn quickly in a fast paced environment.\n\nWe use React Native and Expo for our mobile app and Astro and Svelte for our web apps.\n\n* Applicants must be based in the US, we are unable to sponsor visas.\n\nApply here: https://careers.fitmatecoach.com/roles/junior-frontend-devel..."
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_bc07fd76c9565fc34724",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting includes Python full-stack engineering, but its explicitly backend-focused opening uses JVM and Postgres. Python backend duties are not established.",
    "evidence": [
      "Staff Full-Stack (React, Python, AI Technologies)",
      "Staff/Principal Backend Software Engineer (JVM, Postgres)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the Python full-stack opening includes Python backend engineering duties."
    ]
  },
  "posting": {
    "title": "Staff/Principal Software Engineer (Full-Stack, AI, Backend, Platform)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c9488237c7723821"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Some crossover w/ PST required)"
      ],
      "evidence_ids": [
        "ev_75aa90d0c9330adf"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9245b00038b8466f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 205000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170k-$205k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_41ee19461d4a6f55"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Seeq | https://seeq.com | Staff/Principal Software Engineer (Full-Stack, AI, Backend, Platform) | REMOTE (Some crossover w/ PST required) | Full-time | $170k-$205k + annual cash bonus + equity. Salary range for US-based; local adjustments for other countries. Seeq creates cutting-edge data analytics software for industrial process data, serving sectors like pharmaceuticals, energy, and manufacturing. Our core product is a robust calculation engine capable of executing advanced math and machine learning algorithms on streaming time-series data. By leveraging generative AI, we enhance usability and accelerate outcomes for our users.\nWe've built up a great remote culture (e.g. annual meetups, home office allowance, generous PTO, a remote office app we created to collaborate) and a dev team that enjoys tackling hard problems that make a difference for our customers (dev blog for more: https://geeq.seeq.com/).\n\nBe sure to mention that you came from Hacker News in your application!\n\nStaff/Principal Backend Software Engineer (JVM, Postgres): https://apply.workable.com/seeq/j/CDBF1AE73C\n\nStaff Full-Stack (React, Python, AI Technologies): https://apply.workable.com/seeq/j/1378093793\n\nStaff/Principal Full-Stack (React, JVM, Postgres): https://apply.workable.com/seeq/j/610FB07CEB"
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_c65371c891e8a7c45474",
    "grade": 0,
    "confidence": "high",
    "reason": "The role includes machine-learning engineering duties, but it is equity-only initially and its advertised post-seed salary range is below the requested USD 400,000 minimum. The salary period is unstated.",
    "evidence": [
      "lightweight ML for classification/ranking/entity matching",
      "Equity-only pre-seed, $190k-$280k + equity post-seed"
    ],
    "unmet_requirements": [
      "Pay of at least USD 400,000 per year: initially equity-only, with advertised post-seed cash compensation capped at $280k."
    ],
    "unknown_requirements": [
      "The advertised salary range's pay period is not stated."
    ]
  },
  "posting": {
    "title": "Founding AI Engineer — Agentic Systems",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_10174623d1082ae7"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (async)"
      ],
      "evidence_ids": [
        "ev_96a89fcac3115b5b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 280000.0,
        "min": 190000.0,
        "period": null,
        "currency": "USD",
        "original": "$190k-$280k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_68856e5aaf88eff2"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      }
    ],
    "role_kind": "single_role",
    "description": "Astoria AI | Founding AI Engineer — Agentic Systems | Remote (async) | Full-time | Equity-only pre-seed, $190k-$280k + equity post-seed\n\nAstoria AI is building an agentic runtime for human potential — a suite of specialized AI agents serving candidates and companies across the entire hiring and talent lifecycle: career strategy, networking intelligence, verified matching, compliance-native hiring, onboarding, and retention.\n\nThe hiring market is structurally broken: 44% of resumes contain fabrications, ATS filters reject 88% of qualified candidates, and 27% of posted jobs are ghost jobs — while regulation (EU AI Act, Mobley v. Workday, FCRA suits) is forcing enterprises to rethink hiring AI. We're building the fix.\n\nYou'll own the intelligence layer: LLM-powered agentic workflows (tool use, structured outputs, multi-step orchestration), RAG/retrieval pipelines, lightweight ML for classification/ranking/entity matching, and evaluation loops for hallucination risk and output quality.\n\nLooking for: 6+ years professional SW engineering (Python/TypeScript/APIs/DBs), hands-on experience with LLM APIs and agentic workflows, and ideally RAG/embeddings/vector DB experience beyond basic chatbots.\n\nStage: pre-launch, pre-seed, founding team, equity-only until seed round closes (~4-6 months), then competitive salary + refresh grants.\n\nApply: [email protected] with „HN“ in subject, plus resume or GitHub"
  }
}

{
  "judgment": {
    "query_id": "tools_constraints",
    "job_id": "job_bee8e084ff439dcad167",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires onsite work in New York, conflicting with fully remote work from Mexico. It lists staff, fullstack, and senior frontend roles, without establishing junior developer-tools duties or a no-degree policy.",
    "evidence": [
      "NYC Onsite Roles | apply at: https://jobs.ashbyhq.com/permitflow?departmentId=d33195eb-89...",
      "3. Senior Frontend Engineer - $125K-245K + equity"
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Junior-level availability for the fullstack role",
      "Developer tools engineering duties",
      "Mexico residence eligibility",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Staff Software Engineer - $200K-275K + equity; Fullstack Software Engineer - $125-245K + equity; Senior Frontend Engineer - $125K-245K + equity; 1. Staff Software Engineer - $200K-275K + equity (+2)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_600c68ba4d17ff08"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY"
      ],
      "evidence_ids": [
        "ev_d2310f449f525545"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "PermitFlow (YC W22) | Staff, Fullstack & Frontend Software Engineers | New York, NY | ONSITE | Full-time | https://permitflow.com\nPermitFlow’s mission is to streamline and simplify construction permitting in the $1.6 trillion United States construction market. Our software reduces time to permit, supporting permitting end-to-end including permit research, application preparation, submission, and monitoring.\n\nWe recently raised a $54M Series B led by Accel with participation from Kleiner Perkins, Felicis, Altos Ventures, and YC.\n\nPermitting is a challenging yet interesting problem; thousands of municipalities across the United States have their own processes and requirements - many which are continually updating. Software, AI, and LLMs provide an exciting opportunity for us to reason at scale and distill a nuanced and localized permitting process into a standard and streamlined experience for our customers.\n\nWe're looking for customer-obsessed, ambitious, and hard-working teammates who are excited about solving a real-world problem with technology at its helm.\n\nNYC Onsite Roles | apply at: https://jobs.ashbyhq.com/permitflow?departmentId=d33195eb-89...\n\n1. Staff Software Engineer - $200K-275K + equity\n\n2. Fullstack Software Engineer - $125-245K + equity\n\n3. Senior Frontend Engineer - $125K-245K + equity\n\nhttps://permitflow.com/hiring"
  }
}

{
  "judgment": {
    "query_id": "infra_constraints",
    "job_id": "job_c5e9533f75cd34cb0e93",
    "grade": 0,
    "confidence": "high",
    "reason": "The platform opening is explicitly senior, not junior, and the stated remote region excludes Mexico. The posting does not establish a no-degree policy.",
    "evidence": [
      "Senior Platform Security Engineer",
      "ONSITE NYC or REMOTE (US/Can)"
    ],
    "unmet_requirements": [
      "Junior platform engineer seniority",
      "Fully remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Platform Security Engineer; Backend Engineer (Mid Level); Data Scientist - AI/ML (Mid & Sr Levels); Product Performance Analyst (+2)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_c1d2d35b01551e2c",
        "ev_d80e602a35e9908b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE NYC or REMOTE (US/Can)"
      ],
      "evidence_ids": [
        "ev_bb31b4e1d1d76240"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f3038a45fbdf7190"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170-240K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_1c3913c7d14a38ea"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Spade | Multiple Engineering, AI/ML Data Science, and Revenue Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity\n\nSpade is the data and AI platform for modern finance. We take messy transaction data and turn it into structured, verified records — with a platform, models, and tooling that help our customers use it everywhere it matters.\n\nWe're looking for extraordinary builders to play a foundational role in a company designed for scale:\n\n- Senior Platform Security Engineer\n\n- Backend Engineer (Mid Level)\n\n- Data Scientist - AI/ML (Mid & Sr Levels)\n\n- Product Performance Analyst\n\n- Account Executive - Enterprise\n\n- Account Manager - Enterprise\n\nWe're well-funded by top investors (YC/a16z/OAK), and known for building intentional, inclusive culture. We offer competitive compensation (salary + equity) and comprehensive benefits.\n\nIf interested, please apply here (https://spade.com/careers/) and mention this post."
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_c497c8053e6c457fe6b4",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks AI and product software engineers, not a UX product designer or user researcher. Collaborating with design and implementing frontends does not establish design or research duties.",
    "evidence": [
      "Product Engineer: (React/Typescript) who would work closely with product and design to build user-facing parts of the platform.",
      "You will craft performant, stable frontends that explain technical concepts to non-technical users and help us iterate fast based on customer feedback."
    ],
    "unmet_requirements": [
      "UX/product design and user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior AI Engineer and Senior Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_0be59f96bba82bbe",
        "ev_479ec603b8207ef6"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC or Remote"
      ],
      "evidence_ids": [
        "ev_b8efa3c84746ca78"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      }
    ],
    "role_kind": "single_role",
    "description": "Starbridge | Senior AI Engineer and Senior Product Engineer | NYC or Remote | Full-time |\n\nhttps://starbridge.ai/\nStarbridge is building an AI platform that turns large-scale public and enterprise data into reliable sales insights. We are early, moving fast, and building from zero to one, so this role will have huge ownership and product impact.\n\nAI Engineer: Applied AI plus strong software engineering. You will build, evaluate, and deploy LLM-driven features like deep document analysis and interactive chat, working with models from OpenAI, Anthropic, and Gemini. Expect hands-on Python, ML system design, experimentation, and production reliability. Bonus for RAG depth and frameworks like LangChain, LlamaIndex, or Hugging Face.\n\nProduct Engineer: (React/Typescript) who would work closely with product and design to build user-facing parts of the platform. You will craft performant, stable frontends that explain technical concepts to non-technical users and help us iterate fast based on customer feedback.\n\nWe're looking to build our in-person team in NYC but also open to remote!\n\nApply: https://starbridge.ai/careers and mention HackerNews or email [email protected] with your resume."
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_c61ece4e6b30f60a90ed",
    "grade": 1,
    "confidence": "high",
    "reason": "The platform engineering duties match, but the posting lists GBP compensation with no stated pay period, so it does not establish pay of at least USD 400,000 per year.",
    "evidence": [
      "- *Platform Engineer:* Build our algorithms, infrastructure, shared components, agents and internal tooling.",
      "100k-160k GBP"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the stated range is in GBP and its pay period is unspecified."
    ]
  },
  "posting": {
    "title": "Product Engineer (Design) & Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_155fffaf42fe082c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE in London, UK"
      ],
      "evidence_ids": [
        "ev_9bcd03c7604b0d07"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_ae619e94aa647954"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 100000.0,
        "period": null,
        "currency": "GBP",
        "original": "100k-160k GBP",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_848df0a211c658f7"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Planlab.ai | | Product Engineer (Design) & Platform Engineer | ONSITE in London, UK | 100k-160k GBP + 0.25-0.75% Equity | Visa sponsorship\n\nWe’re building AI coworkers for project scheduling, helping teams deliver complex construction and infrastructure projects.\n\nWe’re hiring:\n\n- *Product Engineer (Design):* Design and build intuitive software for complex projects.\n- *Platform Engineer:* Build our algorithms, infrastructure, shared components, agents and internal tooling.\n\nEarlier-career through senior applicants welcome, with ownership and support matched to your experience. Both roles offer the compensation above. Company rapidly growing, with 9 team members today. We value initiative, creativity, and ownership.\n\nFor more information, including how to apply, see https://planlab.ai/jobs"
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_bd1de4e71a71e0bbfaa6",
    "grade": 1,
    "confidence": "medium",
    "reason": "The role includes production-platform ownership and cloud/container work, but primarily focuses on agentic AI engineering. Container-cluster reliability and outage response are not stated responsibilities.",
    "evidence": [
      "You will own that platform end to end, not manage the people.",
      "- Cloud experience (we're primarily AWS / Bedrock); comfortable with both containers and serverless"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Responsibility for keeping container clusters and cloud deployments reliable",
      "Outage response duties"
    ]
  },
  "posting": {
    "title": "Staff Engineer – Agentic AI",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f56b05bae58fb0cc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_3dcd6571a51b6a8e"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f7f8cc6ac4042583"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 175000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2444dbe21e7e48c1"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "Republic Services | Staff Engineer – Agentic AI | REMOTE (US) | Full-time | $175k is our salary midpoint + 20% target bonus\n\nRepublic Services is the second largest environmental services companies in North America — ~40K employees, thousands of trucks, hundreds of facilities, and a mountain of operational data that has never had an AI layer on top of it. We have a backlog of hundreds of Agentic AI ideas that we need to deliver and a foundation of ontologies, evaluations, guardrails, etc... that we need to build.\n\nWe're hiring a Staff Engineer now to be the first hire and plan to expand the team aggressively. You will own that platform end to end, not manage the people.\n\nWhat you'll work on\n\n- Agent orchestration: tool calling, planner/executor and multi-agent patterns, MCP/A2A integrations with enterprise systems\n\n- Making enterprise context reliably available at inference time — retrieval, memory, hybrid search, reranking, access controls\n\n- LLMOps that isn't hand-wavy: evals and golden datasets, prompt/agent versioning, tracing, token and cost budgets, CI/CD for agents\n\n- Safety in a regulated enterprise: prompt injection, data exfiltration, PII handling, human-in-the-loop, audit logging\n\nYou should have\n\n- 7–10+ years building and scaling production systems, with recent, hands-on GenAI/agentic work in production (not just demos)\n\n- Shipped agents or LLM pipelines at scale\n\n- Solid data chops — vector stores, chunking, hybrid search, knowing when retrieval is the wrong answer\n\n- Cloud experience (we're primarily AWS / Bedrock); comfortable with both containers and serverless\n\n- Track record of technical leadership and mentoring without needing a manager title\n\nNice to have: LangGraph / Semantic Kernel / PydanticAI, GraphRAG, knowledge graphs, LangFuse/LangSmith, multimodal.\n\nComp & benefits: $175k is our midpoint for salary + 20% annual target bonus, 401(k) with company match, ESPP, medical/dental/vision, PTO. Remote eligible, prefer AZ timezones +/-1. Not sponsorship eligible.\n\nWhy you should want to work here: We build cool stuff\n\nemail me ([email protected]) directly with the most interesting agent you've shipped."
  }
}

{
  "judgment": {
    "query_id": "tools_constraints",
    "job_id": "job_c78555c6f79e92530824",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves developer-framework engineering and is remote, but junior suitability, eligibility to work from Mexico, and a no-degree policy are not stated.",
    "evidence": [
      "roughly half the job is shipping in the framework itself.",
      "Mastra | Customer Engineer | REMOTE (AMER or EMEA time zones) | Full-time"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Junior-level suitability",
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Customer Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d39cd3cdb951d4e1"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (AMER or EMEA time zones)"
      ],
      "evidence_ids": [
        "ev_6578289b72bcce1f"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Mastra | Customer Engineer | REMOTE (AMER or EMEA time zones) | Full-time\n\nMastra is the open-source TypeScript framework for building AI agents (agents, workflows, memory, evals, tracing). From the team behind Gatsby, YC-backed,https://github.com/mastra-ai/mastra\n\nWe're hiring a customer engineer. Some companies would call this an FDE; we don't, because roughly half the job is shipping in the framework itself. The other half you're embedded with paying customers deploying agents to production: in their Slack channels and on calls, writing code in their repos, reviewing their PRs, working through architecture with their engineers. What you learn there comes back as bug fixes, features, and new primitives in Mastra. One of our current customer engineers is among the top bug-fixers in the entire codebase.\n\nYou should be a full-stack TypeScript engineer who has built agents and who can explain technical decisions clearly to engineers who haven't seen your code.\n\nRemote. We have a lot of EU customers and response-time SLAs, so US Eastern/Central or EU hours work best.\n\nProcess: a call with Shane (co-founder/CPO, leads customer engineering), a conversation with a customer engineer, a 2-3 hour take-home, then you present it to us and get feedback.\n\nApply: {https://jobs.ashbyhq.com/Mastra/05172cb0-47ec-44f9-9fe8-07d4...} We get back to everyone."
  }
}

{
  "judgment": {
    "query_id": "frontend_constraints",
    "job_id": "job_ec066347017e976a74e5",
    "grade": 0,
    "confidence": "high",
    "reason": "The role primarily involves AWS serverless backend development, not junior frontend work, and explicitly requires residence in Germany, conflicting with remote work from Mexico. Junior level and a no-degree policy are not stated.",
    "evidence": [
      "AWS serverless development is the main focus of the role.",
      "You must be based in Germany and speak business-fluent German and good English. We don’t offer visa sponsorship."
    ],
    "unmet_requirements": [
      "Frontend-focused engineer role",
      "Remote work from Mexico"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "No university degree required",
      "Fully remote work without required in-person meetings"
    ]
  },
  "posting": {
    "title": "Cloud Engineer, AWS Serverless (TypeScript/Node.js)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_1ccae1bfffaeec34"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Germany)"
      ],
      "evidence_ids": [
        "ev_0dce77ade0f5d31c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_b36479e84f8606df"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 80000.0,
        "min": 75000.0,
        "period": null,
        "currency": "EUR",
        "original": "€75k–80k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_b07d2c95d409108e"
      ]
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      }
    ],
    "role_kind": "single_role",
    "description": "PAGNOS | Cloud Engineer, AWS Serverless (TypeScript/Node.js) | REMOTE (Germany) | Full-time | €75k–80k | business-fluent German required\n\nWe build serverless applications on AWS for clients and for our own SaaS products. On client projects, we work directly with their developers and help them understand and maintain what we build.\n\nYou’ll write backend code in TypeScript/Node.js, build APIs with Lambda and API Gateway, model data in DynamoDB, and design event-driven workflows and integrations. Infrastructure lives in code using AWS CDK, with CI/CD pipelines for builds and deployments. You’ll help decide how systems are designed and take testing, observability and security into account as you build. There’s some React/Next.js work too.\n\nWe’re looking for practical experience building AWS serverless applications with TypeScript/Node.js, including infrastructure as code, CI/CD and event-driven design. The role includes working through requirements and technical decisions with clients, so you should be comfortable with that.\n\nWe use coding agents daily and expect you to use them too, and to share useful approaches with other developers. AWS serverless development is the main focus of the role.\n\nWe’re remote-first, use Scrum, and work with code reviews, pair programming, and unit and integration tests. We meet in person regularly, sometimes in Cologne, sometimes in Austria or Mallorca. We plan travel around family commitments.\n\nYou must be based in Germany and speak business-fluent German and good English. We don’t offer visa sponsorship.\n\n€75k–80k, 32 days of vacation, hardware of your choice, and company-paid AI tool subscriptions.\n\nSend your CV to [email protected] – no cover letter needed. Questions before applying are welcome.\n\nFull job ad (German): https://germantechjobs.de/jobs/PAGNOS-GmbH-Cloud-AI-Engineer..."
  }
}

{
  "judgment": {
    "query_id": "infra_constraints",
    "job_id": "job_bf6f1ff8a31ad20f0ceb",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting includes potentially related software and devops roles, but explicitly requires onsite work in Los Angeles, conflicting with fully remote work from Mexico. Junior level and a no-degree policy are not stated.",
    "evidence": [
      "Apex Space | Multiple Roles | Full-Time | Onsite | Los Angeles, CA | apexspace.com",
      "We're hiring everything from technicians to product/project managers and supply chain to all sorts of engineers: thermal, mechanical, mechanisms, solar, optical, power systems, electronics/avionics, PCB, embedded software, ground software, devops, and more."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "No university degree required",
      "Specific platform engineering duties"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_95e1ec47b580001b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Los Angeles, CA"
      ],
      "evidence_ids": [
        "ev_c32330d32d9516d2"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Apex Space | Multiple Roles | Full-Time | Onsite | Los Angeles, CA | apexspace.com\n\nApex Space is building standardized spacecraft platforms to enable true mass-production of spacecraft and enabling getting varied and similarly mass-produced payloads to orbit.\n\nWe're hiring everything from technicians to product/project managers and supply chain to all sorts of engineers: thermal, mechanical, mechanisms, solar, optical, power systems, electronics/avionics, PCB, embedded software, ground software, devops, and more.\n\nYou can apply at https://www.apexspace.com/careers. Or, email me with a resume at maabonnet [at] gmail [dot] com, and I'll see if I can get you a direct referral link so that you get a call with a recruiter ASAP if you're a particularly good fit.\n\nNOTE: Due to federal law, you must be a US person (citizen, green card holder, some other classifications) to work at Apex Space. Please state your residency or citizenship status in your email. If you are not a US person, I can't help you."
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_d9c75bc925bb8d849a9b",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds a web-based production application, not embedded software running on tiny chips or communicating with sensors.",
    "evidence": [
      "You would own the production application around our intelligence layer.",
      "React and TypeScript at depth, Node or Python behind it."
    ],
    "unmet_requirements": [
      "Embedded software running directly on tiny chips and communicating with sensors."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_7cde6983ab212696"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY"
      ],
      "evidence_ids": [
        "ev_a6e6106ad0615fa7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Sunspell | Founding Engineer | New York, NY | ONSITE | Full-time | https://sunspell.fm/careers/founding-engineer\n\nSix-person venture lab in New York. Part lab, part studio, part operating system, building original products and the systems behind them. Compounding every launch into venture intelligence.\n\nOur founder ran her own design studio and was the founding design partner on Partiful, on Sentropy before Discord bought it, on Goldcast before Cvent, on Make before Celonis, and on Descartes Labs. She builds here now instead of for other people.\n\nYou would own the production application around our intelligence layer. Architecture, frontend, backend, Postgres, durable execution state, retries and idempotency, permissions, deploys, and the data-heavy interfaces people work inside all day: tables, relationships, filters, history, approvals. React and TypeScript at depth, Node or Python behind it. We write a lot of MCP servers and build with Claude Code daily.\n\nSeven-plus years shipping, hands on code within the last year. Design and engineering sit in the same room here. There is no handoff.\n\nMost people who apply like the words \"founding engineer.\" We are looking for someone who has already started something of their own.\n\nOwnership. You should own a piece of what you build here. We are not going to post a percentage, because the honest answer depends on what you end up carrying, and we would rather work that out with you than hand you a number that pretends to be precise. It is a conversation, it is flexible, and we intend it to be fair.\n\nWe are six people. Nothing you build goes through a committee before it ships. Nothing you break, you fix alone. We are a tight team today and we are looking to double it by the end of the year.\n\nPlease send your resume or GitHub, plus the most ambitious thing you have built mostly on your own. Rough work that worked beats polished that never shipped.\n\nIf this is not you but a name comes to mind, please pass it along. :)"
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_d910ed7b3446f2ee4f48",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on web software architecture and Node.js developer tooling, not C++ microcontroller firmware engineering.",
    "evidence": [
      "- Angular, Vue, Javascript, and web serving best practices for development organizations for long term health.",
      "- Developer enablement and tooling in the Node.js ecosystem-shared component architectures, design systems, etc."
    ],
    "unmet_requirements": [
      "C++ microcontroller firmware engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Architect",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_a6bb33f7e6fc6b6f",
        "ev_889f07126516f258"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite Cebu PH, Remote Costa Rica, Remote US are possible"
      ],
      "evidence_ids": [
        "ev_0bd60e806eb8be41"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CR",
        "US"
      ],
      "evidence_ids": [
        "ev_f89247f67233d360",
        "ev_c650192feb0855ec"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "angular",
        "label": "Angular"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Trax | https://www.traxtech.com/ | Onsite Cebu PH, Remote Costa Rica, Remote US are possible | Full-time | Architect\n\nI work best as a team - with someone who can challenge my assumptions and bolster my weaknesses. I'm looking to increase the bandwidth of the architecture function at Trax, as I can't do it alone!\n\nWe BOTH need to be strong in:\n\n- Communication - we lead by influence, not by authority. Kindness is required!\n\n- Ego-free problem solving - good ideas come from anywhere.\n\n- Reliable software designs - things that work on dirty data, incomplete testing, and AI-enabled development workflows.\n\n- Building the first prototype in an area with zero guidelines - careful choices and evaluation of vendors, setting an example to follow.\n\nYou should be strong in:\n\n- Angular, Vue, Javascript, and web serving best practices for development organizations for long term health.\n\n- Developer enablement and tooling in the Node.js ecosystem-shared component architectures, design systems, etc.\n\n- Data-heavy applications and their operation and security needs.\n\nI am strong on the infrastructure, DevOps, k8s, and backend and data stacks. So don't worry about relative weaknesses there, though you will need some understanding.\n\nThis would be a good first architecture position for a Staff or Senior Staff level full-stack technical leader who wants to expand their scope. My email is in my profile!"
  }
}

{
  "judgment": {
    "query_id": "embedded_exclusion",
    "job_id": "job_d367900bb7c4cd5bc7c8",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting concerns an API software platform rather than firmware and explicitly requires a New York hybrid arrangement, conflicting with remote work from Mexico. Mexico eligibility and US-residency restrictions are not stated.",
    "evidence": [
      "We're building out our NYC-based API platform team as our API-based business rapidly grows.",
      "New York, New York (Hybrid)"
    ],
    "unmet_requirements": [
      "Firmware engineering work",
      "Remote work from Mexico"
    ],
    "unknown_requirements": [
      "Eligibility to work from Mexico",
      "Whether the role is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_6e7c6ac1f0b99f75"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, New York (Hybrid)"
      ],
      "evidence_ids": [
        "ev_21cdc7ab65247d1d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 300000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k-$300k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_678952d984374878"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "DeepL | Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer | New York, New York (Hybrid) | $200k-$300k+ plus equity\n\nDeepL is a Language AI Company providing text, document, and real-time voice translation to name-brand companies across the world. Maybe you've seen our recent announcement: https://www.deepl.com/en/press-release/harvey-taps-deepl-to-...\n\nWe're building out our NYC-based API platform team as our API-based business rapidly grows. We're a European -based company, so you'll enjoy the best of both worlds with competitive compensation, 30 days of PTO from day one (your manager, me, will make sure you use them all) \"work from anywhere\" days, addtional compensation for on-call shifts (including additional time-off if you actually have to do something after hours)\n\nIf you're passionate about building the platforms that provide the foundation for reliable and high-peformance systems, please check out our NYC openings: https://jobs.ashbyhq.com/DeepL?departmentId=0097f643-f517-44..."
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_db35243c5a981ef78997",
    "grade": 1,
    "confidence": "high",
    "reason": "Product discovery and understanding user workflows overlap with user research, but this is a senior product management role rather than a UX product design role, and explicit design duties are not stated.",
    "evidence": [
      "We're looking for a senior product manager who will own product discovery and prioritization across this diverse user base.",
      "To be successful, you'll need to find the common needs behind very different workflows and turn them into opinionated product improvements."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "UX product design responsibilities",
      "Explicit user research responsibilities"
    ]
  },
  "posting": {
    "title": "Senior Product Manager",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_17b35076e1ebb347"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Worldwide)"
      ],
      "evidence_ids": [
        "ev_8ce3987e48e1d0df"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_b07f81cad747ab8e"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 110.0,
        "min": 90.0,
        "period": "hour",
        "currency": "USD",
        "original": "$90–$110/hour",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_94a32cc0d8bb80ab"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "ODK | Senior Product Manager | Remote (Worldwide) | Long-term contract, 30–40 hours/week | $90–$110/hour USD\n\nODK is an open-source platform used by thousands of organizations worldwide to collect billions of data points for disease surveillance, supply chain traceability, environmental monitoring, and more. It enables users to build powerful forms and reliably collect structured data, even in places with little or no Internet connectivity.\n\nODK has been actively developed for 18 years. We have a mix of self-hosted and SaaS users across many sectors. We're looking for a senior product manager who will own product discovery and prioritization across this diverse user base. To be successful, you'll need to find the common needs behind very different workflows and turn them into opinionated product improvements.\n\nBecause the team is small and the user base is large, this is a high-autonomy role where product decisions have an unusually direct impact. You should have substantial experience managing complex B2B or technical products. Experience with open source, self-hosted software, and small, fully remote teams is a plus.\n\nDetails and application: https://getodk.org/about/jobs/senior-product-manager"
  }
}

{
  "judgment": {
    "query_id": "mobile_intent",
    "job_id": "job_f38b644f59dd64d3d669",
    "grade": 1,
    "confidence": "high",
    "reason": "Software engineering is broadly relevant, but the posting does not establish native iPhone app development, offline functionality, or App Store release responsibilities.",
    "evidence": [
      "+ Software Engineer - https://grnh.se/hnwff2s23us",
      "+ Software Engineer (Embedded) - https://grnh.se/acaazaw13us"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Native iPhone app development",
      "Implementing offline app behavior",
      "App Store releases"
    ]
  },
  "posting": {
    "title": "Software Engineers",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_36a0b7341530bdae"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hawthorne, CA (Los Angeles County)"
      ],
      "evidence_ids": [
        "ev_7e692e8a46bfb7b4"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Freeform (http://freeform.co) | Software Engineers | Full-time | Onsite | Hawthorne, CA (Los Angeles County)\n\nFreeform builds AI-native manufacturing systems that unify software, hardware, and physics to produce industrial-scale parts at the speed of human ideation. By treating manufacturing as a single integrated system, we unlock a new era of innovation where complex hardware is designed, built, and scaled without limits. This isn’t just an improvement; it’s a leap forward in how complex metal parts are made, with the ability to revolutionize industries like aerospace, defense, automotive, energy, and beyond. We are backed by top VCs including NVIDIA’s NVentures, Founders Fund, Threshold Ventures, and Apandion.\n\nIt’s a small, tight-knit team and you’d have the opportunity to own significant and impactful greenfield projects throughout the entire development lifecycle and much more. Our software team comes from the likes of Google, SpaceX, and Apple, and believes in taking a first principles approach to solving hard problems.\n\nA glimpse into our software landscape - https://www.youtube.com/watch?v=nFWQArUkd5I\n\nOur feature in TechCrunch announcing our $67M Series B Raise! https://techcrunch.com/2026/02/19/freeform-raises-67m-series...\n\nCurrent open positions:\n\n+ Principal Software Engineer - https://grnh.se/27ajbj9k3us\n\n+ Senior Full Stack Engineer (MES) - https://grnh.se/vp93v0cu3us\n\n+ Senior Software Engineer - https://grnh.se/m2l08z853us\n\n+ Senior Software Engineer (Embedded) - https://grnh.se/hb838bth3us\n\n+ Senior Software Engineer (Full Stack Enterprise) - https://grnh.se/z1hbnfo33us\n\n+ Software Engineer - https://grnh.se/hnwff2s23us\n\n+ Software Engineer (Embedded) - https://grnh.se/acaazaw13us\n\n+ Software Engineer (Full Stack Enterprise) - https://grnh.se/26cvuixl3us"
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_e653cdf8d3f861c6cfdb",
    "grade": 0,
    "confidence": "high",
    "reason": "The Java role involves backend development, but its stated base compensation tops out at $300K, below the requested USD 400,000 minimum. The posting also does not specify the pay period.",
    "evidence": [
      "- Experience developing server-side software for electronic trading systems for US Equities",
      "base comp $150k-$300k"
    ],
    "unmet_requirements": [
      "Base pay of at least USD 400,000: the stated range tops out at $300K."
    ],
    "unknown_requirements": [
      "Whether the stated compensation is annual."
    ]
  },
  "posting": {
    "title": "Hiring Java Developer (Full-Time)",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_3d1a77bcc1f9c252"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC (HYBRID)"
      ],
      "evidence_ids": [
        "ev_a1b43064aabf24e5"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 300000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150K-$300K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_0c83e64d4cb700fe"
      ]
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Furtim Modus | Hiring Java Developer (Full-Time) | NYC (HYBRID) | $150K-$300K + equity | https://www.furtimmodus.com/software-engineer\n\nWe are currently seeking a talented and driven Java Developer to join our team full-time. This is an exciting opportunity to contribute your skills and expertise to a venture backed funded fintech trading firm with emphasis in US equities capital markets tech based out of the New York City and in exchange we’ll provide you with base comp $150k-$300k, full benefits, cash bonus, and equity.\n\nRequired Qualifications:\n\n- Experience developing server-side software for electronic trading systems for US Equities\n\n- Strong low-latency programming experience using Core Java 17 or later\n\nHighly Preferred:\n\n- Experience with open-source technologies such as Aeron Transport, Aeron Cluster, Aeron Archive, Artio, and Agrona\n\n- Experience with the Adaptive Hydra trading platform\n\nBenefits:\n\n- Flexible hybrid schedule to accommodate other commitments\n\n- Collaborative and supportive team environment\n\n- Relocation assistance to NYC Metro area\n\nIf you are passionate about Java development and interested in joining a fintech venture, we would love to hear from you. Please submit your resume if interested to [email protected] in this opportunity.\n\n-----\n\nFurtim Modus | Hiring Data Engineer (Full-Time) | NYC (HYBRID) | $150K-$250K + equity | https://www.furtimmodus.com/data-engineer\n\nWe are currently seeking a talented and driven Data Engineer to join our team full-time. This is an exciting opportunity to contribute your skills and expertise to a venture backed funded fintech trading firm with emphasis in US equities capital markets tech based out of the New York City and in exchange we’ll provide you with base comp $100k-$150k, full benefits, cash bonus, and equity.\n\nRequired Qualifications:\n\n- Experience with electronic trading systems and market data for US Equities\n\nBuild and maintain reliable data pipelines using Snowflake, AWS, and PostgreSQL\n\n- Develop analytics and reporting solutions using Sigma Computing\n\n- Improve platform monitoring and observability using Grafana, Prometheus, and VictoriaMetrics\n\nHighly Preferred:\n\n- Experience with open-source technologies such as Aeron Transport, Aeron Cluster, Aeron Archive, Artio, and Agrona\n\n- Experience with the Adaptive Hydra trading platform\n\nBenefits:\n\n- Flexible hybrid schedule to accommodate other commitments\n\n- Collaborative and supportive team environment\n\n- Relocation assistance to NYC Metro area\n\nIf you are passionate about data engineering and interested in joining a fintech venture, we would love to hear from you. Please submit your resume if interested to [email protected] in this opportunity."
  }
}

