Pipeline run

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Wi-Fi"
    },
    {
      "is_primary": true,
      "skill_name": "Bluetooth BR/EDR"
    },
    {
      "is_primary": true,
      "skill_name": "BLE"
    },
    {
      "is_primary": true,
      "skill_name": "Cellular"
    },
    {
      "is_primary": true,
      "skill_name": "GNSS"
    },
    {
      "is_primary": true,
      "skill_name": "802.15.4"
    },
    {
      "is_primary": true,
      "skill_name": "Thread"
    },
    {
      "is_primary": true,
      "skill_name": "BLE Mesh"
    },
    {
      "is_primary": true,
      "skill_name": "Matter"
    },
    {
      "is_primary": true,
      "skill_name": "IoT"
    },
    {
      "is_primary": false,
      "skill_name": "Amazon"
    }
  ],
  "jd_role": {
    "display_name": "Senior Software Development Engineer \u2013 Connectivity",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "SDE",
      "Connectivity Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Amazon Lab126 is an inventive",
        "last_5_words": "access to everything, digital or physical."
      },
      "text": "Amazon Lab126 is an inventive research and development company that designs and engineers high-profile consumer electronics. Lab126 began in 2004 as a subsidiary of Amazon.com, Inc., originally creating the best-selling Kindle family of products. Since then, we have produced groundbreaking devices like Fire tablets, Fire TV, Amazon Echo and Amazon Show. The Amazon Devices group delivers delightfully unique Amazon experiences, giving customers instant access to everything, digital or physical.",
      "word_count": 84
    },
    "certifications": [],
    "company_name": "Amazon Lab126",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "SaaS",
          "Product Companies"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or equivalent)",
        "raw": "Bachelor\u0027s degree in computer science or equivalent",
        "requirement": "preferred"
      }
    ],
    "experience": {
      "max": null,
      "min": 3,
      "raw": "3+ years of non-internship professional software development experience"
    },
    "job_locations": [
      {
        "aliases": [
          "Bengaluru"
        ],
        "city": "Bangalore",
        "country": "India",
        "state": "Karnataka",
        "work_mode": null
      }
    ],
    "role": "Senior Software Development Engineer \u2013 Connectivity",
    "role_aliases": [
      "Software Engineer",
      "SDE",
      "Connectivity Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "The Role",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "As a Senior Software Development",
          "last_5_words": "presence, location and tracking."
        },
        "text": "As a Senior Software Development Engineer \u2013 Connectivity you will engage with an experienced cross-disciplinary staff to conceive and design innovative consumer products. Vertically your ownership can span across application, device framework, connectivity stack, drivers and low level wireless controller coexistence and scheduler algorithms. Horizontally you will be given to opportunity to work and own connectivity solutions across all Amazon digital devices spanning from \u201cEcho Plus\u201d devices to IoT Smart Home solutions to innovative accessory products. You will work on one or several of the following technologies; Wi-Fi, Bluetooth BR/EDR, BLE, Cellular, GNSS, 802.15.4 based technologies, network stacks like Thread as well as the wider application fabrics like Smart Home (BLE Mesh, Matter) and use cases like presence, location and tracking.",
        "word_count": 116
      },
      {
        "bullet_count": 0,
        "heading": "In This Role, Your Responsibilities Will Include",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "You will work closely with",
          "last_5_words": "high-performance, low-power, stable platform."
        },
        "text": "You will work closely with the product management, hardware, operations, application, platform, cloud and quality assurance teams. You must be responsive, flexible, and able to succeed within an open and collaborative peer environment. The Connectivity team is responsible for the connectivity related user experience and use cases. This includes delivery and maintenance of an evolving feature rich, high-performance, low-power, stable platform.",
        "word_count": 64
      },
      {
        "bullet_count": 8,
        "heading": "Key job responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Work with product management",
          "last_5_words": "compliance and certification activities."
