Pipeline run

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "COBOL"
    },
    {
      "is_primary": true,
      "skill_name": "z/OS"
    },
    {
      "is_primary": true,
      "skill_name": "JCL"
    },
    {
      "is_primary": true,
      "skill_name": "CICS"
    },
    {
      "is_primary": true,
      "skill_name": "DB2"
    },
    {
      "is_primary": false,
      "skill_name": "VSAM"
    },
    {
      "is_primary": false,
      "skill_name": "IMS"
    },
    {
      "is_primary": false,
      "skill_name": "Assembler"
    }
  ],
  "jd_role": {
    "display_name": "Senior Engineer",
    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "Mainframe Engineer",
      "Senior Software Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "InsurTech",
          "Financial Services"
        ],
        "domain": "Insurance"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": 8,
      "raw": "8+ years in mainframe environments required"
    },
    "job_locations": [],
    "role": "Senior Engineer",
    "role_aliases": [
      "Software Engineer",
      "Mainframe Engineer",
      "Senior Software Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Role Overview",
        "heading_was_present": false,
        "source_marker": {
          "first_5_words": "We are looking for a",
          "last_5_words": "into enhancements."
        },
        "text": "We are looking for a senior engineer to support our core insurance platform. The successful candidate will maintain and enhance legacy systems written in COBOL on z/OS, work with JCL batch jobs, CICS transactions, and DB2 databases. Experience with VSAM, IMS, or Assembler is a plus. You will collaborate with business analysts to translate insurance product requirements into enhancements.",
        "word_count": 56
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "d10fc6cb-f95b-4a66-bd1c-1ea09fb8a545",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Mainframe Engineer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 30,
        "score": 1.0,
        "slug": "mainframe-developer",
        "total_count": null
      }
    ],
    "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": "You will collaborate with business analysts to translate insurance product requirements into enhancements.",
            "similarity": 0.5076
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "We are looking for a senior engineer to support our core insurance platform.",
            "similarity": 0.3497
          },
          {
            "kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
            "sentence": "The successful candidate will maintain and enhance legacy systems written in COBOL on z/OS, work with JCL batch jobs, CICS transactions, and DB2 databases.",
            "similarity": 0.3263
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.3945,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "You will collaborate with business analysts to translate insurance product requirements into enhancements.",
            "similarity": 0.4781
          },
          {
            "kra_text": "external system integration implementation",
            "sentence": "The successful candidate will maintain and enhance legacy systems written in COBOL on z/OS, work with JCL batch jobs, CICS transactions, and DB2 databases.",
            "similarity": 0.3618
          },
          {
            "kra_text": "external system integration implementation",
            "sentence": "We are looking for a senior engineer to support our core insurance platform.",
            "similarity": 0.3153
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.3851,
        "slug": "pega-developer",
        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "kra_matches": [
          {
            "kra_text": "Works with data analysts, data scientists, and business stakeholders to define data models, ingestion schedules, and data delivery requirements.",
            "sentence": "You will collaborate with business analysts to translate insurance product requirements into enhancements.",
            "similarity": 0.4587
          },
          {
            "kra_text": "Maintains data catalog entries, column-level data lineage, and technical documentation to support data discoverability and governance across the organization.",
            "sentence": "The successful candidate will maintain and enhance legacy systems written in COBOL on z/OS, work with JCL batch jobs, CICS transactions, and DB2 databases.",
            "similarity": 0.3345
          },
          {
            "kra_text": "Monitors pipeline health, SLA breach alerts, and job failure notifications, and performs root cause analysis for data pipeline incidents.",
            "sentence": "We are looking for a senior engineer to support our core insurance platform.",
            "similarity": 0.3232
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 2,
        "score": 0.3721,
        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
            "sentence": "You will collaborate with business analysts to translate insurance product requirements into enhancements.",
            "similarity": 0.4242
          },
          {
            "kra_text": "Designs and implements security controls including SIEM integration, endpoint detection and response, identity management, and firewall rule management.",
            "sentence": "We are looking for a senior engineer to support our core insurance platform.",
            "similarity": 0.3726
          },
          {
            "kra_text": "Leads security incident response investigations including forensic analysis, malware triage, containment actions, and post-incident remediation coordination.",
            "sentence": "The successful candidate will maintain and enhance legacy systems written in COBOL on z/OS, work with JCL batch jobs, CICS transactions, and DB2 databases.",
            "similarity": 0.3034
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.3667,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "MLOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Maintains ML platform runbooks, on-call escalation playbooks, and deployment procedure documentation for production operations teams.",
            "sentence": "The successful candidate will maintain and enhance legacy systems written in COBOL on z/OS, work with JCL batch jobs, CICS transactions, and DB2 databases.",
            "similarity": 0.3882
          },
          {
            "kra_text": "Validates model performance benchmarks, data schema contracts, and system integration health before signing off on production release readiness.",
            "sentence": "You will collaborate with business analysts to translate insurance product requirements into enhancements.",
