Pipeline run

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "AI"
    },
    {
      "is_primary": true,
      "skill_name": "Software Engineering"
    }
  ],
  "jd_role": {
    "display_name": "AI Software Engineer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "Full Stack Developer",
      "AI Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "World-class talent. 100% global",
        "last_5_words": "strength that diversity brings to"
      },
      "text": "World-class talent. 100% global remote.\n\nReady to be a part of the top talent that IgniteTech has curated from thousands of applicants throughout the world? Come join us.\n\nThrough our portfolio of leading enterprise software solutions, we ignite business performance for thousands of customers globally. We\u2019re big believers in the remote-work-from-anywhere lifestyle, which creates freedom for our team members and enables us to hire the best and brightest from around the world. A career with IgniteTech is challenging and fast-paced and we\u2019re always looking for energetic and enthusiastic team members.\n\nWe\u2019re an Affirmative Action and Equal Opportunity employer and we value the strength that diversity brings to our workplace.",
      "word_count": 104
    },
    "certifications": [],
    "company_name": "IgniteTech",
    "ctc": {
      "currency": "USD",
      "max": 100000,
      "min": 100000,
      "period": "annual",
      "raw": "$50 USD/hour"
    },
    "domain": {
      "primary": {
        "aliases": [
          "SaaS",
          "Enterprise Software"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": 3,
      "raw": "At least 3 years of experience as a full-stack software developer"
    },
    "job_locations": [
      {
        "aliases": [],
        "city": null,
        "country": "Remote",
        "state": null,
        "work_mode": "remote"
      }
    ],
    "role": "AI Software Engineer",
    "role_aliases": [
      "Software Engineer",
      "Full Stack Developer",
      "AI Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 2,
        "heading": "What You Will Be Doing",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Architect comprehensive AI-driven systems",
          "last_5_words": "as new AI technologies emerge."
        },
        "text": "\u2022 Architect comprehensive AI-driven systems that automate sophisticated elements of software development, including architecture generation, dependency orchestration, and advanced predictive coding capabilities.\n\u2022 Immerse yourself in the forefront of AI and software engineering through active R\u0026D participation, conference attendance, and collaboration with academic and professional networks. We require early awareness and adoption as new AI technologies emerge.",
        "word_count": 52
      },
      {
        "bullet_count": 2,
        "heading": "What You Won\u2019t Be Doing",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Routine Code Maintenance: Performing",
          "last_5_words": "without integration of AI."
        },
        "text": "\u2022 Routine Code Maintenance: Performing regular updates or debugging of existing codebases to address minor issues or incremental functionality improvements.\n\u2022 Standard Software Development: Executing basic coding or development tasks that implement straightforward features or functionalities without integration of AI.",
        "word_count": 45
      },
      {
        "bullet_count": 1,
        "heading": "AI Software Engineer Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Apply your engineering expertise",
          "last_5_words": "elevating customer satisfaction."
        },
        "text": "\u2022 Apply your engineering expertise to achieve substantial gains in development velocity, error reduction, and code quality, accelerating software product time-to-market and elevating customer satisfaction.",
        "word_count": 32
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "a4dea28e-2f73-4c6c-9007-91ed37f8c200",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "AI Engineer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 13,
        "score": 1.0,
        "slug": "ai-engineer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 1.0,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "AI Engineer",
        "kra_matches": [
          {
            "kra_text": "Designs and implements prompt engineering workflows, few-shot examples, chain-of-thought patterns, and structured output parsing for AI feature pipelines.",
            "sentence": "Architect comprehensive AI-driven systems that automate sophisticated elements of software development, including architecture generation, dependency orchestration, and advanced predictive coding capabilities.",
            "similarity": 0.5734
          },
          {
            "kra_text": "Designs and implements prompt engineering workflows, few-shot examples, chain-of-thought patterns, and structured output parsing for AI feature pipelines.",
            "sentence": "Standard Software Development: Executing basic coding or development tasks that implement straightforward features or functionalities without integration of AI.",
            "similarity": 0.4706
          },
          {
            "kra_text": "Defines evaluation frameworks, automated test suites, and human feedback loops to measure AI feature quality, accuracy, and consistency.",
            "sentence": "Immerse yourself in the forefront of AI and software engineering through active R\u0026D participation, conference attendance, and collaboration with academic and professional networks.",
            "similarity": 0.4435
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 13,
        "score": 0.4958,
        "slug": "ai-engineer",
        "total_count": null
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code refactoring and defect fixes",
            "sentence": "Routine Code Maintenance: Performing regular updates or debugging of existing codebases to address minor issues or incremental functionality improvements.",
            "similarity": 0.6221
          },
          {
            "kra_text": "code refactoring and defect fixes",
            "sentence": "Apply your engineering expertise to achieve substantial gains in development velocity, error reduction, and code quality, accelerating software product time-to-market and elevating customer satisfaction.",
            "similarity": 0.4546
          },
          {
            "kra_text": "service endpoint development",
            "sentence": "Standard Software Development: Executing basic coding or development tasks that implement straightforward features or functionalities without integration of AI.",
            "similarity": 0.4027
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 0.4931,
        "slug": "java-backend-developer",
        "total_count": null
      },
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": [
          {
            "kra_text": "backend code refactoring and maintenance",
            "sentence": "Routine Code Maintenance: Performing regular updates or debugging of existing codebases to address minor issues or incremental functionality improvements.",
            "similarity": 0.7062
          },
          {
            "kra_text": "automated backend checks",
            "sentence": "Architect comprehensive AI-driven systems that automate sophisticated elements of software development, including architecture generation, dependency orchestration, and advanced predictive coding capabilities.",
            "similarity": 0.3677
          },
          {
            "kra_text": "backend code refactoring and maintenance",
            "sentence": "Apply your engineering expertise to achieve substantial gains in development velocity, error reduction, and code quality, accelerating software product time-to-market and elevating customer satisfaction.",
            "similarity": 0.3677
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 83,
        "score": 0.4805,
        "slug": "dotnet-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Ruby Backend Developer",
        "kra_matches": [
          {
            "kra_text": "refactoring and code organization",
            "sentence": "Routine Code Maintenance: Performing regular updates or debugging of existing codebases to address minor issues or incremental functionality improvements.",
            "similarity": 0.5404
          },
          {
            "kra_text": "performance and reliability improvements",
            "sentence": "Apply your engineering expertise to achieve substantial gains in development velocity, error reduction, and code quality, accelerating software product time-to-market and elevating customer satisfaction.",
            "similarity": 0.503
          },
          {
            "kra_text": "Server-side feature implementation",
            "sentence": "Standard Software Development: Executing basic coding or development tasks that implement straightforward features or functionalities without integration of AI.",
            "similarity": 0.3858
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 85,
        "score": 0.4764,
        "slug": "ruby-backend-developer",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Routine Code Maintenance: Performing regular updates or debugging of existing codebases to address minor issues or incremental functionality improvements.",
            "similarity": 0.6176
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Apply your engineering expertise to achieve substantial gains in development velocity, error reduction, and code quality, accelerating software product time-to-market and elevating customer satisfaction.",
            "similarity": 0.4599
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Architect comprehensive AI-driven systems that automate sophisticated elements of software development, including architecture generation, dependency orchestration, and advanced predictive coding capabilities.",
            "similarity": 0.337
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.4715,
        "slug": "react-native-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "AI Engineer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 13,
      "score": 0.95,
      "slug": "ai-engineer",
      "total_count": null
    },
    "confidence": 0.95,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "AI-assisted software engineering",
      "development automation",
      "code quality improvement",
      "productivity and velocity optimization",
      "R\u0026D-driven technology adoption"
    ],
    "matched_kras": [
      "Architect comprehensive AI-driven systems",
      "Automate sophisticated elements of software development",
      "Performing regular updates or debugging of existing codebases",
      "Executing basic coding or development tasks",
      "Achieve substantial gains in development velocity",
      "Reducing error reduction and code quality issues",
      "Accelerate software product time-to-market",
      "Elevating customer satisfaction"
    ],
    "matched_skills": [
      "AI-driven systems",
      "architecture generation",
      "dependency orchestration",
      "predictive coding",
      "codebases",
      "debugging",
      "software development",
      "AI technologies"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=AI / ML; The JD centers on building AI-driven software systems that automate software development tasks and improve coding quality, which matches AI Engineer responsibilities best.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 38,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 16151,
        "role_display_name": "AI Engineer",
        "role_slug": "ai-engineer",
        "skill_name": "Software Engineering",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