        },
        "text": "\u2022 Work with product management and cross functional teams to provide technical solutions for desired user experiences.\n\u2022 Implement high-quality network stack, framework and application features.\n\u2022 Implement the right metrics, debug tools and integrate with backend solutions to continuously measure and improve on our solutions.\n\u2022 Implement power management features\n\u2022 Implement and provide testing facilities and tools for QA, HW and factory teams.\n\u2022 Work with teams to improve and tailor existing drivers, stack and applications to our needs. Improve memory footprint, optimize drive, stack and application code.\n\u2022 Work with the hardware team to ensure correct exercising of hardware and RF architecture.\n\u2022 Support compliance and certification activities.",
        "word_count": 134
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "3cd154a0-d58e-41a2-bc03-d9315d53722d",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Work with product management and cross functional teams to provide technical solutions for desired user experiences.",
            "similarity": 0.6768
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "You will work closely with the product management, hardware, operations, application, platform, cloud and quality assurance teams.",
            "similarity": 0.5565
          },
          {
            "kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
            "sentence": "This includes delivery and maintenance of an evolving feature rich, high-performance, low-power, stable platform.",
            "similarity": 0.4916
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5749,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Work with product management and cross functional teams to provide technical solutions for desired user experiences.",
            "similarity": 0.6089
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "You will work closely with the product management, hardware, operations, application, platform, cloud and quality assurance teams.",
            "similarity": 0.5829
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Work with teams to improve and tailor existing drivers, stack and applications to our needs.",
            "similarity": 0.4979
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5632,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Work with teams to improve and tailor existing drivers, stack and applications to our needs.",
            "similarity": 0.5609
          },
          {
            "kra_text": "Monitors CI/CD pipeline reliability, identifies bottlenecks in delivery workflows, and improves deployment frequency, lead time, and failure recovery rate.",
            "sentence": "Implement the right metrics, debug tools and integrate with backend solutions to continuously measure and improve on our solutions.",
            "similarity": 0.4967
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "You will work closely with the product management, hardware, operations, application, platform, cloud and quality assurance teams.",
            "similarity": 0.4715
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5097,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Implement and provide testing facilities and tools for QA, HW and factory teams.",
            "similarity": 0.5799
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "You will work closely with the product management, hardware, operations, application, platform, cloud and quality assurance teams.",
            "similarity": 0.4786
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Work with product management and cross functional teams to provide technical solutions for desired user experiences.",
            "similarity": 0.4698
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5094,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Work with product management and cross functional teams to provide technical solutions for desired user experiences.",
            "similarity": 0.5592
          },
          {
            "kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
            "sentence": "Improve memory footprint, optimize drive, stack and application code.",
            "similarity": 0.5379
          },
          {
            "kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
            "sentence": "Work with teams to improve and tailor existing drivers, stack and applications to our needs.",
            "similarity": 0.4273
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.5081,
        "slug": "frontend-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Telecom OSS/BSS Engineer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 184,
      "score": 0.94,
      "slug": "telecom-oss-bss-engineer",
      "total_count": null
    },
    "confidence": 0.94,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Embedded Connectivity Engineering",
      "Wireless Protocol Implementation",
      "Low-Power Platform Optimization",
      "Driver and Stack Development",
      "Cross-Functional Product Delivery",
      "Testing and QA Enablement",
      "RF/Hardware Integration",
      "Compliance and Certification Support"
    ],
    "matched_kras": [
      "conceive and design innovative consumer products",
      "own connectivity solutions across Amazon digital devices",
      "implement high-quality network stack, framework and application features",
      "implement the right metrics, debug tools and integrate with backend solutions",
      "implement power management features",
      "implement testing facilities and tools for QA, HW and factory teams",
      "improve memory footprint, optimize drive, stack and application code",
      "ensure correct exercising of hardware and RF architecture",
      "support compliance and certification activities"
    ],
    "matched_skills": [
      "Wi-Fi",
      "Bluetooth BR/EDR",
      "BLE",
      "Cellular",
      "GNSS",
      "802.15.4",
      "Thread",
      "BLE Mesh",
      "Matter",
      "drivers",
      "network stack",
      "power management",
      "debug tools",
      "backend solutions",
      "RF architecture"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Infrastructure \u0026 Networking; The JD centers on embedded connectivity technologies, wireless stacks, RF coexistence, and device-side communication features, which best align with the telecom/wireless engineering candidate set.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 6,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1858,