            "similarity": 0.3486
          },
          {
            "kra_text": "Maintains ML platform runbooks, on-call escalation playbooks, and deployment procedure documentation for production operations teams.",
            "sentence": "We are looking for a senior engineer to support our core insurance platform.",
            "similarity": 0.3322
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 16,
        "score": 0.3563,
        "slug": "ml-ops-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Mainframe Engineer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 30,
      "score": 0.99,
      "slug": "mainframe-developer",
      "total_count": null
    },
    "confidence": 0.99,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Mainframe Application Maintenance",
      "Legacy System Enhancement",
      "Batch and Transaction Processing",
      "Insurance Platform Support",
      "Business Requirements Translation"
    ],
    "matched_kras": [
      "maintain and enhance legacy systems written in COBOL on z/OS",
      "work with JCL batch jobs",
      "work with CICS transactions",
      "work with DB2 databases",
      "collaborate with business analysts",
      "translate insurance product requirements into enhancements"
    ],
    "matched_skills": [
      "COBOL",
      "z/OS",
      "JCL",
      "CICS",
      "DB2",
      "VSAM",
      "IMS",
      "Assembler"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD is centered on maintaining and enhancing COBOL mainframe systems on z/OS with JCL, CICS, and DB2, which matches a Mainframe Engineer.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 118,
      "r_and_r_preview": "We are looking for a senior engineer to support our core insurance platform. The successful candidate will maintain and enhance legacy systems written in COBOL on z/OS, work with JCL batch jobs, CICS ",
      "role_display_name": "Mainframe Engineer",
      "role_slug": "mainframe-developer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 3369,
        "role_display_name": "Mainframe Engineer",
        "role_slug": "mainframe-developer",
        "skill_name": "COBOL",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3370,
        "role_display_name": "Mainframe Engineer",
        "role_slug": "mainframe-developer",
        "skill_name": "z/OS",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3371,
        "role_display_name": "Mainframe Engineer",
        "role_slug": "mainframe-developer",
        "skill_name": "JCL",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3372,
        "role_display_name": "Mainframe Engineer",
        "role_slug": "mainframe-developer",
        "skill_name": "CICS",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 3373,
        "role_display_name": "Mainframe Engineer",
        "role_slug": "mainframe-developer",
        "skill_name": "DB2",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 3374,
        "role_display_name": "Mainframe Engineer",
        "role_slug": "mainframe-developer",
        "skill_name": "VSAM",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 3375,
        "role_display_name": "Mainframe Engineer",
        "role_slug": "mainframe-developer",
        "skill_name": "IMS",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 3376,
        "role_display_name": "Mainframe Engineer",
        "role_slug": "mainframe-developer",
        "skill_name": "Assembler",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Senior Engineer",
    "id": null,
    "rationale": null,
    "role_archetype": "Engineering",
    "slug": "",
    "source": "llm"
  },
  "dimensions": [],
  "input_final_skills": [
    "COBOL",
    "z/OS",
    "JCL",
    "CICS",
    "DB2",
    "VSAM",
    "IMS",
    "Assembler"
  ],
  "input_llm_skills": [
    "COBOL",
    "z/OS",
    "JCL",
    "CICS",
    "DB2",
    "VSAM",
    "IMS",
    "Assembler"
  ],
  "new_aliases_persisted": 0,
  "run_id": "d10fc6cb-f95b-4a66-bd1c-1ea09fb8a545",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "COBOL",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Programming Languages",
          "skill_nature": "LANGUAGE",
          "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": "cobol",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "z/OS",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "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": "z-os",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "JCL",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Programming Languages",
          "skill_nature": "LANGUAGE",
          "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": "jcl",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "CICS",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "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": "cics",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "DB2",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Databases",
          "skill_nature": "TOOL",
          "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": "db2",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "VSAM",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Databases",
          "skill_nature": "TOOL",
          "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": "vsam",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "IMS",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Databases",
          "skill_nature": "TOOL",
          "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": "ims",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Assembler",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Programming Languages",
          "skill_nature": "LANGUAGE",
          "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": "assembler",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "COBOL",
    "z/OS",
    "JCL",
    "CICS",
    "DB2",
    "VSAM",
    "IMS",
    "Assembler"
  ]
}

{
  "chosen_role": {
    "display_name": "Senior Engineer",
    "id": null,
    "rationale": null,
    "role_archetype": "Engineering",
    "slug": "",
    "source": "llm"
  },
  "chosen_role_resolution": "human_review_required",
  "final_input_skills": [
    {
      "skill": "COBOL",
      "tag": "new"
    },
    {
      "skill": "z/OS",
      "tag": "new"
    },
    {
      "skill": "JCL",
      "tag": "new"
    },
    {
      "skill": "CICS",
      "tag": "new"
    },
    {
      "skill": "DB2",
      "tag": "new"
    },
    {
      "skill": "VSAM",
      "tag": "new"
    },
    {
      "skill": "IMS",
      "tag": "new"
    },
    {
      "skill": "Assembler",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "d10fc6cb-f95b-4a66-bd1c-1ea09fb8a545"
}