{
  "judgment": {
    "query_id": "robotics_constraints",
    "job_id": "job_eea08cab6663d534bc80",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed roles concern software, voice agents, and security rather than robotics engineering. Junior seniority, Mexico eligibility, and a no-degree policy are not established.",
    "evidence": [
      "LiveKit is building the infrastructure layer for the voice-driven era of computing.",
      "Our platform gives developers everything they need to build, test, deploy, scale, and observe agents in production."
    ],
    "unmet_requirements": [
      "Robotics engineering work"
    ],
    "unknown_requirements": [
      "Junior-level role",
      "Eligibility to work fully remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": ">> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid); >> Staff Security Engineer | NAMER, EMEA, APJ (Remote); >> Forward Deployed Engineer | United States (Remote); >> Software Engineer, Agents | NAMER, EMEA, APJ (Remote)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_1620d9c994a4fc6d",
        "ev_a245f5ba4cef050a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote"
      ],
      "evidence_ids": [
        "ev_1620d9c994a4fc6d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_4e5b1b62b0301460"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "LiveKit|http://livekit.io/| VoiceAI | webRTC | Remote | Full Time\n\nLiveKit is building the infrastructure layer for the voice-driven era of computing. Our platform gives developers everything they need to build, test, deploy, scale, and observe agents in production. Hiring:\n\n>> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid):\nhttps://jobs.ashbyhq.com/livekit/463e2769-bb85-4429-96a3-3a1...\n\n>> Staff Security Engineer | NAMER, EMEA, APJ (Remote):\nhttps://jobs.ashbyhq.com/livekit/efc06ff8-37c4-473e-8de8-bbb...\n\n>> Forward Deployed Engineer | United States (Remote):\nhttps://jobs.ashbyhq.com/livekit/b889ef16-4d5d-4b71-b0a9-682...\n\n>> Software Engineer, Agents | NAMER, EMEA, APJ (Remote) :\nhttps://jobs.ashbyhq.com/livekit/1757f49e-7e19-4c45-85f7-e46...\n\nCo-founders: Russ d'Sa (CEO) https://www.linkedin.com/in/russelldsa/ & David Zhao (CTO) https://www.linkedin.com/in/davidzhao/\n\nCheck out our blog: https://livekit.com/blog\n\nOur other roles: https://livekit.com/careers?utm_source=1bpyr8q375"
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_d7c2fa90c0fa4c7e3a0c",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves end-to-end engineering for a product that trains ML models, making it plausibly relevant. However, the posting does not explicitly assign model training, production deployment, evaluation, or monitoring to this role.",
    "evidence": [
      "Our product ingests data from all of our customers' marketing channels and uses it to train open-source ML models for both measurement and experimentation.",
      "That means owning systems end to end and having real influence over what gets built."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Direct responsibility for training predictive models",
      "Deploying models into production",
      "Model evaluation and monitoring responsibilities"
    ]
  },
  "posting": {
    "title": "Software Engineer (L4)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_eb63d57d8971f9d2",
        "ev_8b4cfdb20c5def79",
        "ev_a9aa3fb50423ef2f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco HYBRID (3 days/wk) or REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_c371c39a485fe45a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_3490040687a6b91a"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 249000.0,
        "min": 199000.0,
        "period": null,
        "currency": "USD",
        "original": "$199K–$249K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_eb68a7cae7c5ee29"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      }
    ],
    "role_kind": "single_role",
    "description": "Paramark | Software Engineer (L4) | San Francisco HYBRID (3 days/wk) or REMOTE (US) | Full-time | $199K–$249K + equity\n\nParamark helps Marketing teams optimize spend across all of their channels and programs. There are proven scientific ways to do this, but they are poorly understood and practiced by only a tiny fraction of teams. Our product ingests data from all of our customers' marketing channels and uses it to train open-source ML models for both measurement and experimentation. This makes it possible for any marketer to use these methods.\n\nIn this domain, it's hard to figure out what to build, and it's even harder to be both accurate and simple. You'll be joining a small team -- we have four product engineers. That means owning systems end to end and having real influence over what gets built. Your typical project will start with a high level goal, and you will figure out the rest.\n\nFounded 2023, 15 people, $8M from Greylock and others, cash-flow positive. Reasonable working hours: when the Mercury News covered the return of 996 culture, we were the counterexample. \"We don't think early stage startup life requires 18-hour days, or even 12-hour days.\" https://www.mercurynews.com/2025/08/25/silicon-valley-startu.... 4 weeks PTO plus federal holidays, medical/dental/vision (100% of employee premiums, 50% for family).\n\nLooking for 8+ years, full-stack. Some exposure to statistics, experimentation, or A/B testing helps.\n\nStack: TypeScript, React, Python, Postgres. Google Cloud, Kubernetes, FastAPI, taskiq.\n\nProcess: intro call; technical phone screen; one-day onsite in SF (travel covered for remote candidates)\n\nIn-person: https://paramark.com/careers/software-engineer-l4\n\nRemote: https://paramark.com/careers/software-engineer-l4-remote\n\nI'm the CTO and I read every application myself. Happy to answer questions in this thread."
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_d695b1e9c2b0e989883d",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers engineering, customer success, recruiting, and developer advocacy roles, not product design. Fully remote work is offered, but Mexico eligibility and a no-degree policy are not stated.",
    "evidence": [
      "Junior to Senior Fullstack Engineer multiple positions | Customer Success Engineer | Hiring Coordinator | Python/Ruby/PHP/Js/Rust/Cotlin/C#/Crystal/Nim/Elixir Developer Advocate positions",
      "ONSITE or FULLY REMOTE"
    ],
    "unmet_requirements": [
      "Junior product designer role"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Junior to Senior Fullstack Engineer multiple positions; Customer Success Engineer; Hiring Coordinator; Python/Ruby/PHP/Js/Rust/Cotlin/C#/Crystal/Nim/Elixir Developer Advocate positions",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_850b2066e1b36e0e",
        "ev_fb291b4df59fc60f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Based in Austin, TX but remote-first structure"
      ],
      "evidence_ids": [
        "ev_d9734d82bed698ad"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 180000.0,
        "min": 150000.0,
        "period": "year",
        "currency": "USD",
        "original": "$150K - 180K a year",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_042e3095adc9ac44"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "php",
        "label": "PHP"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "elixir",
        "label": "Elixir"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "SerpApi | https://serpapi.com | Junior to Senior Fullstack Engineer multiple positions | Customer Success Engineer | Hiring Coordinator | Python/Ruby/PHP/Js/Rust/Cotlin/C#/Crystal/Nim/Elixir Developer Advocate positions | Based in Austin, TX but remote-first structure | Full-time | ONSITE or FULLY REMOTE | $150K - 180K a year 1099 for US or local avg + 20% for outside the US\n\nSerpApi is the leading API to scrape and parse search engine results. We provide 100+ APIs to Google, Google Maps, Google Images, Bing, Baidu, and more.\n\nOur current stack is Ruby, Rails, MongoDB, and React.JS. We are looking for more Junior and Senior FullStack Engineers.\n\nWe have an awesome work environment: We are a remote first company (before Covid!). We do continuous integration, continuous deployments, code reviews, code pairings, profit sharing, and most of communication is async via GitHub.\nWe value super strongly transparency, do open books, have a public roadmap, and contribute to the EFF.\n\nApply at: https://serpapi.com/careers"
  }
}

{
  "judgment": {
    "query_id": "robotics_keywords",
    "job_id": "job_de609ec73a78fd9ea55d",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves robotics engineering, including grasp planning and algorithms controlling physical hardware. The broad request specifies no additional requirements.",
    "evidence": [
      "We're looking for a Founding Geometry Software Engineer to build our 3D CAD analysis engine, handling grasp planning, and generative design of parts using a combination of meshes, SDFs, NURBS, and point clouds.",
      "You will enjoy this role if you are excited to build algorithms that control physical hardware in the real world, and have experience with computational geometry libraries or game engine internals."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Geometry Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_79f506881d464bce"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite (London, UK)"
      ],
      "evidence_ids": [
        "ev_4a3269e9e975da3d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_a4048c0077568c98"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Whistle Robotics | Founding Geometry Engineer | Full-time | Onsite (London, UK) | https://whistlerobotics.com/\n\nI'm Gio, CTO at Whistle Robotics. We're building task-specific robots that make automation more accessible to small and medium manufacturers. We're looking for a Founding Geometry Software Engineer to build our 3D CAD analysis engine, handling grasp planning, and generative design of parts using a combination of meshes, SDFs, NURBS, and point clouds.\n\nYou will enjoy this role if you are excited to build algorithms that control physical hardware in the real world, and have experience with computational geometry libraries or game engine internals. Apply directly at our website."
  }
}

{
  "judgment": {
    "query_id": "ml_keywords",
    "job_id": "job_da41e3f43af5561df753",
    "grade": 1,
    "confidence": "high",
    "reason": "The engineering roles support infrastructure and tooling for machine learning, but the posting does not establish a machine learning engineer role or PyTorch work.",
    "evidence": [
      "Rerun is the data layer for Physical AI; robotics, autonomous systems, AR/VR, and other embodied ML.",
      "Most of our core, performance-critical code is Rust."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "PyTorch use",
      "Machine learning engineering duties"
    ]
  },
  "posting": {
    "title": "Rust Backend Engineers; Forward Deployed Engineers; Software Engineer, Infrastructure; Dataframe SDK Engineers (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d99b5601d9ef2b16"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote",
        "Stockholm, Sweden"
      ],
      "evidence_ids": [
        "ev_d99b5601d9ef2b16",
        "ev_b3a53779453032d1"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "SE"
      ],
      "evidence_ids": [
        "ev_9392a9e3153bf703"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "rust",
        "label": "Rust"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Rerun | Remote | Stockholm, Sweden | Full-time\n\nhttps://rerun.io/\n\nRerun is the data layer for Physical AI; robotics, autonomous systems, AR/VR, and other embodied ML. We give engineers a single unified layer for multi-rate, multimodal data: the open-source Rerun SDK (Rust, built with egui) for logging, querying, visualizing, and training, plus Rerun Hub for large-scale storage and streaming from object storage. Most of our core, performance-critical code is Rust.\n\nThis month we’re hiring for:\n\n- Rust Backend Engineers\n- Forward Deployed Engineers\n- Software Engineer, Infrastructure\n- Dataframe SDK Engineers\n- Events Marketing Manager\n\nCheck all roles and apply here: https://rerun.io/careers"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_fe48d4256c9110cbffd2",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for product management leading a security roadmap, not product design. Compensation is unstated, so the requested minimum annual salary is also unsupported.",
    "evidence": [
      "I’m hiring a product manager to lead our security roadmap and steer the priorities of our security engineering team."
    ],
    "unmet_requirements": [
      "Product designer work"
    ],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000"
    ]
  },
  "posting": {
    "title": "Lead Product Manager, Security",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_774ca9dccd2488bb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US + 18 countries)"
      ],
      "evidence_ids": [
        "ev_a54b183f09ea8582"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_1f39d75bab375746"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Wikimedia Foundation | Lead Product Manager, Security | REMOTE (US + 18 countries) | Full-time\n\nI lead the security and safety team for Wikipedia, at the Wikimedia Foundation. I’m hiring a product manager to lead our security roadmap and steer the priorities of our security engineering team.\n\nIt’s a high-pace, shipping-heavy time for the whole project right now, as we are dedicating ourselves to surviving all the ways AI is messing with us and the internet, and getting to the other side of it. I joined myself about a year ago, and have found it to be a great time and place to swing big and surprise people.\n\nThis is a PM role and PM background is certainly helpful, but it’s not strictly required (everyone has the first PM job at some point). A technical background and security expertise are a must for this role, so we’re also open to people in engineering roles, who have demonstrated PM-relevant skills and are interested in making a pivot.\n\nYou can apply at https://job-boards.greenhouse.io/wikimedia/jobs/8140060?gh_s... - we don’t auto-filter based on AI or anything like that, I will personally see your resume."
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_ff4e34fc0dc989af75c8",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks full-stack engineers building an AI interview-preparation product, not developer education or documentation staff.",
    "evidence": [
      "Has strong full-stack engineering skills. Has built and deployed production applications.",
      "Interview Resources is building an AI-powered deep research platform for interview preparation."
    ],
    "unmet_requirements": [
      "Developer education or documentation work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "2 Full Stack AI Engineer, 1 GTM",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_08f99641f04ed6bd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_08f99641f04ed6bd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 30000.0,
        "period": null,
        "currency": "USD",
        "original": "$30k – $90k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c22e4bcfc5e97a84"
      ]
    },
    "skills": [
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Interview Resources | 2 Full Stack AI Engineer, 1 GTM | REMOTE | Full-Time | $250k seed raised\n\nInterview Resources is building an AI-powered deep research platform for interview preparation. Instead of generic interview guides, we autonomously research company-specific interview experiences across Reddit, YouTube, LinkedIn, engineering blogs, company websites, Glassdoor, and other public sources, then generate structured preparation reports in minutes.\n\nWe are already profitable with 3k+ paid users.\n\nOur stack currently includes Next.js, React, TypeScript, Node.js, PostgreSQL, Docker, Vercel, AWS, and modern AI tooling. Experience with LangGraph, LangChain, MCP, RAG, vector databases, or AI agents is a strong plus, but curiosity and the ability to learn quickly matter more.\n\nWe're looking for someone who:\n\nHas strong full-stack engineering skills. Has built and deployed production applications. Loves working with AI and LLM-powered products. Takes ownership and ships quickly. Has personal projects or open-source work they're proud of.\n\nExpected salary: $30k – $90k (flexible based on experience, impact, and per capita)\n\nExpected Joining Date: 1st October\n\nTo apply, visit https://www.interviewresources.app/careers (No Email; my email is spammed) with:\n\n1. Your CV/Resume. Your GitHub profile.\n\n2. Why do you like InterviewResources? (product-driven answer) Log in to the site and just see some sample reports.\n\n3. One piece of work or project you're most proud of (include links if possible).\n\n4. Please include your expected salary and location in your application.\n\nHuman-written messages are more likely to get a response.\n\nTry: https://www.interviewresources.app"
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_ef4f33206daed662837e",
    "grade": 0,
    "confidence": "high",
    "reason": "The role involves ML infrastructure, but its explicit onsite requirement conflicts with fully remote work from Mexico. Junior level and a no-degree policy are not established.",
    "evidence": [
      "Foray Bioscience | Software Engineer, Data & ML | On-Site (Cambridge, MA) | Full Time | $105,000–$130,000 + equity",
      "+ Must be authorized to work in the United States"
    ],
    "unmet_requirements": [
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Eligibility to work from Mexico",
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Software Engineer, Data & ML",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_16a319a069cadb6c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-Site (Cambridge, MA)"
      ],
      "evidence_ids": [
        "ev_f62fade15ba8253b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 130000.0,
        "min": 105000.0,
        "period": null,
        "currency": "USD",
        "original": "$105,000–$130,000",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_df2e60ba98b76b59"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Foray Bioscience | Software Engineer, Data & ML | On-Site (Cambridge, MA) | Full Time | $105,000–$130,000 + equity\n\nCompany:\nForay is a plant production company using plant cells, artificial intelligence, and advanced biomanufacturing to grow materials, molecules, and seeds directly from the cell up.\n\nOur work is powered by Pando, our intelligent workspace for plant science. Pando combines novel plant datasets and emerging predictive models to help researchers design and optimize plant production workflows with greater speed and reliability. Together, our software and biomanufacturing platforms are creating new ways to produce what we need from plants while building more resilient plant industries.\n\nRole:\nWe’re looking for a Software Engineer, Data & ML to help build the software and data foundation behind Pando. You’ll work across the product, with a particular focus on backend systems, APIs, data infrastructure, and the systems supporting our machine learning work. A major part of the role is figuring out how to turn complex scientific and experimental information — including scientific literature, natural language, and data generated in the lab — into reliable, structured data.\n\nYou’ll work closely with software engineers, biologists, and ML researchers to translate experimental workflows, statistical analyses, and design-of-experiment approaches into scalable software and predictive tools. You’ll join early, have significant ownership, and help make foundational technical and architectural decisions as the platform grows.\n\nYou:\n+ Strong software engineering generalist with particular depth in backend and data systems\n+ Experience shipping production-grade software and building backend systems, data pipelines, databases, APIs, or other data-intensive infrastructure\n+ Strong in Python and comfortable with relational databases, APIs, and modern software systems\n+ Familiar with MLOps and the infrastructure needed to run AI models in production\n+ Comfortable turning messy, heterogeneous, or unstructured information into trustworthy data, including through NLP, information extraction, or similar techniques\n+ Understand good scientific data practices including quality, provenance, versioning, reproducibility, permissions, and access controls\n+ Enough statistical fluency to reason about experimental data, uncertainty, and design of experiments\n+ Enjoy learning unfamiliar domains, working across disciplines, and solving ambiguous problems with significant ownership\n+ Experience with scientific or biological data, ML infrastructure, predictive modeling, optimization, or AI applications is helpful, but we don’t expect one person to have done all of these things before\n+ Must be authorized to work in the United States\n\nLearn more & apply: https://jobs.polymer.co/foray-bioscience/41044?source=Hacker...\n\nReferrals: Available in the form of a houseplant or a lab-grown Christmas tree, while supplies last!"
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_f421cd957b7c2b33889a",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds web and cloud-based AI systems, not embedded software running on tiny chips or interfacing with sensors.",
    "evidence": [
      "you'd work across the full stack: React/TypeScript frontend, Node.js backend, AWS Lambda."
    ],
    "unmet_requirements": [
      "Embedded software running directly on tiny chips and communicating with sensors."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Full Stack AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9a5542435ea47fc5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote(Everywhere)"
      ],
      "evidence_ids": [
        "ev_110e47d9d832abf6"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      }
    ],
    "role_kind": "single_role",
    "description": "AiMi | Full Stack AI Engineer | Remote(Everywhere) | Full-time\n\nAiMi builds agentic AI infrastructure for capital markets: autonomous agents that ingest venue and vendor notifications, assess impact across client infrastructure, and drive change management workflows in real time, replacing what used to be manual, static processes for exchanges and their ops teams. live production platform, not a pilot.\n\nyou'd work across the full stack: React/TypeScript frontend, Node.js backend, AWS Lambda. concretely: shipping features in the agent pipeline, building MCP-based connectors and skills that extend what our agents can reach, running evals on agent accuracy and reliability, building observability and alerting for agent latency/error rates/failed workflows, and making long-running LLM, agent, and SSE calls actually resilient (timeouts, retries, circuit breakers, fail-fast, recovery). also a fair amount of diagnosing dependency/version conflicts in a Node.js/npm monorepo, which is its own skill.\n\nlooking for 2-3+ years hands-on experience, solid Node.js and REST API background, real hands-on work with LLMs or agent frameworks (Mastra, LangChain, LlamaIndex, Claude, OpenAI or similar), comfortable with AWS (Lambda, Bedrock, DynamoDB, S3, Cognito, API Gateway, CloudWatch), MongoDB/DynamoDB, and genuinely tests what you ship (unit, integration, e2e). familiarity with spec-driven development (Claude Code, Cursor, CodeRabbit or similar) is a real plus since that's how we work day to day. bonus points for capital markets/trading infra background, LLM observability tooling like Langfuse, SSE streaming experience, or PostHog.\n\nyou'd be working on great things here: real architectural decisions at an early-stage company, visible impact from week one, and room to grow into a senior or lead role as we grow.\n\napply: https://join.com/companies/aimitechnology/16658631-agentic-a... , or reach out directly at [email protected]"
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_de41568465b8b28f69c9",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised roles are product management and sales engineering, not senior developer education. Remote eligibility from Mexico is not established; the US sales engineer role is explicitly restricted to the US.",
    "evidence": [
      "- Senior Sales Engineer - remote Europe (UTC+1 to UTC+2)",
      "- Sales Engineer - remote US, Eastern time zone"
    ],
    "unmet_requirements": [
      "Senior developer educator work",
      "Exclude US-restricted jobs: the US sales engineer role conflicts with this restriction."
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico for the other roles"
    ]
  },
  "posting": {
    "title": "Product Manager (DevTools & AI Reliability) - remote UTC-3 to UTC+3; Senior Sales Engineer - remote Europe (UTC+1 to UTC+2); Sales Engineer - remote US, Eastern time zone",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_63436718139be878"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Europe / US Eastern)"
      ],
      "evidence_ids": [
        "ev_979e798a12c5771c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_577fd4315dd8d36c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Checkly | https://www.checklyhq.com | Product Manager, Sales Engineer, Senior Sales Engineer | REMOTE (Europe / US Eastern) | Full-time\n\nThe best developers don't wait for a customer to tell them something's broken.\nThey catch it first, in the pull request, in staging, or in the checkout flow at 3am, before a single user notices. That instinct is Checkly's whole reason to exist. We give developers and their agents the tools to own reliability the way they own their code: monitoring defined as code, powered by OpenTelemetry and Playwright, versioned and reviewed like everything else they ship. From pull request to post-mortem, in one place.\n\nOpen roles:\n\n- Product Manager (DevTools & AI Reliability) - remote UTC-3 to UTC+3\n- Senior Sales Engineer - remote Europe (UTC+1 to UTC+2)\n- Sales Engineer - remote US, Eastern time zone\n\nAll roles, compensation and applications: https://jobs.ashbyhq.com/checkly?utm_source=hn\n\nA human, either me or the Hiring Manager, will review your application!"
  }
}

{
  "judgment": {
    "query_id": "backend_keywords",
    "job_id": "job_feef28350d71718662ab",
    "grade": 2,
    "confidence": "high",
    "reason": "The Senior Software Engineer opening explicitly includes Python backend service development, directly matching the requested work.",
    "evidence": [
      "You'll write Go and Python backend services and touch endpoint-deployed browser and desktop components."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_caeb15e53a8bff4e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US Timezones)"
      ],
      "evidence_ids": [
        "ev_e87b4d088d63abb9"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_36eeea03b64fcd5b"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 230000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170k to $230k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_59d05ac7681f471b"
      ]
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Sidekick Labs | Senior SWE, R&D Engineer, Intelligence Engineer | REMOTE (US Timezones) | Full-time | $170k to $230k Base + Equity + Health\n\nSidekick builds AI security software for enterprises. Our sensors observe AI behavior and use in situ. From those observations, our reasoning pipeline produces an application inventory and a risk picture, allowing us to provide real-time intervention and coaching right when it matters.\n\nCompensation: base salary scaled to experience, meaningful early-stage equity, and 100% covered health insurance for you and your immediate family\n\nWe are a highly senior team. Most of us have been founders or on early founding teams, so we operate with high ownership. We expect you to have a real, current AI-assisted development practice. Our system spans several languages, and we expect you to use AI tools to quickly navigate unfamiliar parts of the codebase so you can comfortably own problems end-to-end across a broad stack.\n\nWe are hiring for three roles:\n\n- Senior Software Engineer: You will work across our event-driven architecture. You'll write Go and Python backend services and touch endpoint-deployed browser and desktop components. You need to be comfortable developing in a multi-tenant, microservice-driven SaaS architecture and understand typical scale and security implications for such products.\n\n- R&D Engineer: This is not an open-ended research function. You will take ambiguous feasibility questions tied to our roadmap and return defensible answers inside a week. You'll build handoff-ready prototypes, then shift into engineering mode to personally drive them through to production. You will also define operational envelopes and degradation boundaries, and rigorously deprecate infeasible ideas with documented rationale to avoid future re-litigation.\n\n- Intelligence and Data Processing Engineer: This role is for someone who loves real browser and desktop forensics. You'll use dev tools and debuggers as your primary instruments. Expect to be reading minified code to find where state lives and analyzing network logs to understand undocumented APIs. You will figure out how AI products work and build the prototyping and automation to maintain our software inventory.\n\nTo apply:\nSend an email to [email protected] with the role in the subject. Include a PDF of your resume, a quick sentence or two about a tough technical problem you've solved recently, and links to your GitHub, personal site, and/or LinkedIn.\n\nI'm Eric, VP of Technology, and I will personally read every email sent to the HN subaddress. You can view my background here: https://www.linkedin.com/in/three-two-one\n\nhttps://sidekicklabs.com"
  }
}

{
  "judgment": {
    "query_id": "security_constraints",
    "job_id": "job_f6eb60d3622a24208721",
    "grade": 0,
    "confidence": "high",
    "reason": "The security engineering work matches, but the explicitly onsite San Francisco arrangement conflicts with fully remote work from Mexico. Junior level and a no-degree policy are not stated.",
    "evidence": [
      "Factory | Security Engineer | Onsite in San Francisco | Full-time",
      "You will conduct in-depth code reviews, implement security best practices, and influence the overall security strategy."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico: the role is onsite in San Francisco."
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Eligibility to work from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Security Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_362ac1bb27a00421"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite in San Francisco"
      ],
      "evidence_ids": [
        "ev_92626ec6486f1e8b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "single_role",
    "description": "Factory | Security Engineer | Onsite in San Francisco | Full-time\n\nCome work on my team! (We’re hiring lots of engineers right now, but I’m biased toward my own group today.)\n\nFactory builds software development agents that accelerate the world's largest enterprise engineering teams. We're helping customers including Nvidia, Adobe, Adyen, Klarna, and Ernst & Young turn their engineering organizations into autonomous development systems — shipping code, reviewing PRs, running tests, and deploying continuously.\n\nWe're seeking a talented Security Engineer to join our team. In this role, you will play a critical role in developing and maintaining the security foundation of our platform. You will conduct in-depth code reviews, implement security best practices, and influence the overall security strategy. Your expertise in TypeScript, Python, Kubernetes, CI/CD, and terraform orchestration will be crucial in identifying and mitigating potential security vulnerabilities.\n\nSoftware Engineer, Security: https://factory.ai/careers/software-engineer-security\n\nOther roles: https://factory.ai/company#careers"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_fcd8f8ccbd972908741f",
    "grade": 2,
    "confidence": "high",
    "reason": "The role includes server-side web development through end-to-end features, data modeling, and backend pipelines. Its additional frontend duties do not conflict with the request.",
    "evidence": [
      "Ship full-stack features end to end, from the data model to the interface.",
      "Build the ingestion and enrichment pipelines that turn raw data into rich insights and alerts."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Full-Stack Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_2ae58452c26d9dba"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US time zones)"
      ],
      "evidence_ids": [
        "ev_ceec80ddfc488b9f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f6ce9779a48e12b7"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "elixir",
        "label": "Elixir"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Obi9 | Full-Stack Engineer | REMOTE (US time zones) | Contract or Full-time | https://obi9.ai/jobs/full-stack-engineer\n\nA hedge fund analyst covering therapeutics has to watch hundreds of companies at once: press releases, SEC filings, management calls, updates on government sites, clinical data publications. Obi9 ingests all of it and surface what matters. Hedge funds pay for it today.\n\nWe are early and the team is small, so you would own entire surfaces of the product rather than pick up tickets:\n\n- Ship full-stack features end to end, from the data model to the interface.\n\n- Build the ingestion and enrichment pipelines that turn raw data into rich insights and alerts.\n\n- Work on AI-backed features, from ideation to serving them in the webapp and over MCP.\n\n- Make heavy data legible: dense tables, financial charts, document viewers, a live alert stream.\n\nStack: React + TypeScript, Node, Elixir, Python, distributed AI pipelines.\n\nBeyond full-stack ability we want someone who already understands one of these worlds. One is enough, we are not asking for all four:\n\n- Financial information systems. Bloomberg, FactSet, AlphaSense, Capital IQ, PitchBook. You know what entity resolution, identifier mapping and point-in-time data cost to get right.\n\n- Financial domain knowledge in healthcare. Equity research, valuation, or time spent living inside filings and models.\n\n- Audio and transcription. OtterAI Deepgram, AssemblyAI, Whisper. Diarization, speaker attribution, turning messy call audio into something quotable.\n\n- AI-intensive products where the pipeline IS the product. Legal AI, document intelligence, medical coding. You know what evals, grounding and extraction schemas that hold actually cost.\n\nMinimum: 5+ years building production web applications, a technical degree, fluency with current AI tooling, and eight continuous hours inside the 8:30am to 5:00pm ET window.\n\nApply: https://obi9.ai/jobs/full-stack-engineer?tab=apply"
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_0d84ab56a57b6e64ce25",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds backend proxy infrastructure, not intrusion investigation or defenses against attackers. Its ethical-sourcing focus does not establish security-response duties.",
    "evidence": [
      "We’re hiring a Backend Systems Engineer with Rust experience to help build:",
      "Asynchronous SOCKS5 routing infrastructure,\nDaemon and node orchestration,\nAutomated bandwidth-allocation pipelines"
    ],
    "unmet_requirements": [
      "Work investigating intrusions and building defenses against attackers"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Backend Systems Engineer (Rust)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a494fd507e20be20"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, Global"
      ],
      "evidence_ids": [
        "ev_dedc2ae370450a9e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "sqlite",
        "label": "SQLite"
      }
    ],
    "role_kind": "single_role",
    "description": "Proxybase | Backend Systems Engineer (Rust) | Remote, Global | Full-Time\n\nHi HN,\nI’m the founder of Proxybase [0]. We’re building a SOCKS5 proxy network focused on transparency and ethical sourcing in the residential proxy market.\nA quick note for anyone who applied last month: thank you to everyone who reached out. We received far more strong applications than expected, and between running day-to-day operations and working through the backlog, we took much longer to reply than we should have.\nIf you applied last month and haven’t heard back yet, I’m sorry for the delay. We’re actively reviewing those applications alongside this new batch.\n\nWhy Proxybase?\nThe residential proxy industry has a rough history. Some providers rely on hidden background scrapers bundled into TV firmware or mobile apps, while others use payout systems that can hold provider funds for months.\n\nWe’re trying to build something better:\nOpen-source clients: Our GUI [1] and CLI [2] are fully open source, so anyone can inspect and audit what runs on their device.\nExplicit consent: Providers knowingly opt in. No stealth bundling.\nFair, fast payouts: The minimum payout is $1, sent directly to provider wallets in USD stablecoins. We do not hold funds to earn interest on them.\n\nWe’re hiring a Backend Systems Engineer with Rust experience to help build:\n\nAsynchronous SOCKS5 routing infrastructure,\nDaemon and node orchestration,\nAutomated bandwidth-allocation pipelines\n\nStack: Rust, Tokio, Axum, SOCKS5, Linux systemd daemons, SQLite\n\nLocation: Fully remote, async-friendly, flexible time zones\nCompensation: Competitive salary plus equity. USD or stablecoin payment options are available.\n\nIf you’re interested in building infrastructure for an industry that needs better standards, email [email protected] with your GitHub, résumé, and a short note about what you’ve been working on recently.\n\nI’ll also be around in the comments to answer questions and hear feedback.\n\n[0]: https://proxybase.xyz\n\n[1]: https://github.com/proxybasehq/proxybase-gui\n\n[2]: https://github.com/proxybasehq/proxybase-cli"
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_0d86cd04a7123fb4b3fb",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting matches machine learning engineering work, but it provides no compensation information to support the required minimum annual salary of USD 400,000.",
    "evidence": [
      "One junior ML engineer to work directly with our senior technical lead on an AI system for our own trading."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000."
    ]
  },
  "posting": {
    "title": "ML Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c271131ad894efbe"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (WORLDWIDE)"
      ],
      "evidence_ids": [
        "ev_e23e79b71b327887"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_2aaabc7e2b250cb0"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "single_role",
    "description": "Deeter Analytics | ML Engineer | REMOTE (WORLDWIDE) | Full-time\n\nSmall private investment firm trading its own capital. One junior ML engineer to work directly with our senior technical lead on an AI system for our own trading. No finance background needed — we hire on fundamentals and side projects you actually shipped. Apply at https://jobs.ashbyhq.com/deeter-analytics/2c12339b-d302-427c..."
  }
}