      "r_and_r_preview": "As a Senior Software Development Engineer \u2013 Connectivity you will engage with an experienced cross-disciplinary staff to conceive and design innovative consumer products. Vertically your ownership can",
      "role_display_name": "Telecom OSS/BSS Engineer",
      "role_slug": "telecom-oss-bss-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 24304,
        "role_display_name": "Telecom OSS/BSS Engineer",
        "role_slug": "telecom-oss-bss-engineer",
        "skill_name": "Wi-Fi",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24305,
        "role_display_name": "Telecom OSS/BSS Engineer",
        "role_slug": "telecom-oss-bss-engineer",
        "skill_name": "Bluetooth BR/EDR",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24306,
        "role_display_name": "Telecom OSS/BSS Engineer",
        "role_slug": "telecom-oss-bss-engineer",
        "skill_name": "BLE",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24307,
        "role_display_name": "Telecom OSS/BSS Engineer",
        "role_slug": "telecom-oss-bss-engineer",
        "skill_name": "Cellular",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24308,
        "role_display_name": "Telecom OSS/BSS Engineer",
        "role_slug": "telecom-oss-bss-engineer",
        "skill_name": "GNSS",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24309,
        "role_display_name": "Telecom OSS/BSS Engineer",
        "role_slug": "telecom-oss-bss-engineer",
        "skill_name": "802.15.4",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24310,
        "role_display_name": "Telecom OSS/BSS Engineer",
        "role_slug": "telecom-oss-bss-engineer",
        "skill_name": "Thread",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24311,
        "role_display_name": "Telecom OSS/BSS Engineer",
        "role_slug": "telecom-oss-bss-engineer",
        "skill_name": "BLE Mesh",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24312,
        "role_display_name": "Telecom OSS/BSS Engineer",
        "role_slug": "telecom-oss-bss-engineer",
        "skill_name": "Matter",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 24313,
        "role_display_name": "Telecom OSS/BSS Engineer",
        "role_slug": "telecom-oss-bss-engineer",
        "skill_name": "IoT",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 24314,
        "role_display_name": "Telecom OSS/BSS Engineer",
        "role_slug": "telecom-oss-bss-engineer",
        "skill_name": "Amazon",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

{
  "alias_matches": [
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": 5672,
      "existing_alias_text": "Threads",
      "input_term": "Thread",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "Threads",
        "id": 3973,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "threads",
        "sub_category_id": 3037,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "embedding_alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Backend Developer",
      "id": 1,
      "rationale": null,
      "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
      "slug": "backend-engineer",
      "source": "db"
    },
    {
      "display_name": "Java Backend Developer",
      "id": 79,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "java-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Node.js Backend Developer",
      "id": 82,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "node-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Ruby Backend Developer",
      "id": 85,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "ruby-backend-developer",
      "source": "db"
    },
    {
      "display_name": "Scala Backend Developer",
      "id": 87,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "scala-backend-developer",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Telecom OSS/BSS Engineer",
    "id": 184,
    "rationale": "Domain=Infrastructure \u0026 Networking; The JD centers on embedded connectivity technologies, wireless stacks, RF coexistence, and device-side communication features, which best align with the telecom/wireless engineering candidate set.",
    "role_archetype": null,
    "slug": "telecom-oss-bss-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Concurrency and Parallel Processing",
        "id": 17,
        "rationale": "Programming techniques for handling multiple requests and background work safely and efficiently. Includes synchronization, async execution, and coordination of concurrent tasks.",
        "slug": "concurrency-and-parallel-processing",
        "source": "db"
      },
      "input_skill": "Thread",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Backend Developer",
          "id": 1,
          "rationale": null,
          "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
          "slug": "backend-engineer",
          "source": "db"
        },
        {
          "display_name": "Java Backend Developer",
          "id": 79,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "java-backend-developer",
          "source": "db"
        },
        {
          "display_name": "Node.js Backend Developer",
          "id": 82,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "node-backend-developer",
          "source": "db"
        },
        {
          "display_name": "Ruby Backend Developer",
          "id": 85,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "ruby-backend-developer",
          "source": "db"
        },
        {
          "display_name": "Scala Backend Developer",
          "id": 87,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "scala-backend-developer",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "Wi-Fi",
    "Bluetooth BR/EDR",
    "BLE",
    "Cellular",
    "GNSS",
    "802.15.4",
    "Thread",
    "BLE Mesh",
    "Matter",
    "IoT",
    "Amazon"
  ],
  "input_llm_skills": [
    "Wi-Fi",
    "Bluetooth BR/EDR",
    "BLE",
    "Cellular",
    "GNSS",
    "802.15.4",
    "Thread",
    "BLE Mesh",
    "Matter",
    "IoT",
    "Amazon"
  ],
  "new_aliases_persisted": 0,
  "run_id": "3cd154a0-d58e-41a2-bc03-d9315d53722d",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Wi-Fi",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking Technologies",
          "skill_nature": "CONCEPT",