{
  "alias_matches": [
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1990,
      "existing_alias_text": "AI",
      "input_term": "AI",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "AI",
        "id": 1347,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "ai",
        "sub_category_id": 1020,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "AI Engineer",
    "id": 13,
    "rationale": "Domain=AI / ML; The JD centers on building AI-driven software systems that automate software development tasks and improve coding quality, which matches AI Engineer responsibilities best.",
    "role_archetype": null,
    "slug": "ai-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
        "id": 96,
        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "AI",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "AI",
    "Software Engineering"
  ],
  "input_llm_skills": [
    "AI",
    "Software Engineering"
  ],
  "new_aliases_persisted": 0,
  "run_id": "a4dea28e-2f73-4c6c-9007-91ed37f8c200",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "AI",
          "alias_type": "CANONICAL",
          "id": 1990,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "AI",
        "id": 1347,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "ai",
        "sub_category_id": 1020,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "AI",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "AI",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Software Engineering",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "software-engineering",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Software Engineering"
  ]
}

{
  "chosen_role": {
    "display_name": "AI Engineer",
    "id": 13,
    "rationale": "Domain=AI / ML; The JD centers on building AI-driven software systems that automate software development tasks and improve coding quality, which matches AI Engineer responsibilities best.",
    "role_archetype": null,
    "slug": "ai-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "AI",
      "tag": "in_db"
    },
    {
      "skill": "Software Engineering",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 13,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "AI",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [],
        "skill_dimension_saved": true,
        "skill_id": 1347,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "a4dea28e-2f73-4c6c-9007-91ed37f8c200"
}