{
  "judgment": {
    "query_id": "embedded_constraints",
    "job_id": "job_0c7d26205733e4138155",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for senior web/backend software engineering, not junior firmware work, and explicitly restricts remote residence to the United States. Its degree policy is unstated.",
    "evidence": [
      "You: 5+ yr senior dev who's seen (and fixed) enough dumpster-fire code to last a lifetime.",
      "Generally async-friendly but you must reside in the United States and be geographically grounded."
    ],
    "unmet_requirements": [
      "Firmware engineering work",
      "Junior role",
      "Remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "SENIOR SOFTWARE ENGINEER (Python/Django + JavaScript - VueJS/React)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7e5b3ed20e2f1ff5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (USA ONLY)"
      ],
      "evidence_ids": [
        "ev_94274ec3384736f0"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_dc474423440d8997"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 150000.0,
        "period": "year",
        "currency": "USD",
        "original": "$150K–$220K USD/year",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_e8babcf6b1f42f0c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "django",
        "label": "Django"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "VersaFeed.com | SENIOR SOFTWARE ENGINEER (Python/Django + JavaScript - VueJS/React) | REMOTE (USA ONLY) | Full-time\n\nAbout us: Fancy ETL pipeline which processes products from huge ecommerce companies. Data extraction and massage, delivery to destinations like Google/Meta/TikTok/etc. Profitable, 18+ yrs stable, 100% employee-owned. No VC, no pointless meetings, just serious coding.\n\nStack: Python/Django, JavaScript, VueJS/React, Docker, Git, PostgreSQL/Snowflake/DuckDB, Dagster, AWS + Strong agentic coding skills (Claude Code / Codex)\n\nCompensation: $150K–$220K USD/year DOE.\n\nYou: 5+ yr senior dev who's seen (and fixed) enough dumpster-fire code to last a lifetime. Python/Django deeply internalized; solid JS skills and able to wrangle Vue/React. You rock backend data pipelines like old jeans: Dagster, Snowflake, DuckDB, Postgres - in the cloud or on your bitchin' VM rack. Docker and Git are second nature. You've embraced agentic coding while still keeping the bots from running the slop show. You play well with others and write code that's easy to live with. Bonus: building AI assistants with PydanticAI, Py2→Py3 migrations, CI/CD and DevOps chops.\n\nTimezones: Primary time zone is PST (standups at 9AM PST). Generally async-friendly but you must reside in the United States and be geographically grounded.\n\nBenefits: 401K match, healthcare/vision/dental, equity, fully remote. Stable company with no time-wasters.\n\nApply: email jobs+hn261 [the-at-mark-thing] versafeed [the-period-thing] com"
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_f5b594ad0880df385a16",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting lists senior engineering roles, not junior product design work. Fully remote eligibility from Mexico and a no-degree policy are not supported.",
    "evidence": [
      "* Staff Backend Engineer – AI\n\n* Senior Infrastructure Engineer\n\n* Lead Data Engineer\n\n* Senior React SDK Developer",
      "Remote: our roles are primarily NL, US, North Macedonia, or CA-based (hybrid), but exemptions for remote work within the EU may apply to specific cases."
    ],
    "unmet_requirements": [
      "Junior product designer role"
    ],
    "unknown_requirements": [
      "Fully remote work from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Staff Backend Engineer – AI; Senior Infrastructure Engineer; Lead Data Engineer; Senior React SDK Developer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_57d87d029d11a695",
        "ev_375c19a5dd4d764e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Amsterdam (NL), Skopje (North Macedonia)",
        "Boulder, CO (US)",
        "Toronto (Canada))",
        "Remote possible"
      ],
      "evidence_ids": [
        "ev_9357d72ecbe1c2e9",
        "ev_6d9d72fe434f1a94",
        "ev_c31ced274421419a",
        "ev_b74e753e8c099e91"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA",
        "NL"
      ],
      "evidence_ids": [
        "ev_2eb9ab0e22347d5b",
        "ev_e4e7e8b32f806378",
        "ev_fe4846532ac214a5"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Stream | Multiple Positions | Amsterdam (NL), Skopje (North Macedonia) | Boulder, CO (US) | Toronto (Canada)) | Remote possible | Full Time | Visa Sponsorship\n\nAt Stream, we use Go for our video SFU, chat API, Moderation and Feeds, serving high traffic from major apps like Strava, Nextdoor, Patreon, and Midjourney. Our tech stack: Go, CockroachDB, RocksDB, WebRTC, Raft, and Redis.\n\nWe're hiring for:\n\n* Staff Backend Engineer – AI\n\n* Senior Infrastructure Engineer\n\n* Lead Data Engineer\n\n* Senior React SDK Developer\n\nWhy Join Stream?\n\n* High scale/ difficult engineering, we have customers using our products with millions of users\n\n* Default alive. Startup growth opportunity with healthy revenue\n\n* All managers are hands-on and capable engineers\n\n* Edge network of servers around the world\n\n* Great opportunity to learn and grow\n\nRemote: our roles are primarily NL, US, North Macedonia, or CA-based (hybrid), but exemptions for remote work within the EU may apply to specific cases.\nVisa Sponsorship: Available for the Netherlands\n\nApply here: https://jobs.ashbyhq.com/stream?utm_source=5rrpvObp3r"
  }
}

{
  "judgment": {
    "query_id": "frontend_exclusion",
    "job_id": "job_1da48f5e85415211cd9b",
    "grade": 1,
    "confidence": "high",
    "reason": "The senior remote product engineering role includes frontend work, but Mexico eligibility is not explicitly confirmed. The Americas scope does not indicate a US-resident-only restriction.",
    "evidence": [
      "Hiring Senior/Staff Product Engineers (Americas)",
      "Stack: TypeScript (frontend & backend), React, GraphQL API, Node.js, Postgres, Redis."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico"
    ]
  },
  "posting": {
    "title": "Hiring Senior/Staff Product Engineers (Americas)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_69019f4d01258a02"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE",
        "Hiring Senior/Staff Product Engineers (Americas)"
      ],
      "evidence_ids": [
        "ev_69019f4d01258a02",
        "ev_93583ba2ba3939b7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 299000.0,
        "min": 178000.0,
        "period": null,
        "currency": "USD",
        "original": "$178k–$299k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_bf1e69a1e672c18b"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "single_role",
    "description": "Ashby | YC 19 | REMOTE | Hiring Senior/Staff Product Engineers (Americas) | $178k–$299k\n\nAshby is the all-in-one recruiting platform powering hiring at the world's most innovative companies. If you cmd+f \"Ashby\" you'll see that we're powering many of the job postings in this thread!\n\nAs we scale our platform, we are also looking to scale our Product Engineering team.\n\nWhy Join?\n\nHigh Seniority & Density: 80%+ of our engineering team is Senior–Staff+ level. You’ll be working alongside peers who excel at navigating ambiguity and setting high standards.\n\nTrue End-to-End Ownership: We give an unusual amount of autonomy. You’ll own features from initial spec writing and customer interviews all the way to production. Many of our most loved features were built entirely by a single engineer!\n\nProduct Sense > Pure Speed: Building fast is getting easier, but building the right thing still isn't. Customer empathy, sound judgment, and product taste matter far more to us than where you worked in the past.\n\n100% Remote Async Culture: Low meeting overhead, high trust, and an even distribution of engineers across North America and Europe.\n\nHere's how we're thinking about AI at Ashby:\nhttps://www.ashbyhq.com/blog/engineering/ai-ashby-engineerin...\n\nMore about our engineering culture:\nhttps://nextplayso.substack.com/p/should-you-join-ashby\n\nFull transparency on engineering levels + comp:\nhttps://www.ashbyhq.com/blog/engineering/leveling-and-compen...\n\nStack: TypeScript (frontend & backend), React, GraphQL API, Node.js, Postgres, Redis.\n\nFull list of open roles: https://www.ashbyhq.com/careers?utm_source=HNwhoshiring"
  }
}

{
  "judgment": {
    "query_id": "devrel_exclusion",
    "job_id": "job_0b62d6902063599b4b69",
    "grade": 1,
    "confidence": "high",
    "reason": "The remote Senior Developer Advocate role plausibly matches senior developer education work. It is listed for North America, but eligibility to work from Mexico and any US-residency restriction are not specified.",
    "evidence": [
      "Senior Developer Advocate — North America, Remote"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "Whether the role is restricted to US residents",
      "Whether developer education is part of the role's duties"
    ]
  },
  "posting": {
    "title": "Senior Solution Engineer (Observability & Linux) — North America, Remote; Senior Developer Advocate — North America, Remote; Marketing Manager — North America, Remote; Product Marketing Manager (Enterprise) — EMEA, Remote",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_43fe52c771437b11"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote",
        "EMEA, North America"
      ],
      "evidence_ids": [
        "ev_43fe52c771437b11",
        "ev_65ca0072d98d7ef0"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "VictoriaMetrics | Remote | EMEA, North America | Hiring\n\nVictoriaMetrics is an open-source monitoring and observability company. We build VictoriaMetrics, VictoriaLogs, and VictoriaTraces — high-performance, cost-efficient solutions for metrics, logs, and traces.\n\nOur products are used by companies including Spotify, Wix, Grammarly, CERN, and thousands of others, with 1B+ downloads of our open-source products.\n\nWe're a fully remote team of 60+ and are currently hiring:\n\nSenior Solution Engineer (Observability & Linux) — North America, Remote\nSenior Developer Advocate — North America, Remote\nMarketing Manager — North America, Remote\nProduct Marketing Manager (Enterprise) — EMEA, Remote\n\nWe're particularly interested in people with experience in open source, observability, monitoring, infrastructure, databases, developer tools, or technical B2B products.\n\nJobs & applications: https://careers.victoriametrics.com/\n\nHappy to answer questions about VictoriaMetrics or the roles here."
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_1ec76b9500286cabab24",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on cloud infrastructure deployment and reliability, not investigating intrusions or building defenses against attackers. Tenant isolation is security-adjacent but does not establish the requested work.",
    "evidence": [
      "You'd own it, and the mandate is to make it boring. Kubernetes, GCP and AWS deploy paths, CI/CD, observability, cost, tenant boundary."
    ],
    "unmet_requirements": [
      "Work focused on intrusion investigation and defenses against attackers"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Cloud / Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c226339ba7931efb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (SF Bay Area, CA, US · Bengaluru, KA, India)"
      ],
      "evidence_ids": [
        "ev_27944f6970104c4d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "IN"
      ],
      "evidence_ids": [
        "ev_946199934adb64fe",
        "ev_ffe590c86144222b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Supero | Cloud / Platform Engineer | REMOTE (SF Bay Area, CA, US · Bengaluru, KA, India) | Full-time | https://www.supero.dev/careers/cloud-platform-engineer/\n\nWe generate full-stack apps and deploy them — a generated app becomes a live URL, on our infrastructure or in the customer's own AWS or GCP account. It's in production and it has more shell script in it than it should. You'd own it, and the mandate is to make it boring. Kubernetes, GCP and AWS deploy paths, CI/CD, observability, cost, tenant boundary.\n\nNo on-call rotation today — it's the founders and whoever last touched it. Building a real one is part of the job, not something you inherit alone.\n\n4+ years production infra, Kubernetes past the tutorial, AWS and/or GCP at depth. The rest is on the page, including the open problems that don't flatter us. I'm a co-founder — ask me anything here.\n\nYou can apply at: https://www.supero.dev/careers/cloud-platform-engineer/\n\nIntern Position: https://www.supero.dev/careers/software-engineer-intern/"
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_0b78de33ab7c3e319f71",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds internet-scale backend and data systems using Python or Go, rather than C++ microcontroller firmware.",
    "evidence": [
      "You’ll work on backend services, data pipelines, search, fingerprinting, vulnerability detection, malware detection, and performance optimization.",
      "Looking for strong Python (Flask/FastAPI) and/or Go experience, large-scale data systems, OpenSearch/Elasticsearch, Redis/LMDB, MongoDB/Postgres, Docker, and production systems."
    ],
    "unmet_requirements": [
      "C++ microcontroller firmware engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_ac32d14416697206"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE Worldwide"
      ],
      "evidence_ids": [
        "ev_5a796d68e3c22023"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_fc6ddf730ee6f2e7"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "CyberAtlas | https://cyberatlas.ai | Software Engineer | REMOTE Worldwide | Full-time\n\nCyberAtlas maps the internet to help security teams, enterprises, and governments discover and understand their exposed digital infrastructure.\n\nWe’re hiring a Software Engineer to build internet-scale systems processing billions of domains and websites.\n\nYou’ll work on backend services, data pipelines, search, fingerprinting, vulnerability detection, malware detection, and performance optimization.\n\nLooking for strong Python (Flask/FastAPI) and/or Go experience, large-scale data systems, OpenSearch/Elasticsearch, Redis/LMDB, MongoDB/Postgres, Docker, and production systems.\n\nHow to apply:\nEmail [email protected] with your CV and, as a simple anti-bot check, include:\n\n1. The query you ran on Finder (https://cyberatlas.ai/finder)\n\n2. The first-page results returned by that query\n\n3. Please include “HN Software Engineer” in the subject."
  }
}

{
  "judgment": {
    "query_id": "mobile_no_match",
    "job_id": "job_105f54e38fdb0f4f3921",
    "grade": 0,
    "confidence": "high",
    "reason": "The advertised role is sales and operations, not iOS engineering, and its stated pay range is below the requested amount, although the pay period is unspecified.",
    "evidence": [
      "Director of Sales & Operations",
      "We're looking for someone with datacenter industry experience to build sales channels, partnerships, and customer relationships, support company operations, and help drive growth.",
      "$180k to $220k DOE + equity"
    ],
    "unmet_requirements": [
      "iOS engineering work"
    ],
    "unknown_requirements": [
      "Guaranteed salary of at least USD 400,000 per year; the posting does not specify the pay period."
    ]
  },
  "posting": {
    "title": "Director of Sales & Operations",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d443346838ad7400"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE",
        "Seattle or Denver/Boulder metros"
      ],
      "evidence_ids": [
        "ev_d443346838ad7400",
        "ev_14f147c46bd89232"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 180000.0,
        "period": null,
        "currency": "USD",
        "original": "$180k to $220k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_d4fdef0087ed84b3"
      ]
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Neuralwatt | https://neuralwatt.com | REMOTE | Seattle or Denver/Boulder metros | Full-time\n\nHiring: 2 Engineers + Director of Sales & Operations\n\nEnergy is becoming one of the biggest constraints on AI infrastructure. Neuralwatt is building software to help datacenters get more useful AI compute and revenue from every kilowatt.\n\nWe're a VC-backed early-stage startup working on GPU optimization, AI infrastructure, energy-aware control systems, and the Neuralwatt Cloud.\n\n$180k to $220k DOE + equity\n\nYou'll work on:\nRust and Python,\nGPU, inference, and datacenter optimization,\nProduction AI infrastructure,\nEnergy-aware scheduling and control,\nNeuralwatt Cloud\n\nDirector of Sales & Operations\n\nWe're looking for someone with datacenter industry experience to build sales channels, partnerships, and customer relationships, support company operations, and help drive growth. Comfort using modern AI and agent tools is required.\n\nLocation: Remote-first, but you must be based in the Seattle or Denver/Boulder metro areas.\n\nNo visa sponsorship available.\n\nTo apply: [email protected]\nSubject: HN Hiring (<your metro>/<engineering or sales>)\n\nInclude your resume, GitHub or relevant work profile, and a short note on why you're interested in AI and energy."
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_f85dc86648cb04f6e933",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting lists engineering and data science roles but describes no programmer education, tutorial creation, or workshop responsibilities.",
    "evidence": [
      "Open roles:",
      "We're a small, sharp team with high ownership — engineers work closely with customers and leadership, and get to see their work ship fast."
    ],
    "unmet_requirements": [
      "Teaching programmers through tutorials, workshops, and working code examples."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_64b657bc2a603380",
        "ev_8a3b1b131eff5d9b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC / SF"
      ],
      "evidence_ids": [
        "ev_887f53f658060d7d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Middesk | Full-time | NYC / SF | Hybrid | middesk.com\n\nAt Middesk, we're building the business identity infrastructure that banks, fintechs, and platforms rely on to know who they're doing business with — powering KYB (Know Your Business) compliance, fraud prevention, and entity verification at scale.\n\nWe're expanding beyond verification into a full agentic compliance platform — orchestrators and specialist agents that automate what used to be manual compliance review. Backed by YC, Sequoia, and Accel (Series B).\nWe're a small, sharp team with high ownership — engineers work closely with customers and leadership, and get to see their work ship fast.\n\nOpen roles:\n\nForward Deployed Engineer ($148K – $255K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/a72b1048-1001-49b1-92bd-9c4...\n\n(Senior) Software Engineer ($148K – $250K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/e1c6af86-dce1-495f-a710-ad3...\n\nData Scientist ($175K – $210K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/f0da59d3-43fa-460b-88ea-4fc...\n\nLead Data Scientist ($210K – $250K) — NYC or SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/7fd5aeb2-c33c-4f0a-ad3d-216...\n\nSoftware Engineer, Infrastructure ($148K – $230K) — SF, hybrid (2x/week in office) Apply here —> https://jobs.ashbyhq.com/middesk/aed2c535-cd58-4920-9618-a0c..."
  }
}

{
  "judgment": {
    "query_id": "mobile_constraints",
    "job_id": "job_f43f74b46ee925b2d966",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds AI marketplace agents using Python and LLMs, not iOS applications. Junior level, Mexico eligibility, and a no-degree policy are not established.",
    "evidence": [
      "You'll design and ship autonomous agents that run real steps of the marketplace (sourcing, quoting, order matching, supplier follow-up) on real transactions and real money, with a human in the loop where risk demands it.",
      "Stack: Python, your choice of orchestration framework (LangChain/LangGraph/LlamaIndex/CrewAI), LLM APIs, cloud infra, CI/CD."
    ],
    "unmet_requirements": [
      "iOS engineering work"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a9fb1e9b999ee53d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (preferred Spain, UK, Poland, Romania)"
      ],
      "evidence_ids": [
        "ev_85b34d39359a9cad"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "ES",
        "GB",
        "PL",
        "RO"
      ],
      "evidence_ids": [
        "ev_8bba35770f6ce393",
        "ev_069d29a51d044b9e",
        "ev_969db3676ab75e9d",
        "ev_75a384d9b675914b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Axmed | AI Engineer | REMOTE (preferred Spain, UK, Poland, Romania) | Full-time | apply: axmed.teamtailor.com/jobs/8175859-ai-engineer\n\nAxmed runs a live B2B marketplace connecting healthcare providers in low- and middle-income countries with pharmaceutical suppliers, working to make sure geography and income never stand between someone and the medicine they need. Backed by the Gates Foundation and Founderful. We're past proving it works and into scaling it — this role is what takes us there.\n\nYou'll design and ship autonomous agents that run real steps of the marketplace (sourcing, quoting, order matching, supplier follow-up) on real transactions and real money, with a human in the loop where risk demands it. Full lifecycle ownership: you decide the approach, build it, ship it, watch it, fix it.\n\nStack: Python, your choice of orchestration framework (LangChain/LangGraph/LlamaIndex/CrewAI), LLM APIs, cloud infra, CI/CD.\n\nWe are a fully remote, global team of 55. No visa sponsorship/relocation.\n\nApply: axmed.teamtailor.com/jobs/8175859-ai-engineer"
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_26cada1fd66c848d3932",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is software engineering focused on feature delivery, not developer education or documentation work.",
    "evidence": [
      "We're hiring a Senior Software Engineer I to own features end-to-end on a mature, multi-tenant .NET platform, typically supporting more than one client implementation at a time, each with its own database and release calendar."
    ],
    "unmet_requirements": [
      "Developer education or documentation work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software Engineer I",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_ca22fa9d4381ef85"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hyde Park, UT (ONSITE preferred; will consider candidates who can commute in 1-2x/month)"
      ],
      "evidence_ids": [
        "ev_bfcb34ce84d17625"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 135000.0,
        "min": 90000.0,
        "period": null,
        "currency": "USD",
        "original": "$90k-$135k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_eb7a5921636bcaab"
      ]
    },
    "skills": [
      {
        "id": "dotnet",
        "label": ".NET"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "azure",
        "label": "Azure"
      }
    ],
    "role_kind": "single_role",
    "description": "Tecuity | Senior Software Engineer I | Hyde Park, UT (ONSITE preferred; will consider candidates who can commute in 1-2x/month) | Full-time | $90k-$135k\n\nTecuity has spent 20+ years building software for Secretary of State offices — state government agencies handling business filings and public records. Real filing deadlines, statutory requirements, and citizens who depend on the system working.\n\nWe're hiring a Senior Software Engineer I to own features end-to-end on a mature, multi-tenant .NET platform, typically supporting more than one client implementation at a time, each with its own database and release calendar.\n\nStack: C# / .NET 8 & .NET 10, ASP.NET Core, Web API, Entity Framework Core, MS SQL Server (heavy stored-procedure work), React + Redux front end, Git/PR workflow, Azure DevOps CI/CD.\n\nAI-assisted development (Claude Code) is a standard, daily part of our engineers' workflow here, not a pilot program — you'll be expected to use it well and verify its output rather than just accept it.\n\nLooking for 6+ years professional experience in C#/.NET and SQL Server. Government, regulated, or compliance-driven software experience is a plus.\n\nIdeally we're looking for candidates who can work onsite from our Hyde Park, UT office, but we're open to Utah or Idaho candidates who can commute in once or twice a month for the right fit.\n\nEmail [email protected] with a bit about your background and a resume or for more information. See the full job posting at tecuity.com/careers"
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_365bd65cc93556b48188",
    "grade": 0,
    "confidence": "high",
    "reason": "The roles involve deploying and maintaining hospital AI infrastructure, not robotics for warehouse navigation or physical object manipulation.",
    "evidence": [
      "you will own the site-specific implementations—navigating complex local networks, architecting integration paths, and ensuring our AI platform works across diverse environments.",
      "You will ensure the reliability, scalability, and performance of our AI platform both in hospital sites (on-prem) and on the cloud."
    ],
    "unmet_requirements": [
      "Work on machines navigating warehouses and picking up physical objects."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_758ed77fe6860bdd",
        "ev_e642a9922c7a0c9d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "London, UK"
      ],
      "evidence_ids": [
        "ev_789a2520d8b3acc4"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_d6820b95caaffdc6"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 70000.0,
        "period": null,
        "currency": "GBP",
        "original": "£70k-£90k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_8308f5476d7ee18e"
      ]
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Newton's Tree | Forward Deployed Engineer, Site Reliability Engineer | London, UK | HYBRID | Full-Time | https://www.newtonstree.ai/\n\nNewton's Tree is an early-stage health-tech startup enabling healthcare providers to select, test, deploy, and monitor third-party AI applications as part of routine care pathways. Our enterprise AI platform allows hospitals to safely and effectively adopt AI technologies at scale.\n\nWe are looking for adventurous builders to join us in two key roles to help bridge our platform and the hospital frontline:\n\nForward Deployed Engineer (£70k-£90k): You will be the critical link between our internal engineering team and hospital IT teams. While our SRE team focuses on core platform stability, you will own the site-specific implementations—navigating complex local networks, architecting integration paths, and ensuring our AI platform works across diverse environments.\nStack: Linux, Kubernetes, JSON/YAML, Python, SQL, and healthcare interoperability standards (HL7v2, FHIR, DICOM).\nhttps://www.newtonstree.ai/job/forward-deploy-engineer\n\nSite Reliability Engineer (£70k-£90k): You will ensure the reliability, scalability, and performance of our AI platform both in hospital sites (on-prem) and on the cloud. You'll work closely with customers to install hardware for Kubernetes clusters and collaborate with dev teams to ensure swift, reliable feature deployments.\nStack: Linux, Kubernetes, Terraform, Ansible, GitOps (FluxCD), Argo Workflows, Talos Linux, Cilium CNI, Teleport, and monitoring tools (Prometheus, Grafana, Datadog).\nhttps://www.newtonstree.ai/job/site-reliability-engineer\n\nLogistics: Both roles are Hybrid within the UK (with occasional in-person working in London and travel to hospital sites as needed). Please note that applicants must have the right to work in the UK, as we are unable to offer visa sponsorship.\n\nTo apply: Send your CV and a short note telling us why you'd be excited to work with Newton's Tree to [email protected], or read more at the links above."
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_3074e0295057c902412d",
    "grade": 0,
    "confidence": "high",
    "reason": "The request targets embedded firmware and sensor interfaces; this role builds business applications and operational workflow software rather than software running on tiny chips.",
    "evidence": [
      "we've built our own operations system (Rails 8 + React, Electron, Go, and C#/.NET against OpenDental, all on AWS)",
      "Recent work includes an AI-first metrics layer that answers operational questions in chat, automated patient scheduling and communication, insurance verification scraping, and a live PMS integration across every practice."
    ],
    "unmet_requirements": [
      "Embedded software running directly on tiny chips and communicating with sensors."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Full-Stack Developer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_e27e1a3a9c6f60b4",
        "ev_47eb8575b1dfd923"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Dallas, TX",
        "REMOTE (US) or HYBRID"
      ],
      "evidence_ids": [
        "ev_8216cd2e954d8953",
        "ev_be4fb5090daab0ed"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_eac8e0b0058ee36b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "csharp",
        "label": "C#"
      },
      {
        "id": "dotnet",
        "label": ".NET"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Apex Dental Partners | Full-Stack Developer | Dallas, TX | REMOTE (US) or HYBRID | Full-time | apexdp.com\n\nWe're a Dental Support Organization running 65 practices across eight states. Dentistry doesn't sound like a technical job, but the platform behind it is: we've built our own operations system (Rails 8 + React, Electron, Go, and C#/.NET against OpenDental, all on AWS) and we're pushing hard on automation and AI to make the practices run better.\n\nThe team is small and developers own problems end-to-end. You'll figure out why a billing workflow breaks down, design the fix, ship it, and hear from the office manager who uses it the next week. Recent work includes an AI-first metrics layer that answers operational questions in chat, automated patient scheduling and communication, insurance verification scraping, and a live PMS integration across every practice. The domain is wide (clinical workflows, payroll, patient comms, revenue cycle) and there's a lot of novel work left once you learn the business. Big emphasis placed on being able to sit down with non-engineering team members and understand their workflows and build software to make it better.\n\nGood fit if you want a stable company, a small team, broad latitude, and work that visibly matters to the people using it. We're actively building new features, not just maintaining what exists, so there's a healthy mix of greenfield work and improving a platform that's already in daily use by our nearly 1,000 employees.\n\nMust reside in the US and be authorized to work in the US without sponsorship.\n\nEmail me directly: dhanson [at] apexdp.com"
  }
}

{
  "judgment": {
    "query_id": "devrel_keywords",
    "job_id": "job_167c505da6b112fd1e6f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for senior software engineering and platform roles, not developer education or documentation work. Its educational mission concerns school learning materials rather than educating developers.",
    "evidence": [
      "- Senior/Lead Platform & DevOps Engineer",
      "Wij zijn een non-profit die zich inzet om lesmateriaal voor scholen beter, betaalbaarder en flexibeler te maken, in zowel digitale als gedrukte vorm."
    ],
    "unmet_requirements": [
      "Developer education or documentation work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior/Lead Platform & DevOps Engineer; Senior Backend Engineer/Architect; Senior Frontend Engineer; Senior Full-Stack Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_35f1a08e629c9283"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Utrecht, The Netherlands"
      ],
      "evidence_ids": [
        "ev_bf48545284664529"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "NL"
      ],
      "evidence_ids": [
        "ev_55c21bccb9e5fb52"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Open Education Applications / Neon | Senior/Lead Platform & DevOps Engineer, Senior Frontend Engineer, Senior Full-Stack Engineer | Utrecht, The Netherlands | HYBRID | DUTCH REQUIRED\n\nPlease note: working proficiency in Dutch is strictly required for these roles, and we kindly ask for no automated applications. The rest of this post will continue in Dutch.\n\nWij zijn een non-profit die zich inzet om lesmateriaal voor scholen beter, betaalbaarder en flexibeler te maken, in zowel digitale als gedrukte vorm.\n\nWerktijden en kantoordagen zijn flexibel en worden in overleg bepaald op basis van de rol. Wij bieden een competitief salaris.\n\nTechnologiestack: Git monorepo, TypeScript, Yjs en React, een beetje Python, OpenTofu/Terraform, Scaleway, managed PostgreSQL en managed Kubernetes.\n\nOpenstaande rollen:\n\n- Senior/Lead Platform & DevOps Engineer\n\n- Senior Backend Engineer/Architect\n\n- Senior Frontend Engineer\n\n- Senior Full-Stack Engineer\n\nE-mail jobs[at]openeducation.foundation met (HN) + de functienaam in het onderwerp, samen met een korte introductie en een link naar je LinkedIn-profiel en/of GitHub. Als er van beide kanten een goede match lijkt te zijn, plan ik graag een kennismakingsgesprek in.\n\nhttps://openeducation.foundation | https://www.neon.nl"
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_3603bf48dd83f4751101",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on product software development, not operating reliable container clusters and cloud deployments or responding to outages. Infrastructure tools appear only in the stack list.",
    "evidence": [
      "You’ll work alongside 3–4 senior engineers building expense submissions, approvals and reimbursements, while helping migrate services from Ruby/Rails to Go and develop AI-powered features."
    ],
    "unmet_requirements": [
      "Intended infrastructure reliability and outage-response work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Associate Software Engineer, Expenses",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_11b5af2af75bd600"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Toronto, Canada"
      ],
      "evidence_ids": [
        "ev_e902f61cf75d3e65"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CA"
      ],
      "evidence_ids": [
        "ev_614cdb16915ce8e3"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 136000.0,
        "min": 109000.0,
        "period": null,
        "currency": "CAD",
        "original": "$109K–$136K CAD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_6f7c62b3f4f9b5de"
      ]
    },
    "skills": [
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "mysql",
        "label": "MySQL"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Justworks | Associate Software Engineer, Expenses | Toronto, Canada | HYBRID | Full-time | $109K–$136K CAD\n\nJustworks helps small businesses manage payroll, benefits, HR, and compliance so they can focus on running their business.\n\nWe’re hiring an Associate Software Engineer for our Toronto Expenses pod. You’ll work alongside 3–4 senior engineers building expense submissions, approvals and reimbursements, while helping migrate services from Ruby/Rails to Go and develop AI-powered features.\n\nWe’re looking for:\n\n• 1+ year of professional software engineering experience\n• Experience with a modern server-side language and interest in learning Go\n• Knowledge of REST APIs, SQL, and relational data models\n• A product-minded, customer-focused approach\n• Curiosity about AI-assisted development\n\nOur stack includes Go, Ruby on Rails, JavaScript, MySQL, Kafka, AWS, Redis, Docker, Terraform, Kubernetes, CircleCI, and Datadog.\n\nApply: https://grnh.se/wlv9zr391us"
  }
}

{
  "judgment": {
    "query_id": "frontend_keywords",
    "job_id": "job_43d82b0a0f09bea91bb1",
    "grade": 2,
    "confidence": "high",
    "reason": "The posting explicitly includes a software engineering role using React, matching the requested frontend work.",
    "evidence": [
      "* Senior Software Engineer (JavaScript, React, Angular, Vue)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Android Engineer (Kotlin); Senior React Native Engineer; Senior Software Engineer (JavaScript, React, Angular, Vue); Software Architect",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e4dc79a727acf59e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_e4dc79a727acf59e"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "kotlin",
        "label": "Kotlin"
      },
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "angular",
        "label": "Angular"
      },
      {
        "id": "vue",
        "label": "Vue"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "This Dot Labs | Senior Android Engineer (Kotlin), Senior React Native Engineer, Senior JavaScript Engineer, Software Architect | REMOTE\n\nThis Dot Labs is an AI-native software engineering consultancy with a remote-first, global team. We help companies design, build, modernize, and scale production software.\n\nWe are hiring experienced engineers for:\n\n* Senior Android Engineer (Kotlin)\n* Senior React Native Engineer\n* Senior Software Engineer (JavaScript, React, Angular, Vue)\n* Software Architect\n\nYou will work directly with clients and collaborate with experienced engineers across time zones. We value strong communication, independent ownership, technical excellence, and active participation in the developer community.\n\nDetails and applications: https://www.thisdot.co/jobs\n\nQuestions: [email protected]\n\nPlease mention Hacker News when applying."
  }
}

