Pipeline run

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Migration Services"
    },
    {
      "is_primary": true,
      "skill_name": "Rehosting"
    },
    {
      "is_primary": true,
      "skill_name": "Migration Tools"
    },
    {
      "is_primary": true,
      "skill_name": "Private Cloud"
    },
    {
      "is_primary": true,
      "skill_name": "Edge Computing"
    },
    {
      "is_primary": true,
      "skill_name": "Hybrid Cloud"
    },
    {
      "is_primary": true,
      "skill_name": "SDLC"
    },
    {
      "is_primary": true,
      "skill_name": "Software Configuration Management"
    },
    {
      "is_primary": true,
      "skill_name": "Security"
    },
    {
      "is_primary": true,
      "skill_name": "Compliance"
    },
    {
      "is_primary": true,
      "skill_name": "Scalability"
    },
    {
      "is_primary": true,
      "skill_name": "Reliability"
    },
    {
      "is_primary": true,
      "skill_name": "Portability"
    },
    {
      "is_primary": true,
      "skill_name": "System Integration"
    },
    {
      "is_primary": true,
      "skill_name": "Testing"
    },
    {
      "is_primary": true,
      "skill_name": "Project Management"
    },
    {
      "is_primary": true,
      "skill_name": "Continuous Improvement"
    }
  ],
  "jd_role": {
    "display_name": "Manager, Migration Services Engineer",
    "rationale": null,
    "role_aliases": [
      "Migration Services Solution Engineer",
      "Migration Engineer",
      "Solutions Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Based in Hyderabad, join a",
        "last_5_words": "milestones in global healthcare."
      },
      "text": "Based in Hyderabad, join a global healthcare biopharma company and be part of a 130- year legacy of success backed by ethical integrity, forward momentum, and an inspiring mission to achieve new milestones in global healthcare.",
      "word_count": 40
    },
    "certifications": [
      "VMware Certified Professional"
    ],
    "company_name": "Merck \u0026 Co., Inc.",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "Biopharma",
          "Pharmaceuticals"
        ],
        "domain": "Healthcare"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - IT/Engineering/Computer Science (or related)",
        "raw": "B.S. or equivalent experience required in IT, Engineering, Computer Science, or related discipline.",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 3,
      "raw": "3+ years of experience in IT field."
    },
    "job_locations": [
      {
        "aliases": [
          "Hyderabad, AP"
        ],
        "city": "Hyderabad",
        "country": "India",
        "state": null,
        "work_mode": "hybrid"
      }
    ],
    "role": "Manager, Migration Services Engineer",
    "role_aliases": [
      "Migration Services Solution Engineer",
      "Migration Engineer",
      "Solutions Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Role Overview",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Under the direction of Associate",
          "last_5_words": "and operate Migration Services product"
        },
        "text": "Under the direction of Associate Director, Technical Product Management, Migration Services, the candidate will be responsible for delivery and maintenance of high quality, reliable, and cost-effective solutions that support and operate Migration Services product offerings and services.",
        "word_count": 40
      },
      {
        "bullet_count": 10,
        "heading": "What Will You Do In This Role",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Provide technical expertise and",
          "last_5_words": "security, reporting, observation, and control."
        },
        "text": "\u2022 Provide technical expertise and solutions for migration services Utilize your knowledge of migration services rehosting capabilities to provide expert guidance and solutions for successful application and server migrations.\n\u2022 Utilize migration tools and software Leverage your expertise with migration tools and software to guide and support rehosting and modernization initiatives, ensuring seamless and efficient transitions.\n\u2022 Coordinate migrations across private cloud and EDGE platforms Solution migration methods supporting rehosting to and from private cloud, EDGE and hybrid platforms, ensuring a smooth transfer of applications while adhering to security and compliance standards.\n\u2022 Develop and maintain SDLC documentation Create and maintain comprehensive SDLC documentation for the migration services platform, documenting best practices, processes, and procedures to ensure efficient and effective migrations.\n\u2022 Promote best practices Actively participate in promoting best practices through community of practice and learning sessions, sharing your expertise and knowledge with other engineers and teams.\n\u2022 Construct, amend, and verify software systems, components, and integrations by writing software programs subject to estimation, measurement, quality processes, appropriate documentation, and continuous improvement processes.\n\u2022 Enable and maintain software configuration management capability across heterogeneous technology environments, architectures, and platforms.\n\u2022 Create and adapt software configuration applications and interfaces.\n\u2022 Develop and employ software capabilities empowering creation, renewal, update, and destruction of data subject to given objectives regarding security, compliance, policy, scalability, efficiency, reliability, fidelity, flexibility, and portability.\n\u2022 Validates and tests integrated systems subject to organizational standards regarding security, reporting, observation, and control.",
        "word_count": 307
      },
      {
        "bullet_count": 9,
        "heading": "Required Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Technical expertise Familiarity with",
          "last_5_words": "services offerings and solutions."