          "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": "wi-fi",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Bluetooth BR/EDR",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking Technologies",
          "skill_nature": "CONCEPT",
          "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": "bluetooth-br-edr",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "BLE",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking Technologies",
          "skill_nature": "CONCEPT",
          "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": "ble",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Cellular",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking Technologies",
          "skill_nature": "CONCEPT",
          "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": "cellular",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "GNSS",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking Technologies",
          "skill_nature": "CONCEPT",
          "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": "gnss",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "802.15.4",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking Technologies",
          "skill_nature": "CONCEPT",
          "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": "802-15-4",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Threads",
          "alias_type": "CANONICAL",
          "id": 5672,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "Threads",
        "id": 3973,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "threads",
        "sub_category_id": 3037,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Concurrency and Parallel Processing",
            "id": 17,
            "rationale": "Programming techniques for handling multiple requests and background work safely and efficiently. Includes synchronization, async execution, and coordination of concurrent tasks.",
            "slug": "concurrency-and-parallel-processing",
            "source": "db"
          },
          "input_skill": "Thread",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Backend Developer",
              "id": 1,
              "rationale": null,
              "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
              "slug": "backend-engineer",
              "source": "db"
            },
            {
              "display_name": "Java Backend Developer",
              "id": 79,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "java-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Node.js Backend Developer",
              "id": 82,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "node-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Ruby Backend Developer",
              "id": 85,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "ruby-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Scala Backend Developer",
              "id": 87,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "scala-backend-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Thread",
      "matched_via": "embedding_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": "BLE Mesh",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking Technologies",
          "skill_nature": "CONCEPT",
          "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": "ble-mesh",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Matter",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "IoT Standards",
          "skill_nature": "CONCEPT",
          "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": "matter",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "IoT",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Networking Technologies",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "iot",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Amazon",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "skill_nature": "PLATFORM",
          "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": "amazon",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Wi-Fi",
    "Bluetooth BR/EDR",
    "BLE",
    "Cellular",
    "GNSS",
    "802.15.4",
    "BLE Mesh",
    "Matter",
    "IoT",
    "Amazon"
  ]
}

{
  "chosen_role": {
    "display_name": "Telecom OSS/BSS Engineer",
    "id": 184,
    "rationale": "Domain=Infrastructure \u0026 Networking; The JD centers on embedded connectivity technologies, wireless stacks, RF coexistence, and device-side communication features, which best align with the telecom/wireless engineering candidate set.",
    "role_archetype": null,
    "slug": "telecom-oss-bss-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Wi-Fi",
      "tag": "new"
    },
    {
      "skill": "Bluetooth BR/EDR",
      "tag": "new"
    },
    {
      "skill": "BLE",
      "tag": "new"
    },
    {
      "skill": "Cellular",
      "tag": "new"
    },
    {
      "skill": "GNSS",
      "tag": "new"
    },
    {
      "skill": "802.15.4",
      "tag": "new"
    },
    {
      "skill": "Thread",
      "tag": "in_db"
    },
    {
      "skill": "BLE Mesh",
      "tag": "new"
    },
    {
      "skill": "Matter",
      "tag": "new"
    },
    {
      "skill": "IoT",
      "tag": "new"
    },
    {
      "skill": "Amazon",
      "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": 184,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Concurrency and Parallel Processing",
          "id": 17,
          "rationale": "Programming techniques for handling multiple requests and background work safely and efficiently. Includes synchronization, async execution, and coordination of concurrent tasks.",
          "slug": "concurrency-and-parallel-processing",
          "source": "db"
        },
        "dimension_id": 17,
        "input_skill": "Thread",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Backend Developer",
            "id": 1,
            "rationale": null,
            "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
            "slug": "backend-engineer",
            "source": "db"
          },
          {
            "display_name": "Java Backend Developer",
            "id": 79,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "java-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Ruby Backend Developer",
            "id": 85,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "ruby-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 1
  },
  "planner_output": null,
  "run_id": "3cd154a0-d58e-41a2-bc03-d9315d53722d"
}