{
  "judgment": {
    "query_id": "tools_intent",
    "job_id": "job_27a59a8a56551694b7ab",
    "grade": 1,
    "confidence": "high",
    "reason": "The internship involves systems software and research tooling, which is adjacent to developer-tool work, but its stated focus is robotics training and deployment rather than compilers or command-line software-build tools.",
    "evidence": [
      "We have two tracks available, either offline training infrastructure for RL (physics simulation, gaussian splatting, RL algo implementation) or on-robot deployment (online inference, fast C++).",
      "The software team in Zürich is involved in building the tools that accelerate research, while having a close connection to what the researchers are doing."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work on compilers or command-line tools that programmers use to build software."
    ]
  },
  "posting": {
    "title": "Software Engineering Intern",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_b0158c8fd16e4e23"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE (Zürich, Switzerland)"
      ],
      "evidence_ids": [
        "ev_079610e6c2781c14"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CH"
      ],
      "evidence_ids": [
        "ev_d0677326087e9248"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Robotics and AI Institute | Software Engineering Intern | ONSITE (Zürich, Switzerland) | Internship | No visa sponsorship\n\nWe're hiring some robotics systems software focused interns in our Zürich office. We're specifically looking for late stage masters students with strong software engineering fundamentals and some skills in turning math into performant code. We have two tracks available, either offline training infrastructure for RL (physics simulation, gaussian splatting, RL algo implementation) or on-robot deployment (online inference, fast C++).\n\nThe software team in Zürich is involved in building the tools that accelerate research, while having a close connection to what the researchers are doing.\n\nWe're looking for people who already have the right to work in Switzerland. That means Swiss/EU/EFTA citizens, or those with a work permit in Switzerland already.\n\nApplication link: https://jobs.lever.co/rai/46c744a8-2817-4453-8b3b-20b6d0ea1e..."
  }
}

{
  "judgment": {
    "query_id": "tools_constraints",
    "job_id": "job_0dfb35d8f687a9873165",
    "grade": 1,
    "confidence": "high",
    "reason": "The backend engineering role is plausibly related, and worldwide remote work supports working remotely from Mexico. However, developer-tools duties, junior seniority, and a no-degree hiring policy are not stated.",
    "evidence": [
      "Backend Software Engineer (Python, PostgreSQL/PostGIS, Docker, AWS, Terraform)",
      "(worldwide remote)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Developer-tools engineering duties",
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Backend Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_4ebd2e07837419fc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Global)"
      ],
      "evidence_ids": [
        "ev_b82ea5d89f1fa2c6"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_5faaabafd04bf98f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 155000.0,
        "min": 135000.0,
        "period": null,
        "currency": "USD",
        "original": "$135-$155k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_652649950086210c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "single_role",
    "description": "Enveritas (YC S18, non-profit) | Backend Software Engineer | Remote (Global) | https://enveritas.org/jobs/\nEnveritas is a 501(c)(3) nonprofit working on sustainability issues facing smallholder coffee farmers. We collect field data in 30+ countries and build systems for analyzing risks in coffee, cocoa, and tea supply chains (including EUDR-related deforestation checks).\n\n* Backend Software Engineer (Python, PostgreSQL/PostGIS, Docker, AWS, Terraform) - $135-$155k -https://enveritas.org/jobs/backend-software-eng/#10d7adef8us (worldwide remote)"
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_5686a66ed55540e96a8f",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on platform infrastructure and developer tooling, not Swift iOS mobile application engineering.",
    "evidence": [
      "As a Senior Platform Engineer, you’ll help shape the platform capabilities that sit between code and production, from CI/CD and cloud infrastructure to observability, developer tooling, and operational workflows."
    ],
    "unmet_requirements": [
      "Swift iOS mobile engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Engineer (Platform)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_6c34bae0bd0a8cf1"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4)"
      ],
      "evidence_ids": [
        "ev_076d7f2d77891151"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "OysterHR | Senior Engineer (Platform) | Remote EMEA (Europe, Middle East, Africa) (UTC+0 UTC+4) | Full-time\n\nThe best jobs have always clustered in a handful of the world's wealthiest cities. But talent is everywhere. Oyster set out to close that gap - building a global employment platform that lets companies hire, pay, and care for brilliant people anywhere.\n\nOyster’s Platform Flow Engineering team builds the systems and tooling that allow our engineers to ship software quickly, safely, and reliably at scale. As a Senior Platform Engineer, you’ll help shape the platform capabilities that sit between code and production, from CI/CD and cloud infrastructure to observability, developer tooling, and operational workflows.\n\nYou’ll work closely with application and security engineers to remove infrastructure complexity, create better developer experiences, and build reliable, secure foundations that scale with Oyster. You’ll also explore practical ways to use AI to improve developer productivity, automate operational workflows, and reduce engineering toil.\n\nhttps://www.oysterhr.com/careers?ashby_jid=51d58fcb-8e1c-457..."
  }
}

{
  "judgment": {
    "query_id": "security_keywords",
    "job_id": "job_1c613818cec72541dae3",
    "grade": 1,
    "confidence": "high",
    "reason": "The platform security role is plausibly relevant, but the posting does not describe incident response responsibilities.",
    "evidence": [
      "Senior Platform Security Engineer"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the security role involves incident response engineering."
    ]
  },
  "posting": {
    "title": "Senior Platform Security Engineer; Backend Engineer (Mid Level); Data Scientist (Mid & Sr Levels)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_b6394df28da2d7ee",
        "ev_4cdf761971d9c286"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE NYC or REMOTE (US/Can)"
      ],
      "evidence_ids": [
        "ev_c93ff48cbe0cb139"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7061db18248afedb"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170-240K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_58ecc43caf2fd97b"
      ]
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Spade | Multiple Engineering + Data Science Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity\n\nSpade is the data and AI platform for modern finance. We take messy transaction data and turn it into structured, verified records — with a platform, models, and tooling that help our customers use it everywhere it matters.\n\nWe're looking for extraordinary builders to play a foundational role in a company designed for scale:\n\n- Senior Platform Security Engineer\n- Backend Engineer (Mid Level)\n- Data Scientist (Mid & Sr Levels)\n\nWe're well-funded by top investors (YC/a16z/OAK), and known for building intentional, inclusive culture. We offer competitive compensation (salary + equity) and comprehensive benefits.\n\nIf interested, please apply here (https://spade.com/careers/) and mention this post."
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_3d73eb93ca4c5c3647a4",
    "grade": 1,
    "confidence": "high",
    "reason": "The role directly supports autonomous robot navigation and physical hardware deployment, but does not state warehouse work or object manipulation/picking duties.",
    "evidence": [
      "Today that's wheeled navigation; we're dipping our toes into drones and eyeing weirder platforms like pipeline inspection.",
      "sensor integration and calibration (LiDAR, depth, IMU, encoders), the safety pipeline during autonomous runs, and getting trained policies onto real hardware."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work on warehouse navigation",
      "Work on robots picking up physical objects"
    ]
  },
  "posting": {
    "title": "Robotics / Hardware Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_c1bbb461a75bbda9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_a583f8eddbaecdec"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 200000.0,
        "min": 130000.0,
        "period": null,
        "currency": "USD",
        "original": "$130k–200k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_ffabf1ea4034fa57"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Lumen Labs | Robotics / Hardware Engineer | San Francisco, CA | ONSITE | Full-time | $130k–200k + equity | https://lumenresearch.co\n\nI'm Daniel, co-founder. Lumen Labs is building the cognitive layer for physical AI. Nearly every major robotics effort today teaches machines by showing them thousands of hours of human teleoperation. We think that paradigm has a ceiling, and we're working on nature-inspired architectures for unstructured environments (construction sites, mining, pipelines, battlefield). Pre-seed, backed by top VC funds and operators from robotics/AI companies.\n\nWe're a team of two and hiring teammate #3 to own the hardware and infrastructure that keeps our research platforms running: the ROS2 (Humble) stack across onboard and offboard compute, sensor integration and calibration (LiDAR, depth, IMU, encoders), the safety pipeline during autonomous runs, and getting trained policies onto real hardware. Today that's wheeled navigation; we're dipping our toes into drones and eyeing weirder platforms like pipeline inspection. Where we're at: zero-shot sim2real transfer with a policy that runs at 100Hz on an ESP32 and took under a day to train.\n\nYou: hands-on with real mobile robots (UART, encoders, PWM, IMU, LiDAR), strong Python + embedded, comfortable reading code you didn't write, and can debug hardware and firmware at the same time. If \"full-stack\" to you means firmware, a multimeter, and a ROS node in the same afternoon, you'll fit right in. Visa/relocation support for the right person.\n\nFull posting: https://desert-bearskin-26d.notion.site/Robotics-Engineer-Ro...\n\nEmail [email protected], mention HN, and tell us about a project you've built. If you can link to a time you got a trained policy running on real hardware, you go to the top of the pile."
  }
}

{
  "judgment": {
    "query_id": "mobile_constraints",
    "job_id": "job_1ba694fb586d2b7f52eb",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting recruits autonomy, perception, and frontend HMI engineers, not an identified junior iOS role, and explicitly restricts remote work to the US, conflicting with working from Mexico. Junior level and a no-degree policy are unstated.",
    "evidence": [
      "Valkyrie Aero | Software Engineer (Autonomy, Perception, Frontend) | REMOTE (US) | Contract | U.S. Citizens | https://valkyrieaero.com"
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "iOS engineering duties",
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Software Engineer (Autonomy, Perception, Frontend); Software Engineer, Autonomy; Software Engineer, Perception; Software Engineer, Frontend (HMI)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_84754a42f72b626b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_a95a1e7bc42327c8"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_182402da0e271997"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Valkyrie Aero | Software Engineer (Autonomy, Perception, Frontend) | REMOTE (US) | Contract | U.S. Citizens | https://valkyrieaero.com\n\nValkyrie Aero is a DoD prime contractor. We're building an airborne system for a manned counter-drone aircraft (that we operate) to enable a crew to find and engage Group 2-3 drones at low cost. Hiring contract software engineers for three roles:\n\n- Software Engineer, Autonomy\n\n- Software Engineer, Perception\n\n- Software Engineer, Frontend (HMI)\n\nWe’re a small team (for now) so this isn’t your traditional defense program. Bureaucracy kept to the absolute minimum. If you can work across more than one of these domains that’s a huge plus.\n\nI'm on the engineering team and read every application myself. I do not use AI to screen your applications and will read and reply to every single one; but please don’t send over walls of LLM generated text, I’d much rather be communicating with humans!\n\nApply: https://valkyrie-aero.breezy.hr/ and mention HN in your application."
  }
}

{
  "judgment": {
    "query_id": "tools_keywords",
    "job_id": "job_525ce3b8ed0ee8be9894",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on application security and security-scanning tools, not Rust compiler or compiler developer tooling. Rust is only a secondary language in the stack.",
    "evidence": [
      "Responsibilities include threat modeling and secure design review with product and platform teams, building and improving AppSec tooling (SAST/DAST/dependency scanning), and working directly with engineering teams to remediate findings.",
      "Stack: Python primarily, some TypeScript/React, some Rust, occasional JavaScript. Runs on GCP."
    ],
    "unmet_requirements": [
      "Rust compiler developer-tools engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Software Engineer, Application Security",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_a2036047bdad3c0c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_1e785e3069c05d22"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 330000.0,
        "min": 280000.0,
        "period": null,
        "currency": "USD",
        "original": "$280K–$330K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c55e795dabb71731"
      ]
    },
    "skills": [
      {
        "id": "security",
        "label": "Security engineering"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Discord | Senior Software Engineer, Application Security | San Francisco, CA | ONSITE | $280K–$330K TC\n\nDiscord is where communities and friend groups spend time together, on desktop, mobile, and now more and more inside games and third-party apps built on our platform. That surface area, plus a huge, engaged, occasionally adversarial user base, makes application security a genuinely hard and interesting problem here.\n\nWe're hiring a Senior Application Security Engineer to join the Product Security team. Responsibilities include threat modeling and secure design review with product and platform teams, building and improving AppSec tooling (SAST/DAST/dependency scanning), and working directly with engineering teams to remediate findings.\n\nStack: Python primarily, some TypeScript/React, some Rust, occasional JavaScript. Runs on GCP.\n\nLooking for: hands-on AppSec experience (not just compliance-flavored security), comfort reading and reviewing code across languages, and sound judgment on prioritizing real risk over checklist security.\n\nInterview process: recruiter call, coding round, HM interview, virtual onsite, decision.\n\nApply: https://job-boards.greenhouse.io/discord/jobs/8656854002"
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_43938b0ae1ce1cf74d74",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves cloud infrastructure and backend platform ownership, but emphasizes building computational services rather than maintaining container clusters, operational reliability, or outage response.",
    "evidence": [
      "You'll own backend services and computational pipelines spanning 3D geometry processing, mesh generation, model order reduction, calibration and neural network training.",
      "You might be a good fit if you have: strong production backend/cloud experience, Python (FastAPI or similar), relational databases, Docker, cloud infrastructure (GCP preferred), CI/CD and IaC — and enjoy making architecture decisions rather than just implementing tickets."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Container cluster reliability responsibilities",
      "Cloud deployment reliability responsibilities",
      "Outage response responsibilities"
    ]
  },
  "posting": {
    "title": "Backend & Cloud Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_082829736267e58a",
        "ev_4dd9a02f7b0825b5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (EU)"
      ],
      "evidence_ids": [
        "ev_a1a0f7e3f4029873"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "IT"
      ],
      "evidence_ids": [
        "ev_dfb33bb5af30a049"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 70000.0,
        "period": null,
        "currency": "EUR",
        "original": "€70k–€90k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_d15222213e47fda8"
      ]
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      }
    ],
    "role_kind": "single_role",
    "description": "Newtwen | Backend & Cloud Platform Engineer | REMOTE (EU) | Full-time | €70k–€90k+\n\nNewtwen is building a cloud platform that brings complex physics and data-driven intelligence directly onto microcontrollers, generating ultra-fast runtime firmware that executes in just a few microseconds.\n\nWe're looking for a Senior Backend & Cloud Platform Engineer to help architect and build our first production-grade cloud backend from the ground up. You'll own backend services and computational pipelines spanning 3D geometry processing, mesh generation, model order reduction, calibration and neural network training.\n\nA core part of the platform is dedicated to data-driven modeling, with a specialized neural-model library designed to make physical models adaptive in real time.\n\nYou might be a good fit if you have: strong production backend/cloud experience, Python (FastAPI or similar), relational databases, Docker, cloud infrastructure (GCP preferred), CI/CD and IaC — and enjoy making architecture decisions rather than just implementing tickets.\n\nLocation: REMOTE (EU), with the option to work hybrid in Italy\nCompensation: €70k–€90k+, depending on experience\n\nApply: [email protected] — mention Hacker News and include your LinkedIn/CV and, if available, GitHub or project links."
  }
}

{
  "judgment": {
    "query_id": "frontend_exclusion",
    "job_id": "job_0c6d53c576656d269277",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed engineering roles focus on backend and networking/client infrastructure, not frontend engineering. Remote eligibility from Mexico is not supported; the stated eligible country is Germany.",
    "evidence": [
      "- Senior/Staff Backend Engineer (Golang) : the control plane: peer\ncoordination, policy and access control, multi-tenancy, and keeping it\nall fast as customer networks grow into the hundreds of thousands of peers.",
      "- Network / Client Engineer (Golang) — the agent side: WireGuard,\nNAT traversal and hole punching, relays, DNS, and shipping one client\nacross Linux, macOS, Windows, iOS and Android."
    ],
    "unmet_requirements": [
      "Senior frontend engineering work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico"
    ]
  },
  "posting": {
    "title": "Senior/Staff Backend Engineer (Golang) : the control plane: peer; Network / Client Engineer (Golang) — the agent side: WireGuard; Solutions Engineer — technical, customer-facing, pre/post-sales. You'll",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f8d56197de0e4153"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany (or remote, CET/CEST overlap)"
      ],
      "evidence_ids": [
        "ev_0ff79e514be35961"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_4ee5c3c77adbcae1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "ios",
        "label": "iOS"
      },
      {
        "id": "android",
        "label": "Android"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "NetBird | Berlin, Germany (or remote, CET/CEST overlap) | Full-time\nhttps://netbird.io/careers\n\nNetBird is open source networking and access control WireGuard-based\noverlay networks with zero-config peer-to-peer connectivity. Open source, built\nin Europe, used by thousands of teams worldwide. We're a small and growing team going up against the incumbents in network security. Post Series A.\n\n- Engineering Manager : You will take a huge part in leading and scaling our engineering org. Unblocking, scaling, hiring, you'll still read code and hold technical opinions that impact the product. We're not looking for a pure people manager. Networking/infra background is a plus, not a filter. If you've scaled a team from 0 to 20+ and seen your product scale too, I'd love to talk to you.\n\n- Senior/Staff Backend Engineer (Golang) : the control plane: peer\ncoordination, policy and access control, multi-tenancy, and keeping it\nall fast as customer networks grow into the hundreds of thousands of peers.\n\n- Network / Client Engineer (Golang) — the agent side: WireGuard,\nNAT traversal and hole punching, relays, DNS, and shipping one client\nacross Linux, macOS, Windows, iOS and Android. If you enjoy debugging\nwhy one connection out of a thousand won't go peer-to-peer, this is\nthe role.\n\n- Solutions Engineer — technical, customer-facing, pre/post-sales. You'll\nbe the person who architects a rollout for a 500-person company's\nnetwork live on a call, and a great channel back into the roadmap.\n\nWe have an office in Berlin and mostly work CET/CEST. We'd love to have you\nin the office with us, but if your experience is stellar we're happy to hire\nremote. We're scaling quickly, so this is a chance to join early and scale your career as well as with the company.\n\nApply at https://netbird.io/careers, please mention you found us on Hacker\nNews in your application."
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_3d2e36e0c064426783ac",
    "grade": 0,
    "confidence": "high",
    "reason": "This is a technical product management role owning a roadmap and QA, not a UX/product design or user research role.",
    "evidence": [
      "Product Engineer (Product Manager role, not a Full-stack role)",
      "Looking for 3+ years PM in B2B SaaS with an actual technical background - eng or QA before PM, or a PM who's been getting into the codebase themselves."
    ],
    "unmet_requirements": [
      "UX/product design and user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Product Engineer (Product Manager role, not a Full-stack role)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b0217dc5b781d4f9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (anywhere, EST hours)"
      ],
      "evidence_ids": [
        "ev_15ff5f0424097ddd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 34.0,
        "min": 23.0,
        "period": "hour",
        "currency": "USD",
        "original": "$23-$34 USD/hour",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_60a3494e8fb46359"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "django",
        "label": "Django"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "single_role",
    "description": "Search Atlas | Product Engineer (Product Manager role, not a Full-stack role) | REMOTE (anywhere, EST hours) | Full-time contractor | $23-$34 USD/hour | https://careers.searchatlas.com/jobs/599248-product-engineer...\n\nWe're ~160 people, fully remote, building an AI marketing platform. Our main product is OTTO, which runs a site's SEO on its own - it reads live search data and pushes the technical and on-page fixes itself, nobody queues them up. Around that we've got ad automation for Google and Meta, GBP management for multi-location brands, content gen, and LLM visibility tracking (whether ChatGPT and co are citing you). Autotrader, Hyundai, P&G, Vendasta are some of our customers.\n\nWork happens in pods, 1 PM and 2-4 engineers. You own your pod's roadmap and ship it with them, no veteran PM signing off on your specs first. That's the part most PM roles won't hand you.\n\nLooking for 3+ years PM in B2B SaaS with an actual technical background - eng or QA before PM, or a PM who's been getting into the codebase themselves. You should be able to read Python and TS, write your own SQL, find your way around an API, and not need an engineer to tell you what a stack trace says. We're Django on the back, React/Next on the front. QA is yours end to end including release sign-off, people tend to underestimate that bit. And you're already using Claude Code or similar daily, not \"open to it\".\n\nProcess is screen with me, a take-home that runs about 75 mins, technical round with one of our senior PMs, then a call with our Director of Product (who you'd report to). I usually come back to people within 2 business days.\n\nOur ATS forces us to list specific countries but we hire from anywhere as long as you can do EST hours, so apply even if yours isn't on there.\n\nApply at the link and mention HN somewhere, in your pitch or wherever it fits. I'm João Pedro, I read all of your emails. [email protected] if you need me, though the link's faster.\n\nP.S: If you're not a PM, you can still reach out, explain your role briefly and I can redirect you to an appropriate role, or you could just check out our careers page and apply directly to the role that suits you best (preferred method)."
  }
}

{
  "judgment": {
    "query_id": "design_keywords",
    "job_id": "job_723d563ec8307b356066",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks a senior data engineer building data or platform services, not a UX/product designer conducting user research.",
    "evidence": [
      "we're looking for a Senior Data Engineer.",
      "7 yoe (5 of which building production-grade data or platform services)"
    ],
    "unmet_requirements": [
      "UX/product design and user research work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_822031a178a5ddc9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (USA)"
      ],
      "evidence_ids": [
        "ev_80f0cb28b2b88bb7"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9f373dd2578dcc24"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90.0,
        "min": 80.0,
        "period": "hour",
        "currency": "USD",
        "original": "80-90 USD per hour",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_b7e6d308443deaab"
      ]
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "dbt",
        "label": "dbt"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "spark",
        "label": "Spark"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "airflow",
        "label": "Airflow"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Virtasant (1099 contractor for a client of ours) | Virtasant.com | Remote (USA)| full-time\n\nHey, we are a finops/cloud optimization company that also helps some of our clients with their hiring needs. For one of them (a solid healthcare data company) we're looking for a Senior Data Engineer.\n\nThe legal stuff:\nYou need to live in the USA and be under one of the following conditions:\na) US citizen\nb) Green Card holder\nc) Sole owner of your own LLC company (not co-owner, sole owner)\n\nSadly, all other options are not possible, like H1B, OPT, EAD, or CPT visas, are not possible for us.\n\n80-90 USD per hour, changes of going a bit above if the candidate is amazing.\n\nThe tech stuff:\n7 yoe (5 of which building production-grade data or platform services), AWS-heavy (if you're stronger on Azure or GCP, then it's not for you, sorry), Python, SQL, dbt, (Snowflake OR BigQuery OR Redshift), Spark, Kafka, (Iceberg OR Delta OR Hudi), (Airflow OR Dagster OR Prefect), CI/CD, Docker, AWS.\n\nHere's the JD, where you can apply - https://virtasant.teamtailor.com/jobs/7563920-senior-data-en...\n\nThank you!"
  }
}

{
  "judgment": {
    "query_id": "embedded_intent",
    "job_id": "job_5398409fd45cb159d204",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for backend SaaS product engineering, not embedded firmware running on small chips or communicating with sensors.",
    "evidence": [
      "You are comfortable maintaining, expanding and operating an B2B SaaS platform with a high sense of ownership.",
      "You have strong proficiency in any backend language or platform (we particularly like Rust or Golang background)"
    ],
    "unmet_requirements": [
      "Embedded software development for tiny chips and sensor communication"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_a1e6d87c3984e3ae",
        "ev_db65b32ff9ca950d"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-site (hybrid) in Stockholm, Sweden"
      ],
      "evidence_ids": [
        "ev_01e74e9dde61982b"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "SE"
      ],
      "evidence_ids": [
        "ev_f7ca8294ea3c59e9"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "go",
        "label": "Go"
      }
    ],
    "role_kind": "single_role",
    "description": "Pango (YC S26) | Founding Software Engineer | On-site (hybrid) in Stockholm, Sweden | Full time\n\nPango is building the world's first Agentic Operating System for e-commerce logistics. Our vision is to create the AI e-commerce employee of the future. We are forming our core team in Stockholm and are looking for exceptional engineers. We are backed by some of the most some of the most prominent investors in the world. In less than a year, we have seen massive growth where we can't keep up with the demand and need engineers to bring the product faster to the market.\n\nYou are a good fit if:\n\n* You are comfortable maintaining, expanding and operating an B2B SaaS platform with a high sense of ownership.\n\n* You have previous experience working at a SaaS product company as a founding or senior engineer\n\n* You have strong proficiency in any backend language or platform (we particularly like Rust or Golang background)\n\n* You have a pragmatic attitude and understand the importance of shipping velocity at an early stage startup\n\n* E-commerce (Shopify, WMS, IMS, shipping carrier integrations) experience is a plus.\n\nYou will take a key role in shaping the product and company, with ability to make an impact and advance career limited only by your aptitude and interest.\n\nReach out to [email protected] if you are interested or have any questions. We review applications immediately and move quickly.\n\nPlease don't use AI to write the initial message."
  }
}

{
  "judgment": {
    "query_id": "security_exclusion",
    "job_id": "job_5db895928a1171e1c9f0",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting restricts remote work to the US, conflicting with remote work from Mexico and the exclusion of US-restricted jobs. It also does not establish security-engineering duties.",
    "evidence": [
      "Oklo | Remote (US) or Santa Clara or Brooklyn | Full time | https://oklo.com"
    ],
    "unmet_requirements": [
      "Remote work from Mexico",
      "Exclude jobs restricted to US residents"
    ],
    "unknown_requirements": [
      "Security-engineering duties"
    ]
  },
  "posting": {
    "title": "Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/4018702004; Senior Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/5739483004; Software Engineer (Applied AI/ML): https://job-boards.greenhouse.io/oklo/jobs/6150355004",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_53d2a82119b17abc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US) or Santa Clara or Brooklyn"
      ],
      "evidence_ids": [
        "ev_047a4d1fec307b30"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7435eb2704b3490e"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Oklo | Remote (US) or Santa Clara or Brooklyn | Full time | https://oklo.com\n\nJoin us in pioneering the next generation of nuclear reactors! You'll leverage your software skills alongside nuclear engineers to model, simulate, design, and deploy advanced fission power technology. You will work at the forefront of the nuclear industry, developing novel techniques to reach new levels of safety, efficiency, and resiliency. Come be a part of powering the future with advanced fission power plants to provide clean, reliable, affordable energy.\n\nWe are hiring for:\n\n- Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/4018702004\n\n- Senior Software Engineer: https://job-boards.greenhouse.io/oklo/jobs/5739483004\n\n- Software Engineer (Applied AI/ML): https://job-boards.greenhouse.io/oklo/jobs/6150355004\n\nSee more opportunities here: https://job-boards.greenhouse.io/oklo\n\nPlease mention Hacker News in your cover letter!"
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_7f4606b4db8cf8cff405",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting seeks principal and distinguished engineers building consumer products, not a junior developer educator. Remote work is supported, but Mexico eligibility and a no-degree policy are not explicitly established.",
    "evidence": [
      "Hiring principal and distinguished engineers to build net new products",
      "Remote, anywhere with reasonable timezone overlap (and for someone truly exceptional, we'll make async work)"
    ],
    "unmet_requirements": [
      "Junior seniority",
      "Developer educator work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9b4344121804be8b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE ALMOST ANYWHERE IN THE WORLD"
      ],
      "evidence_ids": [
        "ev_9b849db3919ca435"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 750000.0,
        "min": 750000.0,
        "period": null,
        "currency": "USD",
        "original": "$750k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_9a20d6e5d0008b0c"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "ALBERT | REMOTE ALMOST ANYWHERE IN THE WORLD| Hiring principal and distinguished engineers to build net new products | up to ~ $750k\nHiring: exceptional consumer product engineers at Albert.\n\nWe're a consumer fintech with 25M+ users who trust us to budget, save, invest, and bank in one place. Profitable for 4+ years. And as of today, our average employee tenure is 3.6 years, a number you almost never see in startup tech, and one we're quietly proud of. People stay because the work is good, the people are sharp, and we've built something worth staying for.\n\nNow we're building net-new consumer products from zero, and we're looking for people who love to tinker and build stuff to ship them with us.\n\nThe kind of person we're looking for: • Top fraction of a percentile in craft, the kind of good that's hard to fake • Builds for fun, not just for work. The kind who ships a working prototype over the weekend and can't help themselves • Comfortable owning 0 to 1 consumer products end-to-end • Allergic to politics, theater, and bureaucracy\n\nWhat you get: • Remote, anywhere with reasonable timezone overlap (and for someone truly exceptional, we'll make async work) • Real scale from day one (20M+ users, real money, real consequences) • Compensation that beats the market. We pay well and we mean it. Base, discretionary year-end bonus, meaningful 401(k) match, and meaningful equity in a profitable, growing unicorn (the kind that's actually worth something) • Platinum PPO health benefits with Blue Shield, top of the top of the line, covering your entire family • A mission worth your time: make money simple, so people spend less time managing it and keep more of it • Small senior-heavy teams, direct ownership, no layers • Forthcoming with the business metrics that matter, so you always know how the company is actually doing • The startup perks done right: catered lunches, wellness stipend, team offsites, casual dress. The stuff that compounds when you're showing up engaged for years, not months • Profitable for 4+ years, so you build with conviction, not runway anxiety\n\nStack: python, claude, postgres, react.js /react native\n\nIf this is you, email us at [email protected]\n\nEdit: we are in the process of rebuilding our career site to speak to how we hire (e.g. hunt, dont post, find the best). Just an FYI\n\nAlso, we carefully review every application. If we think there may be a fit, we'll reach out within a few business days. Either way, thank you for your interest in what we're building and for taking the time to connect with us."
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_7142c67187fdb6d9427f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers early-career robotics software work, not explicitly machine learning, and its onsite/hybrid arrangement conflicts with the fully remote requirement. Mexico eligibility and a no-degree policy are unstated.",
    "evidence": [
      "Greenzie | Robotics Software Engineer (Early Career + Experienced) | Atlanta, GA | ONSITE/HYBRID | Full-time | https://greenzie.applytojob.com/apply",
      "You will own (or learn) a subsystem, debug messy field data, and ship to machines that mow for a living."
    ],
    "unmet_requirements": [
      "Fully remote work"
    ],
    "unknown_requirements": [
      "Machine learning engineering duties",
      "Eligibility to work remotely from Mexico",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Robotics Software Engineer (Early Career + Experienced)",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_16aa816e45914626",
        "ev_a1afd8d2488d36dc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Atlanta, GA"
      ],
      "evidence_ids": [
        "ev_0f8a6042555a849f"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Greenzie | Robotics Software Engineer (Early Career + Experienced) | Atlanta, GA | ONSITE/HYBRID | Full-time | https://greenzie.applytojob.com/apply\n\nGreenzie builds the autonomy software that runs on commercial mowers. We don't sell the iron — Wright, Mean Green, Bobcat, and Greenworks Commercial do, with our stack on them. Mission is to free humans from repetitive outdoor labor. The software is on hundreds of machines in the field today.\n\nWe're hiring roboticists who want production robots doing real outdoor work, not lab demos. C++, Python, ROS/ROS2. You will own (or learn) a subsystem, debug messy field data, and ship to machines that mow for a living.\n\n- Robotics Software Engineer | Early Career (0–3 yrs): https://greenzie.applytojob.com/apply/zaDr7OyOmj/Robotics-So...\n- Robotics Software Engineer | Experienced (3–6 yrs): https://greenzie.applytojob.com/apply/UdRcDlWSzs/Robotics-So...\n\nAlso open in Atlanta: Technical Service Coordinator.\n\nApply on those pages and mention HN. Questions: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "frontend_exclusion",
    "job_id": "job_5c62c22d038cfe26bdae",
    "grade": 0,
    "confidence": "high",
    "reason": "The senior design role includes frontend engineering, but both roles are explicitly US-remote, conflicting with working remotely from Mexico and the exclusion of US-restricted jobs.",
    "evidence": [
      "You’ll establish our design language and design system, prototype interactions, and ship responsive, accessible frontend experiences.",
      "Both roles are US-remote with periodic jobsite travel. US work authorization is required."
    ],
    "unmet_requirements": [
      "Remote work from Mexico",
      "Exclude jobs restricted to US residents"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Design Engineer, Senior Platform Engineer — Edge Systems",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_aa7af2520adf37f5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US)"
      ],
      "evidence_ids": [
        "ev_e0eba5421d8506f3"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_beac62dd69d13ae1"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "react-native",
        "label": "React Native"
      }
    ],
    "role_kind": "single_role",
    "description": "Odin | Senior Design Engineer, Senior Platform Engineer — Edge Systems | Remote (US) | Full-time\n\nOdin builds workforce visibility and compliance software for critical infrastructure. We’re deployed on 500+ active projects with 100K+ workers, securing more than $100B in construction value.\n\nSenior Design Engineer — Own interfaces from UX and visual design through production React. You’ll establish our design language and design system, prototype interactions, and ship responsive, accessible frontend experiences. We need someone who genuinely designs and codes.\n\nSenior Platform Engineer, Edge Systems — Build software connecting cameras, access-control readers, rugged devices, and local compute to our cloud across unreliable networks. Work includes protocols, real-time streams, buffering and synchronization, remote deployment, diagnosis, and recovery.\n\nOut stack: TypeScript, Node.js, GraphQL, Postgres, Kubernetes, GCP, React, React Native.\n\nBoth roles are US-remote with periodic jobsite travel. US work authorization is required.\n\nApply here: https://useodin.com"
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_5cbf63e44d695c31eb83",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers software development and automated testing roles, not teaching programmers through tutorials, workshops, or instructional code examples.",
    "evidence": [
      "Seeking Mid-to-Senior/Lead levels of Full Stack Java Engineers with experience in Java, Spring, Hibernate, Kubernetes, and Helm.",
      "Seeking Mid-to-Senior/Lead levels of Automation Testers with experience with Javascript and WebdriverIO."
    ],
    "unmet_requirements": [
      "Teaching programmers through tutorials, workshops, and working code examples."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_2d7739d672f9f6fb",
        "ev_6f44ee30041ab885"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only. Candidates MUST be based in the United States with US work authorization."
      ],
      "evidence_ids": [
        "ev_e57bb0852ada4c1a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f1c77510501f2fbc"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      },
      {
        "id": "spring",
        "label": "Spring"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Solution Street | Northern Virginia / Washington DC Metro Area - HYBRID & ONSITE roles available - USA only. Candidates MUST be based in the United States with US work authorization.\n\nWe are a software consulting company based in Northern Virginia.\n\nOur Website: https://www.solutionstreet.com/\n\nInterested? Apply on our Careers Page (Make sure to mention you found our post on Hacker News): https://solutionstreet.com/join.php\n\nCurrent Opportunities:\n- Java Engineers: (ONSITE Chantilly, VA) Seeking Mid-to-Senior/Lead levels of Full Stack Java Engineers with experience in Java, Spring, Hibernate, Kubernetes, and Helm.\n\n- Automation Testers: (ONSITE Chantilly, VA) Seeking Mid-to-Senior/Lead levels of Automation Testers with experience with Javascript and WebdriverIO. Must be comfortable coding in Javascript. Open to considering junior software engineers with expertise in Javascript for these roles as well.\n\n- Full Stack Python Developer: (ONSITE Dulles, VA) - Mid to Senior levels. Minimum of 5 years of professional experience.\n\n- Automated Test Engineer - Electrical Engineering: (ONSITE Dulles, VA) Contract role for 1.5 years. Skills and Qualifications: Experience in Python programming; Electrical Engineering experience; Python - async-io cooperative multitasking; State machines; SCPI equipment such as Keysight or Keithley."
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_4743ee122db565625fe5",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves building AI use cases and is plausibly relevant, but machine learning engineering duties are not explicit. The quoted compensation has no stated period, so it does not establish pay of at least USD 400,000 per year.",
    "evidence": [
      "We're a small, lean, mission-driven team and hiring Forward Deployed Engineers to build use cases and integrate deeply with agency customers.",
      "$160-220k + equity"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the duties include machine learning engineering.",
      "Whether annual pay meets the USD 400,000 minimum; the compensation period is unstated."
    ]
  },
  "posting": {
    "title": "Forward Deployed Engineer (All Levels)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_61ea686d4ba0f024"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_f993ec7f25706d87"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_e672ed143458effc"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 220000.0,
        "min": 160000.0,
        "period": null,
        "currency": "USD",
        "original": "$160-220k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_068ca01a74543ea0"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Statecraft | Forward Deployed Engineer (All Levels) | REMOTE (US) | $160-220k + equity\n\nAt Statecraft, we are building an AI workforce to help automate the US government. Currently our government is operated almost entirely by consultants who outnumber public servants 3:1 and institutionalize inefficiency so they can bill more hours. This only leads to agencies struggling to meet their missions, overworked and underpaid public servants, and overburdened taxpayers.\n\nMost of what these consultants do is easily automatable: data entry, basic spreadsheet work, filling out paperwork, etc.; we do this with AI and save taxpayers ~80% on average while completing the work ~10x faster with 2-3x less errors.\n\nWe're a small, lean, mission-driven team and hiring Forward Deployed Engineers to build use cases and integrate deeply with agency customers. You'll be working with critical systems, massive surface area and national impact.\n\n* This position requires U.S. citizenship and the ability to obtain/maintain a security clearance.\n\nMore details on role and perks here: https://careers.statecraft.ai/jobs/forward-deployed-engineer"
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_5a85d285783e78e6473f",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires onsite work in Oklahoma City, conflicting with fully remote work from Mexico. It also does not establish developer-education duties, junior seniority, or a no-degree policy.",
    "evidence": [
      "Leidos | https://www.leidos.com/ | Oklahoma City, OK, USA | Full Time | Onsite",
      "* Only hiring US Citizens/Green Card Holders for this position due to contractual requirements."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Developer educator duties",
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_55448c0a8f602a38"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Oklahoma City, OK, USA"
      ],
      "evidence_ids": [
        "ev_f85b97a2365cfc3b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "unreal",
        "label": "Unreal Engine"
      },
      {
        "id": "swift",
        "label": "Swift"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Leidos | https://www.leidos.com/ | Oklahoma City, OK, USA | Full Time | Onsite\n\n* Great opportunity to do meaningful work at the FAA with a welcoming team, interesting projects, and amazing benefits.\n\n* Tech Stack: C++ (14/17/20), Sockets (TCP/IP), MFC v14, Git/Bitbucket, Jira, Confluence, Agile, Kanban, Unreal Engine 5 (UE5), Swift, Blender, GDI/GDI+, PowerShell, Gemini, Jenkins, SonarQube, GoogleTest.\n\n* Only hiring US Citizens/Green Card Holders for this position due to contractual requirements.\n\n* Check out the posting and apply below:\n\nhttps://www.linkedin.com/jobs/view/4460147611/\n\nhttps://careers.leidos.com/jobs/18180624-software-engineer"
  }
}

{
  "judgment": {
    "query_id": "mobile_keywords",
    "job_id": "job_92eda3c80b6193e74000",
    "grade": 0,
    "confidence": "high",
    "reason": "The role develops embedded firmware for hardware, not Swift iOS mobile applications.",
    "evidence": [
      "We're hiring a firmware engineer to work close to the hardware across C/C++ or Rust, RTOS, BLE, embedded Linux, microcontrollers, sensors and audio pipelines, power optimization, device communication, and low-level debugging."
    ],
    "unmet_requirements": [
      "Swift iOS mobile engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Firmware Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_d7a8a3a2a46f9b18"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA"
      ],
      "evidence_ids": [
        "ev_403c5f992098825c"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "embedded",
        "label": "Embedded"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "MIRA | Firmware Engineer | San Francisco, CA | ONSITE | Full-time\n\nMIRA builds lightweight AI glasses that act as a second brain: they remember conversations, answer questions in under a second, translate 60+ languages, and surface useful context through a private display. We recently sold out and shipped our first batch, and have raised $6.4M from General Catalyst, Naval Ravikant, Pillar VC, and others.\n\nWe're hiring a firmware engineer to work close to the hardware across C/C++ or Rust, RTOS, BLE, embedded Linux, microcontrollers, sensors and audio pipelines, power optimization, device communication, and low-level debugging. We're looking for 3+ years of software or firmware engineering experience and a track record of shipping complex technical products end-to-end. Consumer hardware and early-stage startup experience are strong pluses.\n\nThis is a full-time, in-person role in San Francisco. We can't provide current or future U.S. visa sponsorship.\n\nApply: https://go.trymira.com/pages/firmware-engineer/"
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_41f8583b56bc0c1d1f51",
    "grade": 1,
    "confidence": "high",
    "reason": "Backend infrastructure and distributed-systems work is plausibly relevant to platform engineering, but the posting does not establish pay of at least USD 400,000 per year. Its stated $160k–$240k range has no specified pay period.",
    "evidence": [
      "* Backend — Python. Interesting work in at least two of: LLM systems and code generation, statistics, traditional AI/ML, large-scale data processing, distributed systems.",
      "Three roles, all $160k–$240k + equity:"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the stated range does not specify a pay period.",
      "Whether the backend role includes platform-engineering responsibilities."
    ]
  },
  "posting": {
    "title": "Senior Software Engineers — FDE, Full-Stack, Backend",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_62f3cbd74d0ca743"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US (Fully Remote)"
      ],
      "evidence_ids": [
        "ev_4464a72ee48869f4"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_844a5e5c890449cd"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 160000.0,
        "period": null,
        "currency": "USD",
        "original": "$160k–$240k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_79dae2e9a12d2bda"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Akkio | Senior Software Engineers — FDE, Full-Stack, Backend | US (Fully Remote) | Full-time | $160k–$240k + equity | https://www.akkio.com/jobs\n\nAkkio builds the AI platform the world's largest media agencies (Havas, Horizon Media, and others) use to run campaign workflows in production: audience building, media planning, measurement, and campaign analysis. Agentic workflows plus traditional ML, deployed on-premises inside agency cloud environments, directly on top of their data. We're ~50 people, past PMF, well funded, and growing revenue quickly.\n\nWe build agentically by default. Every engineer directs coding agents daily, and we're actively rebuilding our SDLC around that — not piloting it, not debating it. If you've felt that shift and want a team that's all the way in, that's us. We also run flat, so \"senior\" means ownership, not management layers.\n\nThree roles, all $160k–$240k + equity:\n\n* Forward-deployed engineer (FDE) — Python, TypeScript, true generalist. You embed with agencies whose systems steer billions in media spend and build whatever the problem needs: integrations, agent workflows, backend services. What you build in the field becomes product. Regular travel.\n\n* Full-stack (web) — Vue.js, TypeScript, Node.js. You've run projects, guided architecture, and survived framework upgrades and large refactors. You care about the experience analysts live in every day.\n\n* Backend — Python. Interesting work in at least two of: LLM systems and code generation, statistics, traditional AI/ML, large-scale data processing, distributed systems.\n\nDetails and application: https://www.akkio.com/jobs\n\nAll candidates must be authorized to work in the US."
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_822cc2c86fe86de173ba",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on cloud platform infrastructure and operational automation, not C++ microcontroller firmware development.",
    "evidence": [
      "Chronograph (chronograph.pe) | Platform Engineer | Full-Time | Remote (US) | $175,000 - $215,000 USD + equity",
      "Our ideal candidate has a passion for automating ops, troubleshooting infrastructure, and creating first-class developer experiences."
    ],
    "unmet_requirements": [
      "C++ microcontroller firmware engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9f868f84c37690ca"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US)"
      ],
      "evidence_ids": [
        "ev_61e269bdf5aa0652"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9a1585300652a168"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 215000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175,000 - $215,000 USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_1d874b481de2e053"
      ]
    },
    "skills": [
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "Chronograph (chronograph.pe) | Platform Engineer | Full-Time | Remote (US) | $175,000 - $215,000 USD + equity\n\nChronograph was founded to bring next-generation technology to private capital markets. Through our suite of cloud-based analytics and data management solutions, we help many of the world's largest and most sophisticated venture capital, private equity, and credit funds understand their investment performance in unprecedented detail. As our business grows, we're expanding the team, backed by a recent $140M+ growth equity raise.\n\nWe are looking for a candidate with a generalist background in software development, including 5+ years of experience on Platform Engineering, DevSecOps, Site Reliability Engineering (SRE), or MLOps teams. You'd be joining a small cross-functional team and have the chance to make critical contributions. Our ideal candidate has a passion for automating ops, troubleshooting infrastructure, and creating first-class developer experiences. On top of that, expertise with the following (or similar) tools/technologies is a strong signal of fit: Kubernetes, Prometheus, Grafana, Terraform, AWS, GitHub Actions, PostgreSQL, Node.js, Ruby on Rails, Nix, and Docker.\n\nIf interested, apply here: https://grnh.se/1pm4u2ys7us"
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_5a567b90cb76cad6e191",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is fullstack software engineering for an analytics SDK, not microcontroller firmware engineering. No C++ or embedded firmware duties are stated.",
    "evidence": [
      "Quill | Fullstack SWE | Full-time | Remote, PT/ET hours preferred | $150 - 210K USD + equity | https://quill.co/",
      "I’m a co-founder of Quill, a fullstack SDK for adding customer-facing analytics & data features to your app."
    ],
    "unmet_requirements": [
      "Microcontroller firmware engineering work"
    ],
    "unknown_requirements": [
      "Use of C++"
    ]
  },
  "posting": {
    "title": "Fullstack SWE",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d81915d4f06e6f31"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote, PT/ET hours preferred"
      ],
      "evidence_ids": [
        "ev_b915765e88f51139"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 210000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150 - 210K USD",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_e750c9e4eb95c5e6"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Quill | Fullstack SWE | Full-time | Remote, PT/ET hours preferred | $150 - 210K USD + equity | https://quill.co/\n\nI’m a co-founder of Quill, a fullstack SDK for adding customer-facing analytics & data features to your app. Backed by YCombinator & top-tier SV-based investors (fundraising not publicly disclosed; happy to share any details when we chat).\n\nSome examples of how customers get value from Quill:\n• pre-IPO fintech adds custom reporting & data export features to their money movement product.\n• Series B healthtech is now able to deliver completely custom in-product reports & dashboards to every enterprise customer they onboard.\n• Series A govtech adds analytics and reporting capabilities within their existing agent/chat product.\n\nReasons you’d love working with us:\n• Work with a small, focused, talented team on a highly technical product (by developers for developers).\n• Funded company in a big market, but still prelaunch with a team size <5\n• High level of product ownership with tight feedback loops: the products you build are shipped quickly and get used by real customers immediately. Our latest hire built our entire CLI product from 0 -> 1, and it was used in production by customers the day it shipped.\n\nWe are growing the team to keep up with demand for new features that our customers are asking us for, while also preparing for launch. We're looking for someone that will make us better. We’re just getting started, and want you to bring your opinions, expertise, and experience to the table (not just execute on the ideas we already have).\n\nContact: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "frontend_constraints",
    "job_id": "job_7e9a8c7a6dfae260bc69",
    "grade": 0,
    "confidence": "high",
    "reason": "The full-stack role includes frontend work, but its US-only remote restriction explicitly conflicts with working remotely from Mexico. Junior level and a no-degree policy are not stated.",
    "evidence": [
      "- Location: Remote (US only)",
      "Tech we use: Node.js / TypeScript backend, Postgres, AWS, React."
    ],
    "unmet_requirements": [
      "Fully remote eligibility from Mexico"
    ],
    "unknown_requirements": [
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_b65209d9f4b4a3e1"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_57eb3ac40f51926f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 180000.0,
        "min": 100000.0,
        "period": null,
        "currency": "USD",
        "original": "$100k-$180k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_353749679113e5cc"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "PrairieLearn (Remote US) — Full-Stack Software Engineer — TypeScript / Postgres / React / AI\n\nPrairieLearn (https://www.prairielearn.com) is an open-source assessment platform used by universities across the US (Berkeley, Princeton, Michigan, Illinois, and others). We power mastery-based learning and large-scale exams.\n\nWe’re a small, profitable, early-stage company (bootstrapped, no VC) that is growing quickly. Our users love us and we have very high retention and rapid spread through word of mouth. As an early-stage hire, you’ll work across the stack and enjoy meaningful ownership from day one.\n\nTech we use: Node.js / TypeScript backend, Postgres, AWS, React. We’re also developing AI tooling, including LLM agents to help instructors create content, and vision-language models to help grade student work. PrairieLearn is open core: https://github.com/PrairieLearn/PrairieLearn\n\nDetails:\n\n- Location: Remote (US only)\n\n- Salary: $100k-$180k depending on experience\n\n- Benefits: Stock options (0.5% - 1.5%), unlimited PTO, flexible hours\n\n- Role: Full-time. (We’re not able to sponsor visas at this time.)\n\nApply at https://www.prairielearn.com/jobs-ashby?utm_source=YeEJ5MAKk..."
  }
}

{
  "judgment": {
    "query_id": "robotics_constraints",
    "job_id": "job_8619d40c4d30d6d9918c",
    "grade": 0,
    "confidence": "high",
    "reason": "The robotics role explicitly requires at least three years of experience and residence in or relocation to Bremen, conflicting with junior work fully remote from Mexico. The remote option applies only to the non-robotics roles; degree policy is unstated.",
    "evidence": [
      "You should have at least 3 years of experience with humanoid robots, VLAs, teleoperation, and other relevant robotics systems.",
      "Professional knowledge of German is required, and you must live in or be ready to move to Bremen."
    ],
    "unmet_requirements": [
      "Junior robotics role",
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_41fdb595f9d91a80",
        "ev_cd9f4e5482555439"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (EU) / on-site in Bremen, Germany"
      ],
      "evidence_ids": [
        "ev_dee303cec4af8fb1"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_f892263447f0040c"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "AREO | Remote (EU) / on-site in Bremen, Germany | Full-Time | Equity | Roles: [Engineering Manager (Ruby on Rails), Lead Product Engineer (Ruby on Rails), Robotics Lead]\nMy name is Marius and I am the CTO at AREO (https://goareo.com/).\n\nAREO, founded in January 2023 by a team with 20+ years of combined experience in retail and startups, is a young startup specializing in developing innovative solutions for supermarkets and grocery retail stores.\n\nOur cutting-edge B2B SaaS platform optimizes workflows for employees by providing real-time access to inventory, product information, and customer inquiries. We serve large supermarket chains in Germany and across the EU.\n\nWe already hired two backend developers through \"HN - Who is hiring\" and are now seeking a Lead Product Engineer (Ruby on Rails) / Engineering Manager (Ruby on Rails) with a minimum of 8 years of experience (preferably in startups), as we recently closed another large contract with a major retail chain and are growing quickly.\n\nFor both the Lead Product Engineer and Engineering Manager roles, professional knowledge of German is required, and you need to be based in the EU.\n\nIf you're passionate about building innovative retail products from scratch, these roles are for you.\n\nBackend Stack: Ruby / Rails (8.x), StimulusJS / Hotwire / Turbo, AlpineJS, Postgres, Docker, DigitalOcean, OpenAPI, LLMs\n\nWe are also seeking a Robotics Lead to help us set up and run our new robotics lab in Bremen, Germany. We are building a retail robot, initially focusing on teleoperation and later on autonomous model development. You should have at least 3 years of experience with humanoid robots, VLAs, teleoperation, and other relevant robotics systems. Professional knowledge of German is required, and you must live in or be ready to move to Bremen.\n\nPerks: Fully remote roles in Europe for the Engineering Manager and Lead Product Engineer, work where you are most productive, sizeable equity in a rapidly growing company, flat hierarchies, no-ego work environment, work in a lean but highly experienced team.\n\nApply here: marius[at]goareo.com and mention \"HN - Who is hiring?\" and the role you are applying for in the subject."
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_56d8154fc2adb1bd04c0",
    "grade": 0,
    "confidence": "high",
    "reason": "This is a senior software engineering role, not a junior developer educator role, and remote eligibility is explicitly US-only, excluding work from Mexico. The degree policy is unstated.",
    "evidence": [
      "Confido Legal | Sr. Engineer | REMOTE (US only) | Full-time | $175k–$225k base",
      "We're looking for an expert in three or more of these (TypeScript required) with 3+ years of engineering experience."
    ],
    "unmet_requirements": [
      "Junior developer educator work",
      "Remote eligibility from Mexico",
      "Fully remote without required onsite meetings (~2 onsite meetings/year)"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Sr. Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_504c8fe5fff05e5a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US only)"
      ],
      "evidence_ids": [
        "ev_195660623d10fa96"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_23868fbc717198ac"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 225000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175k–$225k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_49ef0fe87d769700"
      ]
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Confido Legal | Sr. Engineer | REMOTE (US only) | Full-time | $175k–$225k base\n\nConfido Legal builds payments infrastructure for the legal industry. We're hiring a senior engineer to design, build, and maintain our software — leading architecture and product design, and translating business requirements into technical specs.\n\nThis is a broad, high-ownership role on a small team: you'll ship and maintain features end-to-end, lead architecture discussions, write clean and testable code, build automated E2E tests, do code reviews, and participate directly in company strategic planning. You'll also work closely with marketing and sales to keep technical work aligned with the business.\n\nStack: TypeScript everywhere, React + Next.js (mid-migration to Next.js), AWS with Pulumi IaC, Docker/ECS, GraphQL API, Figma (engineers participate in UI/UX).\n\nWe're looking for an expert in three or more of these (TypeScript required) with 3+ years of engineering experience.\n\n~2 onsite meetings/year. Open PTO, fully paid medical/vision/dental.\nApply: https://careers.confidolegal.com/careers/sr-engineer"
  }
}

{
  "judgment": {
    "query_id": "embedded_exclusion",
    "job_id": "job_aa8f60ec42678fe08445",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for senior backend payments and game-server engineering, not firmware engineering. It is remote, but eligibility to work from Mexico is unstated.",
    "evidence": [
      "Senior Backend Engineer, Payments, Ledger & Provable Fairness",
      "A server-authoritative game engine - seeds, nonces, outcome computation"
    ],
    "unmet_requirements": [
      "Firmware engineering work"
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "Whether the role is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Senior Backend Engineer, Payments, Ledger & Provable Fairness",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_589f6823e5f8dbd2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (2h overlap with US Pacific)"
      ],
      "evidence_ids": [
        "ev_243150baa35dd729"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160.0,
        "min": 120.0,
        "period": "hour",
        "currency": "USD",
        "original": "$120-160/hr",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_35ed8359d68e38fb"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Noricum | Senior Backend Engineer, Payments, Ledger & Provable Fairness | REMOTE (2h overlap with US Pacific) | Contract to permanent | $120-160/hr | Start by 14 Sep\n\nI'm the founder of Noricum where we build platforms – currently the money infrastructure, ledger, engine and payment rails behind a pre-launch wagering platform with a Steam skins economy. The games, a cashier and a bet ledger are built and live as a front end, with written specs for the server contract: ledger schema, refusal table, round lifecycle, every game's arithmetic. Processing and licensing are secured. The server does not exist. That is the job. You would own:\n\n- A server-authoritative game engine - seeds, nonces, outcome computation\n- A double-entry ledger where balance is derived and no client write can change it\n- Server-side enforcement of every limit and refusal\n- Payment rails idempotent under duplicated webhooks\n- Seed custody and the provably-fair lifecycle\n- An affiliate system with referral attribution and commission payouts\n\nMust have shipped: a double-entry ledger or equivalent money system in production, a payment integration including webhook idempotency, auth and sessions you built and operated, and infrastructure you owned end to end. Provably-fair systems, settlement-side gaming or trading infra, or Steam trade automation all stand out.\n\nEmail [email protected] with your start date and a few lines on the last money system you shipped - what it guaranteed, and how you knew it held."
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_ab316083952e42fd07fc",
    "grade": 1,
    "confidence": "high",
    "reason": "The Java backend role matches server-side development, but the posting does not describe endpoint development or relational database work.",
    "evidence": [
      "- Sr./Staff Java Backend Engineer (Brazil/Poland)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Endpoint development responsibilities",
      "Relational database responsibilities"
    ]
  },
  "posting": {
    "title": "Sr./Staff Security Engineer (Brazil); Sr./Staff Analytics & Data Architecture Engineer (US/Canada); Sr./Staff Java Backend Engineer (Brazil/Poland); Staff Web SDK Engineer (US/Brazil/India/Canada/Poland/UK) (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_46654a1e869b38aa"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US/Canada/Brazil/Poland/UK/India)"
      ],
      "evidence_ids": [
        "ev_dad68d33846602fd"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA",
        "BR",
        "PL",
        "GB",
        "IN"
      ],
      "evidence_ids": [
        "ev_39e215af5c506f8a",
        "ev_90690f0e84088e67",
        "ev_d48a7d66339c6c3e",
        "ev_9bee94e26869c1e0",
        "ev_ba929ac1d2242011",
        "ev_95cd44a1d8cf84e5"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Oscilar.com | Sr/Staff Software Engineers, Security Engineer, Data Scientist | REMOTE (US/Canada/Brazil/Poland/UK/India)\n\nFull-time AI Risk Decisioning™ platform that helps organizations manage onboarding, fraud, credit, and compliance risks\n\nOpen roles:\n\n- Sr./Staff Security Engineer (Brazil)\n- Sr./Staff Analytics & Data Architecture Engineer (US/Canada)\n- Sr./Staff Java Backend Engineer (Brazil/Poland)\n- Staff Web SDK Engineer (US/Brazil/India/Canada/Poland/UK)\n- Data Scientist (US/Canada)\n\napply at: https://jobs.ashbyhq.com/oscilar?utm_source=HackerNews"
  }
}

{
  "judgment": {
    "query_id": "tools_constraints",
    "job_id": "job_8637cddf28769608b68b",
    "grade": 0,
    "confidence": "high",
    "reason": "The infrastructure tooling work is relevant, but the explicitly senior role and Europe-only remote location conflict with a junior role worked remotely from Mexico. The degree policy is unstated.",
    "evidence": [
      "Spacelift | Remote (Europe) | Full-time | Senior Software Engineer | $80k-$110k+ (can go higher)",
      "We're looking for backend developers who like doing DevOps'y stuff sometimes (because in a way it's the spirit of our company), or have experience with the cloud native ecosystem."
    ],
    "unmet_requirements": [
      "Junior seniority",
      "Remote work from Mexico (posting specifies Europe)"
    ],
    "unknown_requirements": [
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Senior Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_0fbd7b69c0f5d5d6"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Europe)"
      ],
      "evidence_ids": [
        "ev_e72d78c5e4da7dab"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 110000.0,
        "min": 80000.0,
        "period": null,
        "currency": "USD",
        "original": "$80k-$110k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c5249c13dcc05222"
      ]
    },
    "skills": [
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "aws",
        "label": "AWS"
      }
    ],
    "role_kind": "single_role",
    "description": "Spacelift | Remote (Europe) | Full-time | Senior Software Engineer | $80k-$110k+ (can go higher)\n\nWe're a VC-funded startup (recently raised $51M Series C) building an infrastructure orchestrator and collaborative management platform for Infrastructure-as-Code – from OpenTofu, Terraform, Terragrunt, CloudFormation, Pulumi, Kubernetes, to Ansible.\n\nOn the backend we're using 100% Go with AWS primitives. We're looking for backend developers who like doing DevOps'y stuff sometimes (because in a way it's the spirit of our company), or have experience with the cloud native ecosystem. Ideally you'd have experience working with an IaC tool, i.e. Terraform, Pulumi, Ansible, CloudFormation, Kubernetes, or SaltStack.\n\nOverall we have a deeply technical product, trying to build something customers love to use, and have a lot of happy and satisfied customers. We promise interesting work, the ability to open source parts of the project which don't give us a business advantage, as well as healthy working hours.\n\nIf that sounds like fun to you, please apply at https://careers.spacelift.io/jobs/3006934-software-engineer-...\n\nYou can find out more about the product we're building at https://spacelift.io and also see our engineering blog for a few technical blog posts of ours: https://spacelift.io/blog/engineering"
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_a5daf4cdc91900922101",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires in-office work in Noida, conflicting with fully remote work from Mexico. Its advertised technical roles also do not establish developer education duties or a no-degree policy.",
    "evidence": [
      "We are not flexible on in-office work because of operational requirements - please do not apply if you can't relocate/work from office.",
      "Systems Engineer - Everything at the OS layer."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Developer educator duties",
      "Junior developer educator seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_1d5df76e99db987f"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Noida, India (Delhi NCR)"
      ],
      "evidence_ids": [
        "ev_d9b57713e92eb174"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "IN"
      ],
      "evidence_ids": [
        "ev_ea9e78d93f159d1e"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "linux",
        "label": "Linux"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "android",
        "label": "Android"
      },
      {
        "id": "java",
        "label": "Java"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Stpkr Technologies | Noida, India (Delhi NCR) | ONSITE | Multiple roles\n\nStpkr Technologies is hiring for the following roles to build the next generation of wearable devices.\n\nWe are currently looking for the following roles but we are also open to interviewing any candidates who feel like they will do their best work here - even if your skillset/experience doesn't fit the current defined roles. Our current team doesn't fit the conventional mold, and we don't expect our future hires will either. If you don't fit the advertised roles, just send us a mail per the same process with whatever job title would fit you the best.\n\nWork is in person near Noida Sector 18, walking distance from Sector 18 Metro Station. We prefer in office work, and for you to be located within Delhi/NCR, Pay is competitive (9-12 LPA), and there are opportunities to earn meaningful equity down the line. We prefer current and recent undergraduates for our roles. If you are still in college we welcome you to apply nonetheless provided you can work as an intern for us in person. Super-flexible overall and all of our current team started out as interns. We are not flexible on in-office work because of operational requirements - please do not apply if you can't relocate/work from office.\n\nHiring across OS, software, and hardware. AI policy across all roles: you should be able to do the work without AI, and much faster with it.\n\nSystems Engineer - Everything at the OS layer. You've rooted phones, flashed custom ROMs, broken and fixed Linux for fun. Comfortable in C/C++. GitHub with kernel-adjacent or LineageOS-type projects a plus. Stack: Android, Linux, C, C++, Java. Filter: send us something you built where you had to fight the OS or hardware.\n\nHardware Engineer - Bring-up/Debug/Integration - Take EVT/DVT boards and make them work. Comfortable with J-Link and IDE debugging, reading schematics and reference designs. KiCad/Altium/EasyEDA hobby work would make you ideal. PetaLinux experience or hunger to learn it. ECE undergrad fine. Filter: photo of a board you designed or debugged, plus what went wrong.\n\nHardware Engineer - Power/RF/Wireless - Make the power and RF paths behave on EVT/DVT boards. Hands-on with schematic capture, layout, soldering, scope/logic analyzer. Given two unknowns, you pick one and start measuring. Filter: sensor fusion work, how noise behaves across protocols, and SPI debug chops.\n\nFounder's Office - Work closely with the founder and the rest of the team to manage the day to day and long term affairs of the company, the Man Friday of the company. Must have a decent degree of technical knowledge (we are a tech company after all) and be efficient at administrative tasks as well as management. Speed and learning ability are prized here, there will not always be a clear path to the work you have to do here, so you will have to figure some of it out on your own.\n\nTo apply, contact [email protected] with the subject line \"HN - Human\" and a brief intro for further communication. Attach any documents you deem useful there. Please include the role you are applying for at the top of the email if it is one of the above mentioned, otherwise whatever role fits you best. Shortlisting will be online, interviews will be in person. We are hiring quickly, expect to hear back from us within 2-3 days of applying. If you don't, assume you will not. If you are using an AI agent to mass apply for jobs and we can tell, then you will not hear back. Use an expensive one :P (reiterating this, because we receive so much AI spam now. Thanks for your time!"
  }
}

{
  "judgment": {
    "query_id": "ml_constraints",
    "job_id": "job_91c9f27764e878630168",
    "grade": 0,
    "confidence": "high",
    "reason": "The model-development work is relevant, but the explicit requirement for 2–4 years of production experience conflicts with the requested junior role. Remote work is stated; Mexico eligibility and a no-degree policy are not established.",
    "evidence": [
      "You will develop and improve models that classify digital activity, identify meaningful privacy and security behaviors, and assess the confidence and significance of findings.",
      "Looking for 2 to 4 years of production experience in data science and machine learning."
    ],
    "unmet_requirements": [
      "Junior role: the posting requires 2–4 years of production experience."
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico.",
      "No university degree required."
    ]
  },
  "posting": {
    "title": "Data Scientist, Classification and Scoring",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d394a7ede4f8c973"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE: North America / Europe, UTC-8 to UTC+2"
      ],
      "evidence_ids": [
        "ev_c07e84261d8f74a9"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Lokker.com | Data Scientist, Classification and Scoring | REMOTE: North America / Europe, UTC-8 to UTC+2 | Full-time\n\nLokker is a privacy platform. We continuously analyze websites, applications, third-party technologies and data flows to identify privacy, security and consent risks in production. We have built a large proprietary dataset from years of observing real-world digital behavior, and we are hiring a data scientist to help us expand and improve the classification, scoring and risk intelligence built on it.\n\nYou will develop and improve models that classify digital activity, identify meaningful privacy and security behaviors, and assess the confidence and significance of findings.\n\nLooking for 2 to 4 years of production experience in data science and machine learning. Strong Python and SQL, pandas or Polars, scikit-learn and modern classification techniques, familiarity with model evaluation and explainability. Practical experience in training and evaluating supervised classification models on real PRODUCTION data, practical LLM experience beyond simple demonstrations, and curiosity about how websites and internet technologies actually behave. You do not need a privacy or adtech background. We will teach the domain.\n\nYou will work closely with engineering, product and privacy experts, and what you build goes directly into the product.\n\nIMPORTANT: the timezone range above is a hard requirement, not a preference. We cannot make an exception.\n\nON APPLICATIONS: we assume you used AI to help write it. So do we. What we cannot do is verify a claim that exists only in the document you sent us, so make sure the skills you claim are visible somewhere public: LinkedIn with real dates and role detail, GitHub, papers, Kaggle, a writeup, a talk. If your best work is under NDA, say so and describe it in your own words.\n\nA human reads every application. No keyword filter, no automated rejection.\n\nApply: https://lokker.com/careers/openings/data-scientist-classific..."
  }
}

{
  "judgment": {
    "query_id": "embedded_exclusion",
    "job_id": "job_7dea51e5e040f397d4d6",
    "grade": 0,
    "confidence": "high",
    "reason": "The role focuses on onboard network architecture and connectivity rather than senior firmware engineering. Its Berlin hybrid arrangement and stated Germany eligibility conflict with working remotely from Mexico; limited remote days abroad do not establish Mexico-based eligibility.",
    "evidence": [
      "FlixTrain | Technical Expert Onboard Connectivity | Berlin, Germany | ONSITE (hybrid) | Full-time",
      "writing specs, defining network architectures, monitoring live performance, and driving improvement projects from their conception to the finish line."
    ],
    "unmet_requirements": [
      "Senior firmware engineering work",
      "Remote work based in Mexico"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Technical Expert Onboard Connectivity",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_b7b35ff3f8468bbc",
        "ev_931ffe0b8d8adf8c",
        "ev_134e3f9700849d2e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Germany"
      ],
      "evidence_ids": [
        "ev_045431d18fabd014"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_698e2f120f7d5266"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "FlixTrain | Technical Expert Onboard Connectivity | Berlin, Germany | ONSITE (hybrid) | Full-time\n\nFlixTrain is on a mission to make long-distance rail travel affordable and sustainable across Europe. Every passenger we shift to rail matters, and the onboard connectivity is a key part of what makes people switch.\n\nWe're hiring an Onboard Technology Manager to own everything that keeps passengers connected and crew productive on the train: Wi-Fi and network infrastructure, onboard units, and mobile devices for train staff. As satellite constellations and 5G redefine what's possible for high-speed mobile connectivity, you'll help set the direction for the technology being adopted on the largest non-governmental train fleet: writing specs, defining network architectures, monitoring live performance, and driving improvement projects from their conception to the finish line.\n\nThe role is highly cross-functional. You'll work with internal partners (operations, customer product, and rail engineering) and external ones, such as tech vendors (Icomera and Advantech) and train manufacturers (Siemens, Talgo).\n\nWhat we're looking for:\n\n- Bachelor's or Master's in Telecommunications, CS, Electrical Engineering, or similar\n\n- 2+ years hands-on with network architecture, Wi-Fi systems, or Mobile Device Management (ideally in rail or a similarly complex environment)\n\n- Strong troubleshooting skills on complex networked systems\n\n- Comfortable leading cross-functional initiatives and communicating clearly with both engineers and non-technical stakeholders\n\n- Fluent German and English (internally, English is preferred, but German is often mandatory when working with suppliers and regulatory bodies)\n\nPerks: hybrid office/remote work model, up to 60 extra remote days/year from abroad (work from anywhere), 12 free FlixTrain travel vouchers/year + 12 for friends and family, mental health support, L&D budget, mentoring program.\n\nApply: https://flix.careers/job/?jobid=8729129002"
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_9a25ede0cdb475175993",
    "grade": 2,
    "confidence": "high",
    "reason": "The role directly involves owning cloud infrastructure and requires production Kubernetes experience, matching the requested work.",
    "evidence": [
      "We're hiring a platform engineer to own the AWS infrastructure behind Placekey (our location-data subsidiary), a production API service running at scale.",
      "Looking for: 5+ years platform/cloud infra, production Kubernetes (EKS ideal), managed Postgres (backup/recovery/tuning), IaC, solid networking, strong Python/Bash."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_77a3dd590e262461"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (USA)"
      ],
      "evidence_ids": [
        "ev_36b8c6047dbafc3f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_567550bcfe9fc5af"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "scala",
        "label": "Scala"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Senzing (entity resolution SDK) | Platform Engineer | Remote (USA) | Full-time\n\nSenzing builds enterprise entity-resolution SDK technology — an embeddable library that runs entirely inside customer infrastructure with zero data exfiltration. We're hiring a platform engineer to own the AWS infrastructure behind Placekey (our location-data subsidiary), a production API service running at scale.\n\nDay one, this is a cloud/platform role: you'd own the operational health of Placekey's stack, close out post-migration hardening, and have real input on where the infrastructure goes next. Over time the role grows to include internal IT and systems work (Active Directory, endpoint/laptop provisioning, Tailscale, security) — so we're looking for someone who's happy owning things end to end, not only the glamorous layer.\n\nStack: EKS Fargate, Aurora PostgreSQL, S3, Lambda, Cloudflare, API gateway (Kong/AWS), Terraform, Grafana/CloudWatch/Datadog. Apps are Scala and Rust.\n\nLooking for: 5+ years platform/cloud infra, production Kubernetes (EKS ideal), managed Postgres (backup/recovery/tuning), IaC, solid networking, strong Python/Bash. You don't need to be an expert on the IT/systems side today — but you should want to grow into it.\n\nRemote anywhere in the USA. Competitive salary, full health/dental/vision, 401(k) match, flexible PTO.\n\nTo apply: email [email protected] with your resume and a short note — tell us about a challenging production system you've owned end to end, including an incident where your monitoring missed something and what you changed afterward."
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_b4a60422df7d064fd16f",
    "grade": 1,
    "confidence": "high",
    "reason": "The full-stack product engineering and web design openings plausibly involve browser interfaces, but the posting does not specify accessible, interactive interface-building duties.",
    "evidence": [
      "+Senior Product Engineer (full-stack):",
      "+Brand Designer - Web:"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Explicit responsibility for building interactive browser interfaces",
      "Accessibility-focused interface development"
    ]
  },
  "posting": {
    "title": "+Senior Product Engineer (full-stack); +Brand Designer - Web; +Senior Growth Marketer; +Senior Product Marketer (+1)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_d592542cb93b6e24"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Worldwide)"
      ],
      "evidence_ids": [
        "ev_5cc4038f6e04ab0f"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_522bffffe485459a"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Railway | Senior Product Eng (full-stack), Brand Designer - Web, Senior Growth Marketer, Senior Product Marketer, Account Executive, Scale| REMOTE (Worldwide) | https://railway.com/careers\n\nDo you feel scared and alone when opening the AWS console? Do you wish you could just tell Claude to manage your infra, and it would just work? Do you dream of a future where software is abundant and developers and normies alike are free to build their wildest dreams?\n\nWe're Railway, and we think infrastructure can be better. We're working at the forefront distributed systems engineering, interface design, and agentic computing to bring about the infrastructure platform we've always wanted. So far we've built out a platform loved by 3M+ users and we're just getting started.\n\nFair warning! The problems are complex: racking and stacking servers, home-rolled hypervisors, cut-above container orchestration, over/under/whateverlay networks, virtio device drivers, edge proxies, IAM that doesn't suck, kitchen sinks - we need to build it and we're looking for likeminded individuals who think this stuff is fun.\n\nFive open roles (apply below!):\n\n+Senior Product Engineer (full-stack):\n-Apply here: (https://railway.com/careers/full-stack)\n\n+Brand Designer - Web:\n-Apply here: (https://railway.com/careers/brand-designer-web)\n\n+Senior Growth Marketer:\n-Apply here: (https://railway.com/careers/growth-marketer)\n\n+Senior Product Marketer:\n-Apply here: (https://railway.com/careers/product-marketer)\n\n+Account Executive, Scale\n-Apply here: (https://railway.com/careers/account-executive-scale)"
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_7e93d48960c77da7b18e",
    "grade": 1,
    "confidence": "high",
    "reason": "The duties include platform engineering, but neither listed pay range establishes a guaranteed USD 400,000 annual salary, and the pay period is unstated.",
    "evidence": [
      "Architecture decisions and code review on the platform (Python/FastAPI, TypeScript/React, Postgres, Azure)",
      "REMOTE (US, Canada) | Full-time | $150–230k / $90–170k + equity"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed salary of at least USD 400,000 per year; the listed ranges have no stated pay period."
    ]
  },
  "posting": {
    "title": "Senior Technical Product Engineer, Technical Product Engineer (Early Career)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_5d2de6cdce3a7679"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US, Canada)"
      ],
      "evidence_ids": [
        "ev_566b1b402e6fe987"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_eb100546f8b4d20a",
        "ev_4315080bd7dcf50c"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 230000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150–230k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_f710cd908e82db06"
      ]
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "azure",
        "label": "Azure"
      }
    ],
    "role_kind": "single_role",
    "description": "Biobase | Senior Technical Product Engineer, Technical Product Engineer (Early Career) | REMOTE (US, Canada) | Full-time | $150–230k / $90–170k + equity\n\nBiobase has grand ambitions. We broker biospecimens, whole slide images, and the clinical metadata attached to them, on a supply-chain backbone that we're steadily automating. We’re building healthcare-data-focused agents on top of the datasets that we’re assembling, too.\n\nWe'd rather build the thing that removes the work than throw people at it. Two roles, one team, both reporting to the CPO:\n\nSenior Technical Product Engineer ($150–230k + meaningful equity).\nThe product team's technical interface. Architecture decisions and code review on the platform (Python/FastAPI, TypeScript/React, Postgres, Azure); the data pipeline and informatics that take specimen, slide, and clinical data in from suppliers and labs; and product ownership of the internal platform that builds our agents (permissions, evals, cost control, guardrails for sensitive data). You've been the reviewer of record somewhere, you've operated what you shipped, and you think in business problems before tickets.\n\nTechnical Product Engineer, early career ($90–170k + equity).\nSame territory at an earlier stage: the platform, the data pipeline and informatics, and the agents we run against our own operations — with a senior product engineer and our lead engineer reviewing your work and pairing when it helps. Open on background – self-taught, bootcamp, degree, research lab, a career you're leaving – selective on the bar. You've built something and someone else used it.\n\nWe build with Claude Code every day and expect you to become both fluent with it and skeptical of it. No ticket queue, no spec handed to you. Comp is salary + equity combos you choose between.\n\nFull postings: https://biobase.ai/careers\n\nTo apply: email [email protected] with something you built that eliminated manual work and what happened after it shipped. Links over resumes, no cover letter."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_a801ed0c76acd675c391",
    "grade": 1,
    "confidence": "high",
    "reason": "The role directly matches backend engineering, but compensation is unstated, so the required minimum annual pay cannot be verified.",
    "evidence": [
      "Senior/Staff Backend Engineer, Backend Platform"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Pay of at least USD 400,000 per year."
    ]
  },
  "posting": {
    "title": "Senior/Staff Backend Engineer, Backend Platform",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7b88964c621ca994"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_39d7a9234b8f8524"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "flask",
        "label": "Flask"
      },
      {
        "id": "graphql",
        "label": "GraphQL"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "kafka",
        "label": "Kafka"
      },
      {
        "id": "redis",
        "label": "Redis"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "elasticsearch",
        "label": "Elasticsearch"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Remote (US) Close (https://close.com) | Senior/Staff Backend Engineer, Backend Platform | Full-time\n\nWe're bootstrapped, profitable, and 130 people, all remote, building an AI-powered CRM. We're spinning up a new Backend Platforms team and you'd be one of the first hires — unusual influence over what it owns.\n\nYou'd build for other engineers: the paved-road patterns under our Python/Flask API layer (REST + GraphQL, auth, permissions, migrations), the Flask→FastAPI path, production observability standards, and our AI dev platform — DevDawg (cloud dev environments for the whole stack) and Spice (our agent layer that already auto-approves simple PRs). Making Spice safe across more of our review surface is the team's biggest project.\n\nStack: Python, Flask, FastAPI, GraphQL, TaskTiger, Rust, TypeScript, Kafka, Redis, MongoDB, PostgreSQL, Elasticsearch, Docker, Kubernetes, AWS.\n\nLooking for: deep Python, shipped LLM/agentic work to real users, daily coding-agent use with a real POV, strong observability and API design instincts.\n\nAlso: ~5 weeks PTO + winter break, optional 4-day week at 80% pay, 1-month sabbatical every 5 years, 99% of medical premiums covered, 401k match to 6%.\n\nOur code: https://github.com/closeio (TaskTiger, SocketShark, ciso8601)\nEng blog: https://making.close.com\nApply: https://jobs.ashbyhq.com/close/5bf4629b-d2ee-4129-980f-e31b9..."
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_510cb80a367b4e21562c",
    "grade": 1,
    "confidence": "high",
    "reason": "The MLOps engineering opening is plausibly relevant, but the posting does not support pay of at least USD 400,000 per year. Its listed dollar range is $162,000–$216,000, with no explicit currency designation or pay period.",
    "evidence": [
      "Software Engineer, MLOps - Machine Learning (hybrid, $162,000 - $216,000)"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the listed range does not explicitly specify USD or an annual pay period."
    ]
  },
  "posting": {
    "title": "Senior Product Manager (hybrid, $190,000 - $240,000): https://grnh.se/t1doekv97us; Software Engineer - Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/8pm4cytg7us; Senior Product Manager, Machine Learning (hybrid, $190,000 - $240,000): https://grnh.se/537yusl37us; Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_305ece952262de6e"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "San Francisco, CA (Hybrid)"
      ],
      "evidence_ids": [
        "ev_f770504db7382ac4"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Baton | San Francisco, CA (Hybrid) | Full-Time\n\nBaton (baton.io) is Ryder's in-house product development group focused on harnessing emerging technologies to redefine transportation and logistics. With $10B in freight under management, our technology reaches every part of the U.S. economy. We design and ship category-defining software that enables Ryder and its 50,000+ customers—including some of the world's most well-known brands—to plan and execute freight intelligently, efficiently, and cost-effectively. Our work includes everything from customer-facing software to the data platform that will power the next era of innovation at Ryder.\n\nBaton's mission: enable supply chain on autopilot.\n\nRyder acquired Baton in 2022 to power its next wave of digital products. We operate at startup speed, with Fortune 500 reach. If you have a passion for solving complex problems and creating impact for the engine of the American economy, you'll love it here.\n\nCurrent openings at Baton:\n\n* Senior Product Manager (hybrid, $190,000 - $240,000): https://grnh.se/t1doekv97us\n\n* Software Engineer - Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/8pm4cytg7us\n\n* Software Engineer - Infrastructure, Data Platform (hybrid, $162,000 - $216,000): https://grnh.se/wb558ncz7us\n\n* Staff Software Engineer - Infrastructure, Data Platform (hybrid, $260,000 - $350,000): https://grnh.se/55wbfa9g7us\n\n* Senior Product Manager, Machine Learning (hybrid, $190,000 - $240,000): https://grnh.se/537yusl37us\n\n* Senior Product Designer (hybrid, $140,000 - $190,000): https://grnh.se/bo7oe4uv7us\n\n* Software Engineer, MLOps - Machine Learning (hybrid, $162,000 - $216,000): https://grnh.se/770pgzv17us\n\n* Senior Software Engineer - Full Stack, Technical Lead (hybrid, $200,000 - $250,000): https://grnh.se/j8zrjo0k7us"
  }
}

{
  "judgment": {
    "query_id": "backend_intent",
    "job_id": "job_a3a0c3c37a9f04f51c1a",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves relational databases and supporting product development, but its primary focus is platform infrastructure and operations rather than directly building server-side web features and endpoints.",
    "evidence": [
      "- developer tools and infrastructure to allow our teams to deliver",
      "(25% ++) Postgres + node/typescript"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Direct responsibility for building server-side web features and endpoints."
    ]
  },
  "posting": {
    "title": "Staff Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_7c20626ec1629770"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_30e36e02b7b0e18a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_126799f0306ad698"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "airflow",
        "label": "Airflow"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Enrollment123 | https://e123insurtech.com | Staff Platform Engineer | REMOTE (US) | Full-time\n\nWe are SaaS platform that connects Insurance Carriers, Agencies and Agents, and enables sales to consumers.\n\nMy team is hiring a Staff Platform Engineer to keep things running smoothly and help our engineers modernize and build new products.\n\nWe are responsible for:\n\n- security for PCI and HIPAA data\n- AWS infrastructure that serves millions of people every month\n- developer tools and infrastructure to allow our teams to deliver\n- data engineering and operational support\n- automation, monitoring, and on-call rotations (especially during Open Enrollment!)\n\nOur stacks include:\n\n(70% --) SQL Server + ColdFusion\n(25% ++) Postgres + node/typescript\n(5%) Airflow + python\n\nIt's not a flashy product or stack I'll admit, but we have a lot of opportunities to improve the product and a lot of growth potential to expand our impact. Happy to tell you more!\n\nIf you're interested, email me at [email protected] with your honest, hand-written resume. I don't want some super polished AI bullshit, show me your real experience! The interview process is hopefully short and sweet: 1) meet with me for a quick intro to ensure we'll be a good mutual fit, 2) advance to a technical interview with the team, then 3) a last culture + company info session so you have all the info to make a decision.\n\nSorry, given our industry and size, you must be in the US and able to work without visa sponsorship."
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_9eea5af36e26c11972f4",
    "grade": 1,
    "confidence": "medium",
    "reason": "The browser-platform engineering and unspecified product/design roles are plausibly related, but the posting does not establish work building interactive web interfaces or accessibility features.",
    "evidence": [
      "Senior Web Security Engineer, Browser Platform - $178,500 USD + equity",
      "More, including product and design roles: duckduckgo.com/careers"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Duties building interactive interfaces used in a web browser",
      "Accessibility-focused interface development"
    ]
  },
  "posting": {
    "title": "Senior Web Security Engineer, Browser Platform - $178,500 USD + equity; Senior Backend Engineer - $178,500 USD + equity; Staff Data Scientist - $222,033 USD + equity; Director, Data Science - $243,800 USD + equity (+4)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_e7fa3f27de7237d5"
      ]
    },
    "location": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_bf6939f587af4a5b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "DuckDuckGo - all roles fully remote, but some US-only as noted.\n\nSenior Web Security Engineer, Browser Platform - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/a447e823-fd8f-438f-909...\n\nSenior Backend Engineer - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/53022b02-da3d-4fda-827...\n\nStaff Data Scientist - $222,033 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/9c381171-f346-4d7a-876...\n\nDirector, Data Science - $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/0269aeaa-8d8f-4c8d-b78...\n\nSenior Privacy Engineer - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/80797cf4-64b2-4e94-9d8...\n\nDirector, Privacy Engineering- $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/494caa52-2916-49f0-9c4...\n\nSenior Business Development Manager (USA) - $200,267 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/dc1027ae-8f6a-44eb-b11...\n\nDirector, Paid Marketing (Subscriptions) - (Remote within USA) - $243,800 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/f8570953-8ea3-4955-bfb...\n\nSenior Growth Marketing Manager (Subscriptions) (Remote within USA) - $178,500 USD + equity\nhttps://jobs.ashbyhq.com/duck-duck-go/ec51a831-c582-425c-a8c...\n\nMore, including product and design roles: duckduckgo.com/careers"
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_95a2ef88910718673724",
    "grade": 1,
    "confidence": "high",
    "reason": "The Senior Compliance Engineer role includes security-adjacent identity and endpoint management, but focuses on compliance governance rather than investigating intrusions or building defenses against attackers.",
    "evidence": [
      "alongside hands-on ownership of identity, endpoint, and SaaS estate management.",
      "This is a governance-first role for someone who has run a compliance program end-to-end, not just contributed to one."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Intrusion investigation duties",
      "Building defenses against attackers"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_bac647873fe938b7"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US-Based / Remote"
      ],
      "evidence_ids": [
        "ev_45d6ce2d0182fc4a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_483ee7378ef17f53"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "Estuary | US-Based / Remote | Full-time – https://estuary.dev/\n\nEstuary is a VC-backed, post–Series A startup powering right-time data replication and transform — from sub-second CDC replication to terabyte-scale OLAP data flows. We're open-source, developer-first, and focused on making data movement radically simpler across both our Platform and Applications layers.\n\nWe're hiring for:\n\nHead of Engineering — Own the engineering function end-to-end as a partner to our founder CTO: strategy, people, delivery, and operations across a compact but high-leverage team. You'll grow the leaders already running our teams, set technical strategy jointly with the CTO, and be accountable for what engineering ships and what it costs.\n\nProduct Manager — Own product areas end-to-end, working closely with engineering and design to shape the roadmap and deliver a great developer experience. Engage with users, translate real-world use cases into product decisions, and help define how modern data infrastructure should feel to build with.\n\nCustomer Success Manager — Own the post-sale relationship for our data engineering and platform customers as our first CS hire. You'll build onboarding, account health monitoring, and the expansion playbook from scratch while staying technical enough to resolve most issues yourself.\n\nTechnical Product Marketing Manager — Founding product marketing hire working closely with Estuary's Head of Marketing and Developer Relations team. Help shape how we position and communicate the platform to technical audiences through product launches, messaging, technical content, demos, customer stories, and developer-facing campaigns.\n\nSenior Growth Marketer, Content & Video — Take the technical content our team already produces and multiply its reach: slicing long-form posts into social, video, and email, running our webinar program, and owning our social and lifecycle channels. You're a hands-on writer, designer, and video editor who knows how to turn one strong piece into a dozen that actually get seen.\n\nSenior Compliance Engineer — Own our GDPR and PCI DSS programs while keeping our audited SOC 2 and HIPAA programs running smoothly, alongside hands-on ownership of identity, endpoint, and SaaS estate management. This is a governance-first role for someone who has run a compliance program end-to-end, not just contributed to one.\n\nWhat we're looking for: People who care about building reliable, maintainable systems and processes and enjoy working with complex APIs, data flows, or customer relationships. We value curiosity, clear communication, and a willingness to learn.\n\nBonus points for experience with CDC tools, open source contributions, or fast-paced startups.\n\nTo apply: Email your resume to [email protected]"
  }
}

{
  "judgment": {
    "query_id": "ml_no_match",
    "job_id": "job_c7b4232f788535630316",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting includes a machine learning engineer role, but does not state an annual USD salary supporting the required $400,000 minimum.",
    "evidence": [
      "- ML Engineer, Cloud Platform: design and scale the backend that serves and finetunes the models. Python/FastAPI, Terraform, K8s.",
      "Comp competitive with top AI labs."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Annual pay of at least USD 400,000."
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_cdee451417e8d580"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Berlin, Freiburg, NYC"
      ],
      "evidence_ids": [
        "ev_e42cb9f544c1490b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "gcp",
        "label": "Google Cloud"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "fastapi",
        "label": "FastAPI"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Prior Labs | Berlin, Freiburg, NYC | ONSITE | Full-time | ML Infra, Research Scientist/Engineer, Backend, Full Stack\n\nWe build foundation models for tabular data. Deep learning transformed text and images but mostly skipped tables, which are still the data behind most clinical trials, financial models and scientific experiments. The reason is structural: no natural sequence, no spatial structure, no shared vocabulary across datasets, so the architectures and scaling laws behind LLMs don't transfer.\n\nOur approach: pre-train a transformer on millions of synthetic datasets sampled from causal-structure priors. The whole dataset goes in as context, predictions come out in one forward pass. No per-dataset training, no hyperparameter tuning, seconds instead of hours. TabPFN v2 was published in Nature and set a new state of the art; TabPFN-3 scales to 10M rows. 4M+ downloads, 8k+ GitHub stars, in production from liquid biopsy to rail maintenance. Code: https://github.com/PriorLabs/TabPFN\n\nSince July we're an independent lab inside SAP, with more than EUR 1B committed over four years. Models stay open, research stays public, same team and offices.\n\nRoles (most can sit in any of the three offices):\n\n- Senior ML Infrastructure Engineer: own multi-cluster GPU infra (Slurm on GCP today, multi-provider next), training performance and the tooling layer. We spend tens of millions per year on compute; you own that budget.\n\n- Research Scientist, Foundation Model: drive the model agenda - novel architectures, scaling from 10K to 1M+ samples, multimodal and causal directions. PhD plus top-venue publications, or equivalent.\n\n- Research Engineer, Foundation Model: same agenda from the engineering side. You design experiments, write the training and eval infra, and co-author the papers.\n\n- ML Engineer, Cloud Platform: design and scale the backend that serves and finetunes the models. Python/FastAPI, Terraform, K8s.\n\n- Full Stack Engineer, ML Platform: build the product end to end. TypeScript + Python, React/FastAPI/Postgres.\n\nAlso hiring: Applied Scientist, Forward Deployed ML Engineer, Research Scientist (Foundational Data Science), PhD research interns, plus GTM and ops roles.\n\n~40 people with backgrounds from Google, DeepMind, Jane Street, Goldman, G-Research, CERN. Led by Frank Hutter, advised by Bernhard Schölkopf and Yann LeCun. Comp competitive with top AI labs.\n\nAll roles and applications: https://jobs.ashbyhq.com/prior-labs\n\nQuestions welcome in the replies here."
  }
}

{
  "judgment": {
    "query_id": "tools_intent",
    "job_id": "job_b84888f956ba712d623c",
    "grade": 1,
    "confidence": "high",
    "reason": "The role involves developing a software platform for software development, making it plausibly relevant, but the posting does not establish work on compilers or command-line developer tools.",
    "evidence": [
      "You will contribute to the development and enhancement of our company-wide software platform",
      "-You will write clean, maintainable, and scalable code in C++ and share your knowledge with the team."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Work improving compilers",
      "Work improving command-line tools used by programmers to build software"
    ]
  },
  "posting": {
    "title": "(Senior) Software Engineer – Platform Development",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_9ade1a796baa8906",
        "ev_7bc899035b81e438"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Bergisch Gladbach, Germany",
        "ONSITE or PARTIALLY REMOTE"
      ],
      "evidence_ids": [
        "ev_f660b5835474b6cc",
        "ev_f6edeb30a9a60ad7"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_399869f2e36e9b75"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Miltenyi Biotec | (Senior) Software Engineer – Platform Development | Bergisch Gladbach, Germany | ONSITE or PARTIALLY REMOTE | Full-time\n\nFor 35 years, Miltenyi Biotec has been developing innovative medical devices to empower biomedical research and advance medical treatments. This is how we are pushing the boundaries of cell and gene therapy and personalized medicine. To realize our vision, we combine sophisticated research with advanced engineering solutions in agile software development, data science, internet of things, artificial intelligence and connectivity. Today, more than 4,800 experts from over 50 countries contribute to breakthrough innovations and sustainable success.\n\nWe are looking for a (Senior) Software Engineer in Platform Development. You will contribute to the development and enhancement of our company-wide software platform, playing a key role in implementing a state-of-the-art technology platform for software development in our medical GMP (Good Manufacturing Practice) and RUO (Research Use Only) instruments. In this role, you will take on significant technical responsibilities and act as a key point of contact for collaboration with various teams and stakeholders.\n\n- You will contribute to the platform roadmap and its implementation, collaborating with project and program managers, software architects, feature owners, requirements engineers, UX/UI designers, developers, and testers. You will drive the platform’s technical advancement and ensure high-quality, on-time delivery.\n\n- You will continuously advance the software platform by developing innovative solutions used across software and instrument products while driving our transition to an AI-first engineering and development approach.\n\n-You will write clean, maintainable, and scalable code in C++ and share your knowledge with the team.\n\n- You will collaborate closely with other departments in our interdisciplinary and international environment, including other software development teams, biologists, IT, Quality, Regulatory Affairs, Service, and Marketing.\n\n- You will support communication with external stakeholders, contribute to critical business decisions, and provide input and ideas to shape the future of our global software development organization.\n\nIf this interests you, apply here: https://www.miltenyibiotec.com/DE-en/about-us/careers/open-p..."
  }
}

{
  "judgment": {
    "query_id": "frontend_exclusion",
    "job_id": "job_d7f42ed1bfa5e5509a6a",
    "grade": 0,
    "confidence": "high",
    "reason": "The role is explicitly junior and requires applicants to be based in the US, conflicting with both the requested seniority and remote work from Mexico.",
    "evidence": [
      "Frontend Engineer (Junior)",
      "* Applicants must be based in the US, we are unable to sponsor visas."
    ],
    "unmet_requirements": [
      "Senior frontend engineer role",
      "Remote work from Mexico",
      "Exclude jobs restricted to US residents"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Frontend Engineer (Junior)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_63e8c93b5fc1d2e9"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_b01814e30633a776"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_7eb7c64a1786540a"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 120000.0,
        "min": 80000.0,
        "period": null,
        "currency": "USD",
        "original": "$80-120k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_1db5946b7d2f0c08"
      ]
    },
    "skills": [
      {
        "id": "react-native",
        "label": "React Native"
      },
      {
        "id": "svelte",
        "label": "Svelte"
      }
    ],
    "role_kind": "single_role",
    "description": "FitMate | Frontend Engineer (Junior) | REMOTE (US) | $80-120k + bonus\n\nWe are building a scalable 1-1 coaching platform to help people achieve their fitness goals. We already have a working nutrition product with a rapidly growing user base and are hoping to branch out into other areas of fitness this quarter.\n\nOur product aims to hook people up with a qualified human coach at an affordable price. We have a client facing mobile app and web app that allows our users to track their nutrition and training, and a coach facing app that allows our coaches to get insights into their clients and communicate with them over SMS or video call.\n\nWe're a small, lean, mission-driven team and the role is a great opportunity for someone starting out in their career who wants to learn quickly in a fast paced environment.\n\nWe use React Native and Expo for our mobile app and Astro and Svelte for our web apps.\n\n* Applicants must be based in the US, we are unable to sponsor visas.\n\nApply here: https://careers.fitmatecoach.com/roles/junior-frontend-devel..."
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_aecad691ebca8d52968c",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds production backend systems and data pipelines, rather than teaching programmers through tutorials, workshops, or code examples.",
    "evidence": [
      "We build real-time learning AI: the APIs and data pipelines connecting live user and merchant behavior to systems that learn from it.",
      "Looking for 5+ years building production backend systems, hands-on agentic AI coding experience, and experience with APIs/data pipelines feeding analytics or ML systems."
    ],
    "unmet_requirements": [
      "Teaching programmers through tutorials, workshops, and working code examples."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Backend Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_8437234021c995c8"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_6a0db8a60927feaf"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_40ead314a0a6dd8b"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 190000.0,
        "min": 165000.0,
        "period": null,
        "currency": "USD",
        "original": "$165k–$190k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_ebc434e4a7e43808"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "sql",
        "label": "SQL"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "react",
        "label": "React"
      }
    ],
    "role_kind": "single_role",
    "description": "Product Genius | Backend Engineer | REMOTE (US) | Full-time | $165k–$190k + equity\n\nWe build real-time learning AI: the APIs and data pipelines connecting live user and merchant behavior to systems that learn from it. Patented tech, backed by $35M in DARPA-funded R&D. AI-native team, you'll use agentic coding tools daily, including running multiple parallel sessions, on a fast-moving codebase. We share context, not tickets.\n\nLooking for 5+ years building production backend systems, hands-on agentic AI coding experience, and experience with APIs/data pipelines feeding analytics or ML systems. Python, SQL, TypeScript, React.\n\nApply: https://jobs.ashbyhq.com/productgenius/b9f0cb32-612d-45ff-bc..."
  }
}

{
  "judgment": {
    "query_id": "design_constraints",
    "job_id": "job_b91dbe15612018a279b7",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for experienced software engineers, not junior product designers, and explicitly lists US eligibility rather than Mexico. A no-degree policy is not stated.",
    "evidence": [
      "Back-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4",
      "Tier 3 roles are typically 5-10 years experience with $140-$180K total comp."
    ],
    "unmet_requirements": [
      "Product designer work",
      "Junior seniority",
      "Eligibility to work remotely from Mexico"
    ],
    "unknown_requirements": [
      "Fully remote arrangement for the specific role",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Back-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid",
        "onsite"
      ],
      "evidence_ids": [
        "ev_feb5f0be82a34610",
        "ev_b778c37d031fc41e",
        "ev_28a216b5ceb39dcf"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US – Remote and Hybrid"
      ],
      "evidence_ids": [
        "ev_d8f2d3f855f4a312"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_5a059bfa2d8b5394"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 264000.0,
        "min": 140000.0,
        "period": "year",
        "currency": "USD",
        "original": "$140K-$264K annual",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2eff3b284d40dddd"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "rails",
        "label": "Ruby on Rails"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Prophet Town LLC | Various Software Engineering Roles | US – Remote and Hybrid | English fluency required | Full-time | $140K-$264K annual total comp (multiple)\n\nWe are a people-first, boutique tech agency creating on-demand teams and software solutions for long-standing clients. These clients trust us to practice engineering excellence as though we were members of their own staff. Our leadership team is ex-Fortune 100 with software engineering backgrounds: we’re still coding. Notable recent projects include a gigantic ERP migration for Anduril, and working with Surge Labs to help develop some of the frontier LLM models from the big guys themselves (yes, seriously). This is a remote-first agency, but some projects involve onsite work.\n\nI’m the founder and CEO, and I’m trying to do what I call “enlightened business”. I take responsibility for both staff and clients, and I look for people who approach their work with a similar sense of ownership.\n\nFor September 2026: our current work would especially benefit from from ai-forward senior engineering expertise that can design RL benchmarks, red-team model outputs, and create rubrics to evaluate and enhance the agentic coding capabilities of various frontier models. We received 216 applications in our August posting, and issued offers to approximately 10 (still following up with a few).\n\nApplicants must meet a high bar - I intend to have a personal relationship with every hire. In return you’ll get:\n\n* Flexibility and a low-bureaucracy environment\n\n* Clients that won’t treat the vendor like “the B Team”\n\n* The chance to act as a code architect, not just implement tickets\n\n* Exposure to a wide variety of industries and modern challenges\n\n* Me as your personal champion and advocate\n\nFeel free to submit, even if you already did in the past.\n\nCurrent roles available:\n\nBack-end, Front-end, and Full-Stack Software Engineers, Tiers 3 and 4\n(Typescript/Javascript, React, NextJS; Ruby on Rails; Python; DevOps, and third-party API integrations)\n\nTier 3 roles are typically 5-10 years experience with $140-$180K total comp. Tier 4 roles are 11-20 years experience, $210-$264K total comp. Higher tiers exist, and we always welcome exceptional applications.\n\nPlease apply using this Google Form: https://forms.gle/tZwq7j2Ldwcas1wb7."
  }
}

{
  "judgment": {
    "query_id": "tools_keywords",
    "job_id": "job_ca49fa5ec990dbb2e89d",
    "grade": 0,
    "confidence": "high",
    "reason": "The role builds and maintains a web marketplace, not Rust compilers or developer tools.",
    "evidence": [
      "We're are looking for full-stack software engineers to build and maintain our peer-to-peer marketplace.",
      "The tech stack is mostly Typescript, with Next.js, Node.js, Postgres, and other fairly standard web-tools / infra."
    ],
    "unmet_requirements": [
      "Rust compiler and developer-tools engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_438f45c69d069818"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Boulder, CO or remote"
      ],
      "evidence_ids": [
        "ev_f25034319b211093"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Jawa.gg | Software Engineer | Boulder, CO or remote | Contract or Full Time\n\nJawa is the marketplace for gamers - think gaming PCs, GPUs, consoles, and the like. We're a small, VC-funded team with a big business, and have been operating since 2021.\n\nWe're are looking for full-stack software engineers to build and maintain our peer-to-peer marketplace. The tech stack is mostly Typescript, with Next.js, Node.js, Postgres, and other fairly standard web-tools / infra.\n\nLearn more at https://jawagg.notion.site/Full-Stack-Software-Engineer-412c..."
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_ccf5f10bd64ef794db00",
    "grade": 0,
    "confidence": "high",
    "reason": "The role productionizes digital-media watermarking models, rather than developing robotic navigation or physical object manipulation.",
    "evidence": [
      "Steg.AI develops AI-powered watermarking technology to protect and authenticate digital media.",
      "Responsibilities: productionize novel steganography models, build inference pipelines, integrate models into cloud platforms, benchmark performance, and turn research into maintainable production code."
    ],
    "unmet_requirements": [
      "Work on machines navigating warehouses and picking up physical objects."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Machine Learning Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_13f65a8467668b04"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Irvine, CA (Onsite)"
      ],
      "evidence_ids": [
        "ev_00d2dfd275c1afe9"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "computer-vision",
        "label": "Computer vision"
      },
      {
        "id": "pytorch",
        "label": "PyTorch"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "cpp",
        "label": "C++"
      }
    ],
    "role_kind": "single_role",
    "description": "Steg.AI | Machine Learning Engineer | Irvine, CA (Onsite) | Full Time\n\nSteg.AI develops AI-powered watermarking technology to protect and authenticate digital media. Our invisible watermarks are imperceptible to humans but robustly detectable by our proprietary models. Founded in 2019, we're an NSF- and investor-backed startup in Orange County, CA, with a team of 6 PhDs in computer vision.\n\nWe're hiring a Machine Learning Engineer to help push the frontier of AI for watermarking, steganography, and media provenance. You'll take state-of-the-art steganography models and own their journey to production — optimizing and deploying them on desktop and cloud platforms, serving as the link between research and customer-facing products.\n\nResponsibilities: productionize novel steganography models, build inference pipelines, integrate models into cloud platforms, benchmark performance, and turn research into maintainable production code.\n\nRequired: PyTorch, ONNX export, experience deploying deep learning models to the cloud, Python and C/C++, strong cross-team communication.\n\nBonus: background in steganography/watermarking/media provenance, video/image codecs, MLOps tooling, CV/ML publications or open-source contributions.\n\nTo apply, send your resume to [email protected]"
  }
}

{
  "judgment": {
    "query_id": "frontend_keywords",
    "job_id": "job_b7baad2d2c906cb3c04d",
    "grade": 1,
    "confidence": "high",
    "reason": "Both roles include React frontend development, but they are full-stack positions with substantial backend and platform responsibilities rather than dedicated frontend roles.",
    "evidence": [
      "Both openings are full stack on the core platform: Go backend, React/TypeScript frontend, PostgreSQL and Redis."
    ],
    "unmet_requirements": [],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior Full Stack Engineer* $142,723 - $172,723 USD; Staff Full Stack Engineer* $172,724 - $227,135 USD",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_829125c7c5d99085"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (US and Canada)"
      ],
      "evidence_ids": [
        "ev_9a61ea521ce5251c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "CA"
      ],
      "evidence_ids": [
        "ev_076a18eab30d03ed",
        "ev_decd3c4d27ad8f75"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Mattermost | Remote (US and Canada) | FT | Multiple roles\n\nMattermost (https://mattermost.com) is an open-core collaboration and workflow automation platform for air-gapped, on-prem and private clouds. Our customers are in defense, intelligence, security and critical infrastructure, including the USAF and NASA. Y Combinator led our Series B, their largest open source investment at the time.\n\nBoth openings are full stack on the core platform: Go backend, React/TypeScript frontend, PostgreSQL and Redis. The codebase is public (https://github.com/mattermost/mattermost), so most of what you build is too. We would rather hire people who ship and own complex software end to end than chase an exact stack match, so any systems or backend language and any frontend stack counts. What we look for in both roles: REST and WebSocket APIs with real networking fundamentals (HTTP, connection lifecycle), and relational databases including schema design and query optimization.\n\nWe use coding agents daily (Claude Code, Cursor, and others) for scaffolding, refactors, code review and test generation, and we treat that as core craft rather than a shortcut around the fundamentals. If you have a track record of shipping and owning complex software end-to-end, we want to hear from you.\n\n*Senior Full Stack Engineer* $142,723 - $172,723 USD\nArchitect and ship full stack features end to end, own the testing strategy for what you ship, and build internal tooling and testing infrastructure that makes the rest of the team faster. You will work without close supervision and hold the security and compliance bar our customers require. Nice to have: distributed systems and high availability architecture, regulated-environment security, open-source contributions, experience on remote-first teams.\n\nJoin our team: https://job-boards.greenhouse.io/mattermost/jobs/5379251008\n\n*Staff Full Stack Engineer* $172,724 - $227,135 USD\nSet technical direction for the platform rather than for a feature area: architecture and roadmap across the stack, the standards for how the org uses coding agents, and the strategy for internal tooling and testing. You will influence direction across teams, partner with security and compliance on it, and mentor senior engineers. Nice to have: staff, principal or tech lead experience elsewhere, open-source maintainership, FedRAMP or ITAR familiarity, defense or critical infrastructure background.\n\nJoin our team: https://job-boards.greenhouse.io/mattermost/jobs/5405811008\n\nBoth roles have Canadian postings: https://job-boards.greenhouse.io/mattermost"
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_a8d8395bac03c71859cf",
    "grade": 1,
    "confidence": "high",
    "reason": "The product uses browser-interface technologies, making the role plausibly relevant, but the posting emphasizes production engineering and prompting rather than building accessible interactive interfaces.",
    "evidence": [
      "Stack: TypeScript throughout. A NestJS API plus a separate NestJS worker on Railway, Next.js 16 / React 19 on Vercel, Postgres with Prisma, Redis and BullMQ, Pinecone, S3-compatible storage.",
      "An experienced developer who has genuinely run software in production — deployments, incidents, on-call. And a black-belt prompter."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role includes substantial work building interactive browser interfaces.",
      "Whether accessibility is part of the interface work."
    ]
  },
  "posting": {
    "title": "CTO Partner",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_a4d4fcce4e414e85"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (worldwide)"
      ],
      "evidence_ids": [
        "ev_04ab556c00fae734"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_305b5d06af480fec"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "redis",
        "label": "Redis"
      }
    ],
    "role_kind": "single_role",
    "description": "BOSS-IQ | CTO Partner | REMOTE (worldwide) | Full-time | Istanbul-based company | https://boss-iq.com\n\nBOSS-IQ is an AI strategic-planning product for owner-operators of small and medium businesses. The boss describes an idea that has been stuck for years; a research-and-question session returns an implementation-ready plan. In production since June, hand-onboarding our first paying customers since August, invitation-only.\n\nI am looking for a partner rather than a first hire, and I need two things in one person. An experienced developer who has genuinely run software in production — deployments, incidents, on-call. And a black-belt prompter. I mean that as a level, not a flourish. The tell: if you watch other developers work in AI environments and feel real frustration — everyone prompts, most prompt badly — and you have quietly built your own standing rule files, your own context discipline, your own reusable prompt library, then you already know what I am describing. That is the rarer of the two skills, and the one I weight hardest.\n\nUnder the product, 60+ specialist agents run continuous extraction over each customer's documents and sessions into a persistent, per-company memory: every fact dated and traced to its source sentence, contradictions kept rather than overwritten — a discipline we call Total Capture. Patent-pending since July, in context engineering.\n\nStack: TypeScript throughout. A NestJS API plus a separate NestJS worker on Railway, Next.js 16 / React 19 on Vercel, Postgres with Prisma, Redis and BullMQ, Pinecone, S3-compatible storage. Agents are LangChain.js / LangGraph ReAct agents on Anthropic Claude across three model tiers, with OpenAI embeddings. Every prompt body and model config lives in one versioned master file synced to LangSmith, never hardcoded in TypeScript.\n\nI am the founder, and not an engineer — thirty years a strategy consultant, first terminal at the end of 2022. A contract developer built the first ~20,000 lines between December and February. Since February I have been the only developer, and it is now about 264,000 lines of TypeScript. I wrote the prompts first, 18,500 lines across 79 agent files, and the code came after to serve them.\n\nThat was the environment, not me: 45 interconnected instruction files deploying sub-agents, around 300,000 words of standing rules, orchestrated by one always-on kernel that classifies each session, auto-attaches the rules matching the files being touched, and generates sub-agentic plans for the work.\n\nCompensation is the honest startup shape: generous equity, austerity salary. No number here — it is set against what you currently earn, and that is a conversation rather than a billboard.\n\nFull posting: https://boss-iq.com/cto-partner.html\n\nApply: https://boss-iq.com/apply-cto.html — one question at a time, ending by asking you to write the prompts you would use on day one, not code. I read every one myself.\n\nOr write to me directly: [email protected]"
  }
}

{
  "judgment": {
    "query_id": "security_intent",
    "job_id": "job_be6bb3e7e8e0fcfea9e9",
    "grade": 0,
    "confidence": "high",
    "reason": "The request seeks cybersecurity incident investigation and defensive security work. The posting lists customer-facing, content, AI research, infrastructure, and database roles, but no intrusion investigation or attacker-defense duties.",
    "evidence": [
      "* we're hiring: ai research engineer, technical customer success managers (americas & emea), technical account executives, technical content writers, bdr team lead, SREs (americas), clickhouse engineer, and more."
    ],
    "unmet_requirements": [
      "Work investigating intrusions and building defenses against attackers."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Technical CSMs, Technical Content Writers, AI Research Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_889a2b8127627419"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (all remote)",
        "Hiring GMT-8 to GMT+2"
      ],
      "evidence_ids": [
        "ev_d71c12d1b7cbd0a2",
        "ev_4bfde2799d8b7586"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "clickhouse",
        "label": "ClickHouse"
      }
    ],
    "role_kind": "single_role",
    "description": "PostHog | Full-Time | Technical CSMs, Technical Content Writers, AI Research Engineer | REMOTE (all remote) | Hiring GMT-8 to GMT+2 | PostHog makes your product self-driving.\n* we have a public handbook (posthog.com/handbook) if you want to learn how we work, pay and more in complete detail.\n\n* we are growing through more autonomy and transparency not through process.\n\n* we have a ton of scale and a bunch of super interesting technical problems to solve\n\n* we're building 20 more products over the next couple of years, so you could end up building one of those\n\n* public compensation calculator! see immediately what you'd get paid\n\n* we're hiring: ai research engineer, technical customer success managers (americas & emea), technical account executives, technical content writers, bdr team lead, SREs (americas), clickhouse engineer, and more.\n\nhttps://posthog.com/careers"
  }
}

{
  "judgment": {
    "query_id": "robotics_intent",
    "job_id": "job_c65371c891e8a7c45474",
    "grade": 0,
    "confidence": "high",
    "reason": "The requested work is physical robotics for warehouse navigation and object manipulation. This role instead builds LLM agents and matching systems for hiring, with no physical robotics duties.",
    "evidence": [
      "You'll own the intelligence layer: LLM-powered agentic workflows (tool use, structured outputs, multi-step orchestration), RAG/retrieval pipelines, lightweight ML for classification/ranking/entity matching, and evaluation loops for hallucination risk and output quality."
    ],
    "unmet_requirements": [
      "Physical robotics work involving warehouse navigation and picking up objects"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Founding AI Engineer — Agentic Systems",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_10174623d1082ae7"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (async)"
      ],
      "evidence_ids": [
        "ev_96a89fcac3115b5b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 280000.0,
        "min": 190000.0,
        "period": null,
        "currency": "USD",
        "original": "$190k-$280k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_68856e5aaf88eff2"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      }
    ],
    "role_kind": "single_role",
    "description": "Astoria AI | Founding AI Engineer — Agentic Systems | Remote (async) | Full-time | Equity-only pre-seed, $190k-$280k + equity post-seed\n\nAstoria AI is building an agentic runtime for human potential — a suite of specialized AI agents serving candidates and companies across the entire hiring and talent lifecycle: career strategy, networking intelligence, verified matching, compliance-native hiring, onboarding, and retention.\n\nThe hiring market is structurally broken: 44% of resumes contain fabrications, ATS filters reject 88% of qualified candidates, and 27% of posted jobs are ghost jobs — while regulation (EU AI Act, Mobley v. Workday, FCRA suits) is forcing enterprises to rethink hiring AI. We're building the fix.\n\nYou'll own the intelligence layer: LLM-powered agentic workflows (tool use, structured outputs, multi-step orchestration), RAG/retrieval pipelines, lightweight ML for classification/ranking/entity matching, and evaluation loops for hallucination risk and output quality.\n\nLooking for: 6+ years professional SW engineering (Python/TypeScript/APIs/DBs), hands-on experience with LLM APIs and agentic workflows, and ideally RAG/embeddings/vector DB experience beyond basic chatbots.\n\nStage: pre-launch, pre-seed, founding team, equity-only until seed round closes (~4-6 months), then competitive salary + refresh grants.\n\nApply: [email protected] with „HN“ in subject, plus resume or GitHub"
  }
}

{
  "judgment": {
    "query_id": "mobile_constraints",
    "job_id": "job_c61ece4e6b30f60a90ed",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires onsite work in London, conflicting with fully remote work from Mexico. It welcomes earlier-career applicants but does not establish iOS duties or a no-degree policy.",
    "evidence": [
      "ONSITE in London, UK",
      "Earlier-career through senior applicants welcome, with ownership and support matched to your experience."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "iOS engineering duties",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Product Engineer (Design) & Platform Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_155fffaf42fe082c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE in London, UK"
      ],
      "evidence_ids": [
        "ev_9bcd03c7604b0d07"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "GB"
      ],
      "evidence_ids": [
        "ev_ae619e94aa647954"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 160000.0,
        "min": 100000.0,
        "period": null,
        "currency": "GBP",
        "original": "100k-160k GBP",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_848df0a211c658f7"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Planlab.ai | | Product Engineer (Design) & Platform Engineer | ONSITE in London, UK | 100k-160k GBP + 0.25-0.75% Equity | Visa sponsorship\n\nWe’re building AI coworkers for project scheduling, helping teams deliver complex construction and infrastructure projects.\n\nWe’re hiring:\n\n- *Product Engineer (Design):* Design and build intuitive software for complex projects.\n- *Platform Engineer:* Build our algorithms, infrastructure, shared components, agents and internal tooling.\n\nEarlier-career through senior applicants welcome, with ownership and support matched to your experience. Both roles offer the compensation above. Company rapidly growing, with 9 team members today. We value initiative, creativity, and ownership.\n\nFor more information, including how to apply, see https://planlab.ai/jobs"
  }
}

{
  "judgment": {
    "query_id": "devrel_intent",
    "job_id": "job_c497c8053e6c457fe6b4",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for building AI features and product frontends, not teaching programmers through tutorials, workshops, or code examples.",
    "evidence": [
      "You will build, evaluate, and deploy LLM-driven features like deep document analysis and interactive chat, working with models from OpenAI, Anthropic, and Gemini.",
      "You will craft performant, stable frontends that explain technical concepts to non-technical users and help us iterate fast based on customer feedback."
    ],
    "unmet_requirements": [
      "Work focused on teaching other programmers through tutorials, workshops, and working code examples."
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Senior AI Engineer and Senior Product Engineer",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_0be59f96bba82bbe",
        "ev_479ec603b8207ef6"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC or Remote"
      ],
      "evidence_ids": [
        "ev_b8efa3c84746ca78"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      }
    ],
    "role_kind": "single_role",
    "description": "Starbridge | Senior AI Engineer and Senior Product Engineer | NYC or Remote | Full-time |\n\nhttps://starbridge.ai/\nStarbridge is building an AI platform that turns large-scale public and enterprise data into reliable sales insights. We are early, moving fast, and building from zero to one, so this role will have huge ownership and product impact.\n\nAI Engineer: Applied AI plus strong software engineering. You will build, evaluate, and deploy LLM-driven features like deep document analysis and interactive chat, working with models from OpenAI, Anthropic, and Gemini. Expect hands-on Python, ML system design, experimentation, and production reliability. Bonus for RAG depth and frameworks like LangChain, LlamaIndex, or Hugging Face.\n\nProduct Engineer: (React/Typescript) who would work closely with product and design to build user-facing parts of the platform. You will craft performant, stable frontends that explain technical concepts to non-technical users and help us iterate fast based on customer feedback.\n\nWe're looking to build our in-person team in NYC but also open to remote!\n\nApply: https://starbridge.ai/careers and mention HackerNews or email [email protected] with your resume."
  }
}

{
  "judgment": {
    "query_id": "infra_intent",
    "job_id": "job_ec066347017e976a74e5",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes cloud deployment pipelines and observability, but its main focus is building serverless applications rather than operating container clusters or responding to outages.",
    "evidence": [
      "Infrastructure lives in code using AWS CDK, with CI/CD pipelines for builds and deployments.",
      "AWS serverless development is the main focus of the role."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Container-cluster operations and reliability responsibilities",
      "Outage response responsibilities"
    ]
  },
  "posting": {
    "title": "Cloud Engineer, AWS Serverless (TypeScript/Node.js)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_1ccae1bfffaeec34"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Germany)"
      ],
      "evidence_ids": [
        "ev_0dce77ade0f5d31c"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "DE"
      ],
      "evidence_ids": [
        "ev_b36479e84f8606df"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 80000.0,
        "min": 75000.0,
        "period": null,
        "currency": "EUR",
        "original": "€75k–80k",
        "currency_status": "stated"
      },
      "evidence_ids": [
        "ev_b07d2c95d409108e"
      ]
    },
    "skills": [
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "nextjs",
        "label": "Next.js"
      }
    ],
    "role_kind": "single_role",
    "description": "PAGNOS | Cloud Engineer, AWS Serverless (TypeScript/Node.js) | REMOTE (Germany) | Full-time | €75k–80k | business-fluent German required\n\nWe build serverless applications on AWS for clients and for our own SaaS products. On client projects, we work directly with their developers and help them understand and maintain what we build.\n\nYou’ll write backend code in TypeScript/Node.js, build APIs with Lambda and API Gateway, model data in DynamoDB, and design event-driven workflows and integrations. Infrastructure lives in code using AWS CDK, with CI/CD pipelines for builds and deployments. You’ll help decide how systems are designed and take testing, observability and security into account as you build. There’s some React/Next.js work too.\n\nWe’re looking for practical experience building AWS serverless applications with TypeScript/Node.js, including infrastructure as code, CI/CD and event-driven design. The role includes working through requirements and technical decisions with clients, so you should be comfortable with that.\n\nWe use coding agents daily and expect you to use them too, and to share useful approaches with other developers. AWS serverless development is the main focus of the role.\n\nWe’re remote-first, use Scrum, and work with code reviews, pair programming, and unit and integration tests. We meet in person regularly, sometimes in Cologne, sometimes in Austria or Mallorca. We plan travel around family commitments.\n\nYou must be based in Germany and speak business-fluent German and good English. We don’t offer visa sponsorship.\n\n€75k–80k, 32 days of vacation, hardware of your choice, and company-paid AI tool subscriptions.\n\nSend your CV to [email protected] – no cover letter needed. Questions before applying are welcome.\n\nFull job ad (German): https://germantechjobs.de/jobs/PAGNOS-GmbH-Cloud-AI-Engineer..."
  }
}

{
  "judgment": {
    "query_id": "backend_no_match",
    "job_id": "job_bc07fd76c9565fc34724",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting includes backend engineering work, but it does not support pay of at least USD 400,000 per year: the advertised salary range is $170k–$205k with no stated pay period, and bonus and equity amounts are unspecified.",
    "evidence": [
      "Staff/Principal Backend Software Engineer (JVM, Postgres)",
      "$170k-$205k + annual cash bonus + equity."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed compensation of at least USD 400,000 per year; the salary period and additional compensation amounts are not stated."
    ]
  },
  "posting": {
    "title": "Staff/Principal Software Engineer (Full-Stack, AI, Backend, Platform)",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_c9488237c7723821"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (Some crossover w/ PST required)"
      ],
      "evidence_ids": [
        "ev_75aa90d0c9330adf"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_9245b00038b8466f"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 205000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170k-$205k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_41ee19461d4a6f55"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Seeq | https://seeq.com | Staff/Principal Software Engineer (Full-Stack, AI, Backend, Platform) | REMOTE (Some crossover w/ PST required) | Full-time | $170k-$205k + annual cash bonus + equity. Salary range for US-based; local adjustments for other countries. Seeq creates cutting-edge data analytics software for industrial process data, serving sectors like pharmaceuticals, energy, and manufacturing. Our core product is a robust calculation engine capable of executing advanced math and machine learning algorithms on streaming time-series data. By leveraging generative AI, we enhance usability and accelerate outcomes for our users.\nWe've built up a great remote culture (e.g. annual meetups, home office allowance, generous PTO, a remote office app we created to collaborate) and a dev team that enjoys tackling hard problems that make a difference for our customers (dev blog for more: https://geeq.seeq.com/).\n\nBe sure to mention that you came from Hacker News in your application!\n\nStaff/Principal Backend Software Engineer (JVM, Postgres): https://apply.workable.com/seeq/j/CDBF1AE73C\n\nStaff Full-Stack (React, Python, AI Technologies): https://apply.workable.com/seeq/j/1378093793\n\nStaff/Principal Full-Stack (React, JVM, Postgres): https://apply.workable.com/seeq/j/610FB07CEB"
  }
}

{
  "judgment": {
    "query_id": "mobile_no_match",
    "job_id": "job_f38b644f59dd64d3d669",
    "grade": 1,
    "confidence": "high",
    "reason": "The posting offers software engineering roles but does not establish iOS engineering duties or the requested minimum annual pay.",
    "evidence": [
      "+ Software Engineer - https://grnh.se/hnwff2s23us",
      "+ Software Engineer (Embedded) - https://grnh.se/acaazaw13us"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "iOS engineering work",
      "Annual pay of at least USD 400,000"
    ]
  },
  "posting": {
    "title": "Software Engineers",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_36a0b7341530bdae"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Hawthorne, CA (Los Angeles County)"
      ],
      "evidence_ids": [
        "ev_7e692e8a46bfb7b4"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "single_role",
    "description": "Freeform (http://freeform.co) | Software Engineers | Full-time | Onsite | Hawthorne, CA (Los Angeles County)\n\nFreeform builds AI-native manufacturing systems that unify software, hardware, and physics to produce industrial-scale parts at the speed of human ideation. By treating manufacturing as a single integrated system, we unlock a new era of innovation where complex hardware is designed, built, and scaled without limits. This isn’t just an improvement; it’s a leap forward in how complex metal parts are made, with the ability to revolutionize industries like aerospace, defense, automotive, energy, and beyond. We are backed by top VCs including NVIDIA’s NVentures, Founders Fund, Threshold Ventures, and Apandion.\n\nIt’s a small, tight-knit team and you’d have the opportunity to own significant and impactful greenfield projects throughout the entire development lifecycle and much more. Our software team comes from the likes of Google, SpaceX, and Apple, and believes in taking a first principles approach to solving hard problems.\n\nA glimpse into our software landscape - https://www.youtube.com/watch?v=nFWQArUkd5I\n\nOur feature in TechCrunch announcing our $67M Series B Raise! https://techcrunch.com/2026/02/19/freeform-raises-67m-series...\n\nCurrent open positions:\n\n+ Principal Software Engineer - https://grnh.se/27ajbj9k3us\n\n+ Senior Full Stack Engineer (MES) - https://grnh.se/vp93v0cu3us\n\n+ Senior Software Engineer - https://grnh.se/m2l08z853us\n\n+ Senior Software Engineer (Embedded) - https://grnh.se/hb838bth3us\n\n+ Senior Software Engineer (Full Stack Enterprise) - https://grnh.se/z1hbnfo33us\n\n+ Software Engineer - https://grnh.se/hnwff2s23us\n\n+ Software Engineer (Embedded) - https://grnh.se/acaazaw13us\n\n+ Software Engineer (Full Stack Enterprise) - https://grnh.se/26cvuixl3us"
  }
}

{
  "judgment": {
    "query_id": "security_constraints",
    "job_id": "job_eea08cab6663d534bc80",
    "grade": 0,
    "confidence": "high",
    "reason": "The listed security role is Staff-level, conflicting with the requested junior role. It is remote, but eligibility from Mexico and a no-degree policy are not established.",
    "evidence": [
      ">> Staff Security Engineer | NAMER, EMEA, APJ (Remote):"
    ],
    "unmet_requirements": [
      "Junior security engineer role: the security opening is Staff-level."
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico.",
      "No university degree required."
    ]
  },
  "posting": {
    "title": ">> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid); >> Staff Security Engineer | NAMER, EMEA, APJ (Remote); >> Forward Deployed Engineer | United States (Remote); >> Software Engineer, Agents | NAMER, EMEA, APJ (Remote)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "hybrid"
      ],
      "evidence_ids": [
        "ev_1620d9c994a4fc6d",
        "ev_a245f5ba4cef050a"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote"
      ],
      "evidence_ids": [
        "ev_1620d9c994a4fc6d"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_4e5b1b62b0301460"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "multiple_roles",
    "description": "LiveKit|http://livekit.io/| VoiceAI | webRTC | Remote | Full Time\n\nLiveKit is building the infrastructure layer for the voice-driven era of computing. Our platform gives developers everything they need to build, test, deploy, scale, and observe agents in production. Hiring:\n\n>> Product Engineer | NAMER, EMEA, APJ (Remote) or SF (Hybrid):\nhttps://jobs.ashbyhq.com/livekit/463e2769-bb85-4429-96a3-3a1...\n\n>> Staff Security Engineer | NAMER, EMEA, APJ (Remote):\nhttps://jobs.ashbyhq.com/livekit/efc06ff8-37c4-473e-8de8-bbb...\n\n>> Forward Deployed Engineer | United States (Remote):\nhttps://jobs.ashbyhq.com/livekit/b889ef16-4d5d-4b71-b0a9-682...\n\n>> Software Engineer, Agents | NAMER, EMEA, APJ (Remote) :\nhttps://jobs.ashbyhq.com/livekit/1757f49e-7e19-4c45-85f7-e46...\n\nCo-founders: Russ d'Sa (CEO) https://www.linkedin.com/in/russelldsa/ & David Zhao (CTO) https://www.linkedin.com/in/davidzhao/\n\nCheck out our blog: https://livekit.com/blog\n\nOur other roles: https://livekit.com/careers?utm_source=1bpyr8q375"
  }
}

{
  "judgment": {
    "query_id": "mobile_constraints",
    "job_id": "job_bf6f1ff8a31ad20f0ceb",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting explicitly requires onsite work in Los Angeles, conflicting with fully remote work from Mexico. It does not establish a junior iOS opening or a no-degree policy.",
    "evidence": [
      "Apex Space | Multiple Roles | Full-Time | Onsite | Los Angeles, CA | apexspace.com",
      "NOTE: Due to federal law, you must be a US person (citizen, green card holder, some other classifications) to work at Apex Space."
    ],
    "unmet_requirements": [
      "Fully remote work from Mexico"
    ],
    "unknown_requirements": [
      "Availability of an iOS engineering role",
      "Junior seniority",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "Multiple roles",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_95e1ec47b580001b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Los Angeles, CA"
      ],
      "evidence_ids": [
        "ev_c32330d32d9516d2"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "embedded",
        "label": "Embedded"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Apex Space | Multiple Roles | Full-Time | Onsite | Los Angeles, CA | apexspace.com\n\nApex Space is building standardized spacecraft platforms to enable true mass-production of spacecraft and enabling getting varied and similarly mass-produced payloads to orbit.\n\nWe're hiring everything from technicians to product/project managers and supply chain to all sorts of engineers: thermal, mechanical, mechanisms, solar, optical, power systems, electronics/avionics, PCB, embedded software, ground software, devops, and more.\n\nYou can apply at https://www.apexspace.com/careers. Or, email me with a resume at maabonnet [at] gmail [dot] com, and I'll see if I can get you a direct referral link so that you get a call with a recruiter ASAP if you're a particularly good fit.\n\nNOTE: Due to federal law, you must be a US person (citizen, green card holder, some other classifications) to work at Apex Space. Please state your residency or citizenship status in your email. If you are not a US person, I can't help you."
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_c5e9533f75cd34cb0e93",
    "grade": 1,
    "confidence": "high",
    "reason": "The platform security engineering opening is plausibly relevant, but the advertised compensation does not specify a pay period and therefore does not establish the required USD 400,000 annual minimum.",
    "evidence": [
      "Senior Platform Security Engineer",
      "$170-240K"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether annual pay is at least USD 400,000; the advertised range has no stated pay period."
    ]
  },
  "posting": {
    "title": "Senior Platform Security Engineer; Backend Engineer (Mid Level); Data Scientist - AI/ML (Mid & Sr Levels); Product Performance Analyst (+2)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_c1d2d35b01551e2c",
        "ev_d80e602a35e9908b"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "ONSITE NYC or REMOTE (US/Can)"
      ],
      "evidence_ids": [
        "ev_bb31b4e1d1d76240"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f3038a45fbdf7190"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 240000.0,
        "min": 170000.0,
        "period": null,
        "currency": "USD",
        "original": "$170-240K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_1c3913c7d14a38ea"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "Spade | Multiple Engineering, AI/ML Data Science, and Revenue Roles | ONSITE NYC or REMOTE (US/Can) | $170-240K + equity\n\nSpade is the data and AI platform for modern finance. We take messy transaction data and turn it into structured, verified records — with a platform, models, and tooling that help our customers use it everywhere it matters.\n\nWe're looking for extraordinary builders to play a foundational role in a company designed for scale:\n\n- Senior Platform Security Engineer\n\n- Backend Engineer (Mid Level)\n\n- Data Scientist - AI/ML (Mid & Sr Levels)\n\n- Product Performance Analyst\n\n- Account Executive - Enterprise\n\n- Account Manager - Enterprise\n\nWe're well-funded by top investors (YC/a16z/OAK), and known for building intentional, inclusive culture. We offer competitive compensation (salary + equity) and comprehensive benefits.\n\nIf interested, please apply here (https://spade.com/careers/) and mention this post."
  }
}

{
  "judgment": {
    "query_id": "infra_keywords",
    "job_id": "job_bd1de4e71a71e0bbfaa6",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes production systems, cloud, and container work, but primarily builds an agentic AI platform rather than Kubernetes infrastructure. Kubernetes responsibilities are not stated.",
    "evidence": [
      "Cloud experience (we're primarily AWS / Bedrock); comfortable with both containers and serverless",
      "Agent orchestration: tool calling, planner/executor and multi-agent patterns, MCP/A2A integrations with enterprise systems"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Kubernetes infrastructure engineering responsibilities"
    ]
  },
  "posting": {
    "title": "Staff Engineer – Agentic AI",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_f56b05bae58fb0cc"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US)"
      ],
      "evidence_ids": [
        "ev_3dcd6571a51b6a8e"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_f7f8cc6ac4042583"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 175000.0,
        "min": 175000.0,
        "period": null,
        "currency": "USD",
        "original": "$175k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_2444dbe21e7e48c1"
      ]
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "docker",
        "label": "Docker"
      }
    ],
    "role_kind": "single_role",
    "description": "Republic Services | Staff Engineer – Agentic AI | REMOTE (US) | Full-time | $175k is our salary midpoint + 20% target bonus\n\nRepublic Services is the second largest environmental services companies in North America — ~40K employees, thousands of trucks, hundreds of facilities, and a mountain of operational data that has never had an AI layer on top of it. We have a backlog of hundreds of Agentic AI ideas that we need to deliver and a foundation of ontologies, evaluations, guardrails, etc... that we need to build.\n\nWe're hiring a Staff Engineer now to be the first hire and plan to expand the team aggressively. You will own that platform end to end, not manage the people.\n\nWhat you'll work on\n\n- Agent orchestration: tool calling, planner/executor and multi-agent patterns, MCP/A2A integrations with enterprise systems\n\n- Making enterprise context reliably available at inference time — retrieval, memory, hybrid search, reranking, access controls\n\n- LLMOps that isn't hand-wavy: evals and golden datasets, prompt/agent versioning, tracing, token and cost budgets, CI/CD for agents\n\n- Safety in a regulated enterprise: prompt injection, data exfiltration, PII handling, human-in-the-loop, audit logging\n\nYou should have\n\n- 7–10+ years building and scaling production systems, with recent, hands-on GenAI/agentic work in production (not just demos)\n\n- Shipped agents or LLM pipelines at scale\n\n- Solid data chops — vector stores, chunking, hybrid search, knowing when retrieval is the wrong answer\n\n- Cloud experience (we're primarily AWS / Bedrock); comfortable with both containers and serverless\n\n- Track record of technical leadership and mentoring without needing a manager title\n\nNice to have: LangGraph / Semantic Kernel / PydanticAI, GraphRAG, knowledge graphs, LangFuse/LangSmith, multimodal.\n\nComp & benefits: $175k is our midpoint for salary + 20% annual target bonus, 401(k) with company match, ESPP, medical/dental/vision, PTO. Remote eligible, prefer AZ timezones +/-1. Not sponsorship eligible.\n\nWhy you should want to work here: We build cool stuff\n\nemail me ([email protected]) directly with the most interesting agent you've shipped."
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_e653cdf8d3f861c6cfdb",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting offers Java development and data engineering, not product design. Its stated compensation ranges are below 400,000, and no annual pay period is specified.",
    "evidence": [
      "Hiring Java Developer (Full-Time)",
      "Hiring Data Engineer (Full-Time)"
    ],
    "unmet_requirements": [
      "Product designer work"
    ],
    "unknown_requirements": [
      "Guaranteed pay of at least USD 400,000 per year; the posting does not specify a pay period."
    ]
  },
  "posting": {
    "title": "Hiring Java Developer (Full-Time)",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_3d1a77bcc1f9c252"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "NYC (HYBRID)"
      ],
      "evidence_ids": [
        "ev_a1b43064aabf24e5"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 300000.0,
        "min": 150000.0,
        "period": null,
        "currency": "USD",
        "original": "$150K-$300K",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_0c83e64d4cb700fe"
      ]
    },
    "skills": [
      {
        "id": "java",
        "label": "Java"
      },
      {
        "id": "snowflake",
        "label": "Snowflake"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      }
    ],
    "role_kind": "single_role",
    "description": "Furtim Modus | Hiring Java Developer (Full-Time) | NYC (HYBRID) | $150K-$300K + equity | https://www.furtimmodus.com/software-engineer\n\nWe are currently seeking a talented and driven Java Developer to join our team full-time. This is an exciting opportunity to contribute your skills and expertise to a venture backed funded fintech trading firm with emphasis in US equities capital markets tech based out of the New York City and in exchange we’ll provide you with base comp $150k-$300k, full benefits, cash bonus, and equity.\n\nRequired Qualifications:\n\n- Experience developing server-side software for electronic trading systems for US Equities\n\n- Strong low-latency programming experience using Core Java 17 or later\n\nHighly Preferred:\n\n- Experience with open-source technologies such as Aeron Transport, Aeron Cluster, Aeron Archive, Artio, and Agrona\n\n- Experience with the Adaptive Hydra trading platform\n\nBenefits:\n\n- Flexible hybrid schedule to accommodate other commitments\n\n- Collaborative and supportive team environment\n\n- Relocation assistance to NYC Metro area\n\nIf you are passionate about Java development and interested in joining a fintech venture, we would love to hear from you. Please submit your resume if interested to [email protected] in this opportunity.\n\n-----\n\nFurtim Modus | Hiring Data Engineer (Full-Time) | NYC (HYBRID) | $150K-$250K + equity | https://www.furtimmodus.com/data-engineer\n\nWe are currently seeking a talented and driven Data Engineer to join our team full-time. This is an exciting opportunity to contribute your skills and expertise to a venture backed funded fintech trading firm with emphasis in US equities capital markets tech based out of the New York City and in exchange we’ll provide you with base comp $100k-$150k, full benefits, cash bonus, and equity.\n\nRequired Qualifications:\n\n- Experience with electronic trading systems and market data for US Equities\n\nBuild and maintain reliable data pipelines using Snowflake, AWS, and PostgreSQL\n\n- Develop analytics and reporting solutions using Sigma Computing\n\n- Improve platform monitoring and observability using Grafana, Prometheus, and VictoriaMetrics\n\nHighly Preferred:\n\n- Experience with open-source technologies such as Aeron Transport, Aeron Cluster, Aeron Archive, Artio, and Agrona\n\n- Experience with the Adaptive Hydra trading platform\n\nBenefits:\n\n- Flexible hybrid schedule to accommodate other commitments\n\n- Collaborative and supportive team environment\n\n- Relocation assistance to NYC Metro area\n\nIf you are passionate about data engineering and interested in joining a fintech venture, we would love to hear from you. Please submit your resume if interested to [email protected] in this opportunity."
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_d910ed7b3446f2ee4f48",
    "grade": 1,
    "confidence": "high",
    "reason": "The architect role involves browser-facing frameworks and design systems, making it relevant to web interfaces, but accessibility work is not stated and the focus is broader architecture and developer enablement.",
    "evidence": [
      "Angular, Vue, Javascript, and web serving best practices for development organizations for long term health.",
      "Developer enablement and tooling in the Node.js ecosystem-shared component architectures, design systems, etc."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether the role includes building accessible interactive interfaces."
    ]
  },
  "posting": {
    "title": "Architect",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_a6bb33f7e6fc6b6f",
        "ev_889f07126516f258"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite Cebu PH, Remote Costa Rica, Remote US are possible"
      ],
      "evidence_ids": [
        "ev_0bd60e806eb8be41"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "CR",
        "US"
      ],
      "evidence_ids": [
        "ev_f89247f67233d360",
        "ev_c650192feb0855ec"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "angular",
        "label": "Angular"
      },
      {
        "id": "vue",
        "label": "Vue"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      }
    ],
    "role_kind": "single_role",
    "description": "Trax | https://www.traxtech.com/ | Onsite Cebu PH, Remote Costa Rica, Remote US are possible | Full-time | Architect\n\nI work best as a team - with someone who can challenge my assumptions and bolster my weaknesses. I'm looking to increase the bandwidth of the architecture function at Trax, as I can't do it alone!\n\nWe BOTH need to be strong in:\n\n- Communication - we lead by influence, not by authority. Kindness is required!\n\n- Ego-free problem solving - good ideas come from anywhere.\n\n- Reliable software designs - things that work on dirty data, incomplete testing, and AI-enabled development workflows.\n\n- Building the first prototype in an area with zero guidelines - careful choices and evaluation of vendors, setting an example to follow.\n\nYou should be strong in:\n\n- Angular, Vue, Javascript, and web serving best practices for development organizations for long term health.\n\n- Developer enablement and tooling in the Node.js ecosystem-shared component architectures, design systems, etc.\n\n- Data-heavy applications and their operation and security needs.\n\nI am strong on the infrastructure, DevOps, k8s, and backend and data stacks. So don't worry about relative weaknesses there, though you will need some understanding.\n\nThis would be a good first architecture position for a Staff or Senior Staff level full-stack technical leader who wants to expand their scope. My email is in my profile!"
  }
}

{
  "judgment": {
    "query_id": "frontend_intent",
    "job_id": "job_d9c75bc925bb8d849a9b",
    "grade": 1,
    "confidence": "high",
    "reason": "The role includes building interactive web interfaces with React and TypeScript, but the posting does not state accessibility responsibilities or requirements.",
    "evidence": [
      "Architecture, frontend, backend, Postgres, durable execution state, retries and idempotency, permissions, deploys, and the data-heavy interfaces people work inside all day: tables, relationships, filters, history, approvals.",
      "React and TypeScript at depth, Node or Python behind it."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Whether building accessible interfaces is part of the role."
    ]
  },
  "posting": {
    "title": "Founding Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_7cde6983ab212696"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY"
      ],
      "evidence_ids": [
        "ev_a6e6106ad0615fa7"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Sunspell | Founding Engineer | New York, NY | ONSITE | Full-time | https://sunspell.fm/careers/founding-engineer\n\nSix-person venture lab in New York. Part lab, part studio, part operating system, building original products and the systems behind them. Compounding every launch into venture intelligence.\n\nOur founder ran her own design studio and was the founding design partner on Partiful, on Sentropy before Discord bought it, on Goldcast before Cvent, on Make before Celonis, and on Descartes Labs. She builds here now instead of for other people.\n\nYou would own the production application around our intelligence layer. Architecture, frontend, backend, Postgres, durable execution state, retries and idempotency, permissions, deploys, and the data-heavy interfaces people work inside all day: tables, relationships, filters, history, approvals. React and TypeScript at depth, Node or Python behind it. We write a lot of MCP servers and build with Claude Code daily.\n\nSeven-plus years shipping, hands on code within the last year. Design and engineering sit in the same room here. There is no handoff.\n\nMost people who apply like the words \"founding engineer.\" We are looking for someone who has already started something of their own.\n\nOwnership. You should own a piece of what you build here. We are not going to post a percentage, because the honest answer depends on what you end up carrying, and we would rather work that out with you than hand you a number that pretends to be precise. It is a conversation, it is flexible, and we intend it to be fair.\n\nWe are six people. Nothing you build goes through a committee before it ships. Nothing you break, you fix alone. We are a tight team today and we are looking to double it by the end of the year.\n\nPlease send your resume or GitHub, plus the most ambitious thing you have built mostly on your own. Rough work that worked beats polished that never shipped.\n\nIf this is not you but a name comes to mind, please pass it along. :)"
  }
}

{
  "judgment": {
    "query_id": "frontend_exclusion",
    "job_id": "job_88a57f47783c8139c44a",
    "grade": 1,
    "confidence": "high",
    "reason": "Senior software engineering and remote work are supported, but frontend duties and permission to work remotely from Mexico are not established. The posting does not explicitly require US residence.",
    "evidence": [
      "Software Engineers (Senior, Staff, Principal)",
      "Onsite preferred, but remote candidates with a strong fit are welcome!"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Frontend engineering duties",
      "Eligibility to work remotely from Mexico; listed eligible countries are US and GB, while the description gives a broader hiring geography without clarifying remote residence eligibility"
    ]
  },
  "posting": {
    "title": "Software Engineers (Senior, Staff, Principal)",
    "work_mode": {
      "status": "stated",
      "value": [
        "remote",
        "onsite"
      ],
      "evidence_ids": [
        "ev_1ac185252edabcff",
        "ev_40f47d486b0556d2"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "US, UK, EU, APAC ONSITE PREFERRED"
      ],
      "evidence_ids": [
        "ev_c8e56b5aa93afc4a"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US",
        "GB"
      ],
      "evidence_ids": [
        "ev_15b689d108c623f6",
        "ev_e6c389d22ff8dc8b"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "rust",
        "label": "Rust"
      },
      {
        "id": "ruby",
        "label": "Ruby"
      },
      {
        "id": "cpp",
        "label": "C++"
      },
      {
        "id": "go",
        "label": "Go"
      },
      {
        "id": "javascript",
        "label": "JavaScript"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "webassembly",
        "label": "WebAssembly"
      },
      {
        "id": "linux",
        "label": "Linux"
      }
    ],
    "role_kind": "single_role",
    "description": "*Fastly | Software Engineers (Senior, Staff, Principal) | US, UK, EU, APAC ONSITE PREFERRED | Full-time*\n\nWhen you look at the headers of major websites, you’ll see us. If it has to be performant, secure, scaled worldwide, and always-on, it uses Fastly.\n\nWe're a global edge cloud platform for performance and security, emphasizing open standards, sustainable engineering, and resilience-by-design.\n\nWe're hiring across compute, security, platform engineering, network and edge protocols, release engineering, network architecture, client services engineering, and more.\n\nOnsite preferred, but remote candidates with a strong fit are welcome!\n\nRather than building walled gardens, we co-founded the Bytecode Alliance, heavily upstream our work to open standards, actively author IETF drafts, and power the global infrastructure for open-source Python, Rust, Ruby, OpenStreetMap, and much more.\n\n* The Stack: Rust, C/C++, Go, Javascript, Typescript, WebAssembly (Wasm/WASI), Wasmtime, Cranelift, eBPF/XDP, QUIC, HTTP, TLS, TCP, Varnish/VCL, Linux kernel internals, distributed systems, professional services.\n* Apply: https://www.fastly.com/about/careers"
  }
}

{
  "judgment": {
    "query_id": "design_no_match",
    "job_id": "job_db35243c5a981ef78997",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for product management focused on discovery and prioritization, not product design. Compensation is hourly and does not establish a guaranteed annual salary of at least USD 400,000.",
    "evidence": [
      "We're looking for a senior product manager who will own product discovery and prioritization across this diverse user base.",
      "ODK | Senior Product Manager | Remote (Worldwide) | Long-term contract, 30–40 hours/week | $90–$110/hour USD"
    ],
    "unmet_requirements": [
      "Product designer work"
    ],
    "unknown_requirements": [
      "Guaranteed annual pay of at least USD 400,000"
    ]
  },
  "posting": {
    "title": "Senior Product Manager",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_17b35076e1ebb347"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote (Worldwide)"
      ],
      "evidence_ids": [
        "ev_8ce3987e48e1d0df"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "worldwide"
      ],
      "evidence_ids": [
        "ev_b07f81cad747ab8e"
      ]
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 110.0,
        "min": 90.0,
        "period": "hour",
        "currency": "USD",
        "original": "$90–$110/hour",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_94a32cc0d8bb80ab"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "ODK | Senior Product Manager | Remote (Worldwide) | Long-term contract, 30–40 hours/week | $90–$110/hour USD\n\nODK is an open-source platform used by thousands of organizations worldwide to collect billions of data points for disease surveillance, supply chain traceability, environmental monitoring, and more. It enables users to build powerful forms and reliably collect structured data, even in places with little or no Internet connectivity.\n\nODK has been actively developed for 18 years. We have a mix of self-hosted and SaaS users across many sectors. We're looking for a senior product manager who will own product discovery and prioritization across this diverse user base. To be successful, you'll need to find the common needs behind very different workflows and turn them into opinionated product improvements.\n\nBecause the team is small and the user base is large, this is a high-autonomy role where product decisions have an unusually direct impact. You should have substantial experience managing complex B2B or technical products. Experience with open source, self-hosted software, and small, fully remote teams is a plus.\n\nDetails and application: https://getodk.org/about/jobs/senior-product-manager"
  }
}

{
  "judgment": {
    "query_id": "tools_no_match",
    "job_id": "job_bee8e084ff439dcad167",
    "grade": 0,
    "confidence": "high",
    "reason": "The roles build construction-permitting software, not developer tools. Advertised compensation does not establish the requested USD 400,000 annual minimum.",
    "evidence": [
      "Our software reduces time to permit, supporting permitting end-to-end including permit research, application preparation, submission, and monitoring.",
      "1. Staff Software Engineer - $200K-275K + equity"
    ],
    "unmet_requirements": [
      "Developer tools engineering work"
    ],
    "unknown_requirements": [
      "Guaranteed base pay of at least USD 400,000 per year; the posting does not explicitly specify currency or pay period."
    ]
  },
  "posting": {
    "title": "Staff Software Engineer - $200K-275K + equity; Fullstack Software Engineer - $125-245K + equity; Senior Frontend Engineer - $125K-245K + equity; 1. Staff Software Engineer - $200K-275K + equity (+2)",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_600c68ba4d17ff08"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, NY"
      ],
      "evidence_ids": [
        "ev_d2310f449f525545"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "multiple_roles",
    "description": "PermitFlow (YC W22) | Staff, Fullstack & Frontend Software Engineers | New York, NY | ONSITE | Full-time | https://permitflow.com\nPermitFlow’s mission is to streamline and simplify construction permitting in the $1.6 trillion United States construction market. Our software reduces time to permit, supporting permitting end-to-end including permit research, application preparation, submission, and monitoring.\n\nWe recently raised a $54M Series B led by Accel with participation from Kleiner Perkins, Felicis, Altos Ventures, and YC.\n\nPermitting is a challenging yet interesting problem; thousands of municipalities across the United States have their own processes and requirements - many which are continually updating. Software, AI, and LLMs provide an exciting opportunity for us to reason at scale and distill a nuanced and localized permitting process into a standard and streamlined experience for our customers.\n\nWe're looking for customer-obsessed, ambitious, and hard-working teammates who are excited about solving a real-world problem with technology at its helm.\n\nNYC Onsite Roles | apply at: https://jobs.ashbyhq.com/permitflow?departmentId=d33195eb-89...\n\n1. Staff Software Engineer - $200K-275K + equity\n\n2. Fullstack Software Engineer - $125-245K + equity\n\n3. Senior Frontend Engineer - $125K-245K + equity\n\nhttps://permitflow.com/hiring"
  }
}

{
  "judgment": {
    "query_id": "infra_no_match",
    "job_id": "job_d367900bb7c4cd5bc7c8",
    "grade": 1,
    "confidence": "high",
    "reason": "The API platform work matches the requested role, but the posting does not establish guaranteed compensation of at least USD 400,000 per year; the listed pay has no stated time period.",
    "evidence": [
      "We're building out our NYC-based API platform team as our API-based business rapidly grows.",
      "$200k-$300k+ plus equity"
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Guaranteed pay of at least USD 400,000 per year, including confirmation of the compensation period."
    ]
  },
  "posting": {
    "title": "Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer",
    "work_mode": {
      "status": "stated",
      "value": "hybrid",
      "evidence_ids": [
        "ev_6e7c6ac1f0b99f75"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "New York, New York (Hybrid)"
      ],
      "evidence_ids": [
        "ev_21cdc7ab65247d1d"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 300000.0,
        "min": 200000.0,
        "period": null,
        "currency": "USD",
        "original": "$200k-$300k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_678952d984374878"
      ]
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "DeepL | Software Engineer / Senior Software Engineer / Sr. Staff Software Engineer | New York, New York (Hybrid) | $200k-$300k+ plus equity\n\nDeepL is a Language AI Company providing text, document, and real-time voice translation to name-brand companies across the world. Maybe you've seen our recent announcement: https://www.deepl.com/en/press-release/harvey-taps-deepl-to-...\n\nWe're building out our NYC-based API platform team as our API-based business rapidly grows. We're a European -based company, so you'll enjoy the best of both worlds with competitive compensation, 30 days of PTO from day one (your manager, me, will make sure you use them all) \"work from anywhere\" days, addtional compensation for on-call shifts (including additional time-off if you actually have to do something after hours)\n\nIf you're passionate about building the platforms that provide the foundation for reliable and high-peformance systems, please check out our NYC openings: https://jobs.ashbyhq.com/DeepL?departmentId=0097f643-f517-44..."
  }
}

{
  "judgment": {
    "query_id": "embedded_keywords",
    "job_id": "job_f421cd957b7c2b33889a",
    "grade": 0,
    "confidence": "high",
    "reason": "The role involves web full-stack and AI agent development, not C++ microcontroller firmware engineering.",
    "evidence": [
      "you'd work across the full stack: React/TypeScript frontend, Node.js backend, AWS Lambda."
    ],
    "unmet_requirements": [
      "C++ microcontroller firmware engineering work"
    ],
    "unknown_requirements": []
  },
  "posting": {
    "title": "Full Stack AI Engineer",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_9a5542435ea47fc5"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Remote(Everywhere)"
      ],
      "evidence_ids": [
        "ev_110e47d9d832abf6"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      },
      {
        "id": "mongodb",
        "label": "MongoDB"
      }
    ],
    "role_kind": "single_role",
    "description": "AiMi | Full Stack AI Engineer | Remote(Everywhere) | Full-time\n\nAiMi builds agentic AI infrastructure for capital markets: autonomous agents that ingest venue and vendor notifications, assess impact across client infrastructure, and drive change management workflows in real time, replacing what used to be manual, static processes for exchanges and their ops teams. live production platform, not a pilot.\n\nyou'd work across the full stack: React/TypeScript frontend, Node.js backend, AWS Lambda. concretely: shipping features in the agent pipeline, building MCP-based connectors and skills that extend what our agents can reach, running evals on agent accuracy and reliability, building observability and alerting for agent latency/error rates/failed workflows, and making long-running LLM, agent, and SSE calls actually resilient (timeouts, retries, circuit breakers, fail-fast, recovery). also a fair amount of diagnosing dependency/version conflicts in a Node.js/npm monorepo, which is its own skill.\n\nlooking for 2-3+ years hands-on experience, solid Node.js and REST API background, real hands-on work with LLMs or agent frameworks (Mastra, LangChain, LlamaIndex, Claude, OpenAI or similar), comfortable with AWS (Lambda, Bedrock, DynamoDB, S3, Cognito, API Gateway, CloudWatch), MongoDB/DynamoDB, and genuinely tests what you ship (unit, integration, e2e). familiarity with spec-driven development (Claude Code, Cursor, CodeRabbit or similar) is a real plus since that's how we work day to day. bonus points for capital markets/trading infra background, LLM observability tooling like Langfuse, SSE streaming experience, or PostHog.\n\nyou'd be working on great things here: real architectural decisions at an early-stage company, visible impact from week one, and room to grow into a senior or lead role as we grow.\n\napply: https://join.com/companies/aimitechnology/16658631-agentic-a... , or reach out directly at [email protected]"
  }
}

{
  "judgment": {
    "query_id": "devrel_constraints",
    "job_id": "job_fe48d4256c9110cbffd2",
    "grade": 0,
    "confidence": "high",
    "reason": "The posting is for leading a security product roadmap, not junior developer education. Remote work is stated, but eligibility from Mexico and a no-degree policy are not established.",
    "evidence": [
      "I’m hiring a product manager to lead our security roadmap and steer the priorities of our security engineering team.",
      "A technical background and security expertise are a must for this role"
    ],
    "unmet_requirements": [
      "Junior developer educator work: the role is a lead security product manager position."
    ],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico.",
      "No university degree required."
    ]
  },
  "posting": {
    "title": "Lead Product Manager, Security",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_774ca9dccd2488bb"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE (US + 18 countries)"
      ],
      "evidence_ids": [
        "ev_a54b183f09ea8582"
      ]
    },
    "eligible_countries": {
      "status": "stated",
      "value": [
        "US"
      ],
      "evidence_ids": [
        "ev_1f39d75bab375746"
      ]
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [],
    "role_kind": "single_role",
    "description": "Wikimedia Foundation | Lead Product Manager, Security | REMOTE (US + 18 countries) | Full-time\n\nI lead the security and safety team for Wikipedia, at the Wikimedia Foundation. I’m hiring a product manager to lead our security roadmap and steer the priorities of our security engineering team.\n\nIt’s a high-pace, shipping-heavy time for the whole project right now, as we are dedicating ourselves to surviving all the ways AI is messing with us and the internet, and getting to the other side of it. I joined myself about a year ago, and have found it to be a great time and place to swing big and surprise people.\n\nThis is a PM role and PM background is certainly helpful, but it’s not strictly required (everyone has the first PM job at some point). A technical background and security expertise are a must for this role, so we’re also open to people in engineering roles, who have demonstrated PM-relevant skills and are interested in making a pivot.\n\nYou can apply at https://job-boards.greenhouse.io/wikimedia/jobs/8140060?gh_s... - we don’t auto-filter based on AI or anything like that, I will personally see your resume."
  }
}

{
  "judgment": {
    "query_id": "frontend_constraints",
    "job_id": "job_ff4e34fc0dc989af75c8",
    "grade": 1,
    "confidence": "high",
    "reason": "The remote full-stack role includes frontend technologies, but is not specifically junior frontend work. Mexico eligibility, junior-level acceptance, and a no-degree policy are not stated.",
    "evidence": [
      "Interview Resources | 2 Full Stack AI Engineer, 1 GTM | REMOTE | Full-Time | $250k seed raised",
      "Has strong full-stack engineering skills. Has built and deployed production applications."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Eligibility to work remotely from Mexico",
      "Junior-level acceptance",
      "No university degree required"
    ]
  },
  "posting": {
    "title": "2 Full Stack AI Engineer, 1 GTM",
    "work_mode": {
      "status": "stated",
      "value": "remote",
      "evidence_ids": [
        "ev_08f99641f04ed6bd"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "REMOTE"
      ],
      "evidence_ids": [
        "ev_08f99641f04ed6bd"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 90000.0,
        "min": 30000.0,
        "period": null,
        "currency": "USD",
        "original": "$30k – $90k",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_c22e4bcfc5e97a84"
      ]
    },
    "skills": [
      {
        "id": "nextjs",
        "label": "Next.js"
      },
      {
        "id": "react",
        "label": "React"
      },
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "nodejs",
        "label": "Node.js"
      },
      {
        "id": "postgresql",
        "label": "PostgreSQL"
      },
      {
        "id": "docker",
        "label": "Docker"
      },
      {
        "id": "aws",
        "label": "AWS"
      },
      {
        "id": "llm",
        "label": "LLMs"
      }
    ],
    "role_kind": "single_role",
    "description": "Interview Resources | 2 Full Stack AI Engineer, 1 GTM | REMOTE | Full-Time | $250k seed raised\n\nInterview Resources is building an AI-powered deep research platform for interview preparation. Instead of generic interview guides, we autonomously research company-specific interview experiences across Reddit, YouTube, LinkedIn, engineering blogs, company websites, Glassdoor, and other public sources, then generate structured preparation reports in minutes.\n\nWe are already profitable with 3k+ paid users.\n\nOur stack currently includes Next.js, React, TypeScript, Node.js, PostgreSQL, Docker, Vercel, AWS, and modern AI tooling. Experience with LangGraph, LangChain, MCP, RAG, vector databases, or AI agents is a strong plus, but curiosity and the ability to learn quickly matter more.\n\nWe're looking for someone who:\n\nHas strong full-stack engineering skills. Has built and deployed production applications. Loves working with AI and LLM-powered products. Takes ownership and ships quickly. Has personal projects or open-source work they're proud of.\n\nExpected salary: $30k – $90k (flexible based on experience, impact, and per capita)\n\nExpected Joining Date: 1st October\n\nTo apply, visit https://www.interviewresources.app/careers (No Email; my email is spammed) with:\n\n1. Your CV/Resume. Your GitHub profile.\n\n2. Why do you like InterviewResources? (product-driven answer) Log in to the site and just see some sample reports.\n\n3. One piece of work or project you're most proud of (include links if possible).\n\n4. Please include your expected salary and location in your application.\n\nHuman-written messages are more likely to get a response.\n\nTry: https://www.interviewresources.app"
  }
}

{
  "judgment": {
    "query_id": "ml_intent",
    "job_id": "job_ef4f33206daed662837e",
    "grade": 1,
    "confidence": "high",
    "reason": "The role supports predictive tools and production ML infrastructure, but does not explicitly assign model training, evaluation, or monitoring responsibilities.",
    "evidence": [
      "Familiar with MLOps and the infrastructure needed to run AI models in production",
      "You’ll work closely with software engineers, biologists, and ML researchers to translate experimental workflows, statistical analyses, and design-of-experiment approaches into scalable software and predictive tools."
    ],
    "unmet_requirements": [],
    "unknown_requirements": [
      "Hands-on training of predictive models",
      "Model evaluation responsibilities",
      "Production model monitoring responsibilities"
    ]
  },
  "posting": {
    "title": "Software Engineer, Data & ML",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_16a319a069cadb6c"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "On-Site (Cambridge, MA)"
      ],
      "evidence_ids": [
        "ev_f62fade15ba8253b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "stated",
      "value": {
        "max": 130000.0,
        "min": 105000.0,
        "period": null,
        "currency": "USD",
        "original": "$105,000–$130,000",
        "currency_status": "inferred"
      },
      "evidence_ids": [
        "ev_df2e60ba98b76b59"
      ]
    },
    "skills": [
      {
        "id": "machine-learning",
        "label": "Machine learning"
      },
      {
        "id": "python",
        "label": "Python"
      }
    ],
    "role_kind": "single_role",
    "description": "Foray Bioscience | Software Engineer, Data & ML | On-Site (Cambridge, MA) | Full Time | $105,000–$130,000 + equity\n\nCompany:\nForay is a plant production company using plant cells, artificial intelligence, and advanced biomanufacturing to grow materials, molecules, and seeds directly from the cell up.\n\nOur work is powered by Pando, our intelligent workspace for plant science. Pando combines novel plant datasets and emerging predictive models to help researchers design and optimize plant production workflows with greater speed and reliability. Together, our software and biomanufacturing platforms are creating new ways to produce what we need from plants while building more resilient plant industries.\n\nRole:\nWe’re looking for a Software Engineer, Data & ML to help build the software and data foundation behind Pando. You’ll work across the product, with a particular focus on backend systems, APIs, data infrastructure, and the systems supporting our machine learning work. A major part of the role is figuring out how to turn complex scientific and experimental information — including scientific literature, natural language, and data generated in the lab — into reliable, structured data.\n\nYou’ll work closely with software engineers, biologists, and ML researchers to translate experimental workflows, statistical analyses, and design-of-experiment approaches into scalable software and predictive tools. You’ll join early, have significant ownership, and help make foundational technical and architectural decisions as the platform grows.\n\nYou:\n+ Strong software engineering generalist with particular depth in backend and data systems\n+ Experience shipping production-grade software and building backend systems, data pipelines, databases, APIs, or other data-intensive infrastructure\n+ Strong in Python and comfortable with relational databases, APIs, and modern software systems\n+ Familiar with MLOps and the infrastructure needed to run AI models in production\n+ Comfortable turning messy, heterogeneous, or unstructured information into trustworthy data, including through NLP, information extraction, or similar techniques\n+ Understand good scientific data practices including quality, provenance, versioning, reproducibility, permissions, and access controls\n+ Enough statistical fluency to reason about experimental data, uncertainty, and design of experiments\n+ Enjoy learning unfamiliar domains, working across disciplines, and solving ambiguous problems with significant ownership\n+ Experience with scientific or biological data, ML infrastructure, predictive modeling, optimization, or AI applications is helpful, but we don’t expect one person to have done all of these things before\n+ Must be authorized to work in the United States\n\nLearn more & apply: https://jobs.polymer.co/foray-bioscience/41044?source=Hacker...\n\nReferrals: Available in the form of a houseplant or a lab-grown Christmas tree, while supplies last!"
  }
}

{
  "judgment": {
    "query_id": "security_exclusion",
    "job_id": "job_f6eb60d3622a24208721",
    "grade": 0,
    "confidence": "high",
    "reason": "The security engineering work matches, but the explicit onsite requirement in San Francisco conflicts with working remotely from Mexico. Seniority and country eligibility are not stated.",
    "evidence": [
      "Factory | Security Engineer | Onsite in San Francisco | Full-time"
    ],
    "unmet_requirements": [
      "Remote work from Mexico"
    ],
    "unknown_requirements": [
      "Senior-level role",
      "Eligibility for Mexico-based workers and whether hiring is restricted to US residents"
    ]
  },
  "posting": {
    "title": "Security Engineer",
    "work_mode": {
      "status": "stated",
      "value": "onsite",
      "evidence_ids": [
        "ev_362ac1bb27a00421"
      ]
    },
    "location": {
      "status": "stated",
      "value": [
        "Onsite in San Francisco"
      ],
      "evidence_ids": [
        "ev_92626ec6486f1e8b"
      ]
    },
    "eligible_countries": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "compensation": {
      "status": "unknown",
      "value": null,
      "evidence_ids": []
    },
    "skills": [
      {
        "id": "typescript",
        "label": "TypeScript"
      },
      {
        "id": "python",
        "label": "Python"
      },
      {
        "id": "kubernetes",
        "label": "Kubernetes"
      },
      {
        "id": "terraform",
        "label": "Terraform"
      }
    ],
    "role_kind": "single_role",
    "description": "Factory | Security Engineer | Onsite in San Francisco | Full-time\n\nCome work on my team! (We’re hiring lots of engineers right now, but I’m biased toward my own group today.)\n\nFactory builds software development agents that accelerate the world's largest enterprise engineering teams. We're helping customers including Nvidia, Adobe, Adyen, Klarna, and Ernst & Young turn their engineering organizations into autonomous development systems — shipping code, reviewing PRs, running tests, and deploying continuously.\n\nWe're seeking a talented Security Engineer to join our team. In this role, you will play a critical role in developing and maintaining the security foundation of our platform. You will conduct in-depth code reviews, implement security best practices, and influence the overall security strategy. Your expertise in TypeScript, Python, Kubernetes, CI/CD, and terraform orchestration will be crucial in identifying and mitigating potential security vulnerabilities.\n\nSoftware Engineer, Security: https://factory.ai/careers/software-engineer-security\n\nOther roles: https://factory.ai/company#careers"
  }
}