        },
        "text": "\u2022 Technical expertise Familiarity with migration tools and software to support rehosting and modernization initiatives is essential.\n\u2022 Experience with private cloud and EDGE platforms Have extensive experience executing migrations to and from private cloud and hybrid platforms, including a deep understanding of the challenges and best practices associated with such migrations.\n\u2022 SDLC documentation skills Demonstrated ability to develop and maintain comprehensive SDLC documentation, documenting best practices, processes, and procedures.\n\u2022 Strong communication and collaboration skills Excellent interpersonal skills with the ability to collaborate effectively with cross-functional teams and communicate technical information clearly and concisely. Provide project management planning in development of complex initiatives supporting enterprise programs.\n\u2022 Problem-solving and analytical skills Proven ability to analyze complex technical issues and provide effective solutions while troubleshooting migration-related challenges.\n\u2022 Identify and recommend continuous improvement opportunities to improve customer satisfaction, internal work efficiencies and cost reduction opportunities.\n\u2022 Maintain awareness of external industry developments and best practices to determine applicability.\n\u2022 Make recommendations on service and product improvements.\n\u2022 Plan and coordinate activities with vendors to migration services offerings and solutions.",
        "word_count": 233
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "e2cfc391-a9f5-4d47-bbc7-820bedf64784",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Sales Engineer / Pre-Sales Engineer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 129,
        "score": 1.0,
        "slug": "sales-engineer-pre-sales-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
          {
            "kra_text": "Defines cloud adoption roadmaps, lift-and-shift vs. refactor migration strategies, and landing zone architectures for workloads moving to AWS, Azure, or GCP.",
            "sentence": "Coordinate migrations across private cloud and EDGE platforms Solution migration methods supporting rehosting to and from private cloud, EDGE and hybrid platforms, ensuring a smooth transfer of applications while adhering to security and compliance standards.",
            "similarity": 0.579
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Under the direction of Associate Director, Technical Product Management, Migration Services, the candidate will be responsible for delivery and maintenance of high quality, reliable, and cost-effective solutions that support and operate Migration Services product offerings and services.",
            "similarity": 0.5367
          },
          {
            "kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
            "sentence": "Technical expertise Familiarity with migration tools and software to support rehosting and modernization initiatives is essential.",
            "similarity": 0.5301
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.5486,
        "slug": "cloud-architect",
        "total_count": null
      },
      {
        "display_name": "MLOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Validates model performance benchmarks, data schema contracts, and system integration health before signing off on production release readiness.",
            "sentence": "Validates and tests integrated systems subject to organizational standards regarding security, reporting, observation, and control.",
            "similarity": 0.5953
          },
          {
            "kra_text": "Maintains ML platform runbooks, on-call escalation playbooks, and deployment procedure documentation for production operations teams.",
            "sentence": "Develop and maintain SDLC documentation Create and maintain comprehensive SDLC documentation for the migration services platform, documenting best practices, processes, and procedures to ensure efficient and effective migrations.",
            "similarity": 0.5618
          },
          {
            "kra_text": "Maintains ML platform runbooks, on-call escalation playbooks, and deployment procedure documentation for production operations teams.",
            "sentence": "SDLC documentation skills Demonstrated ability to develop and maintain comprehensive SDLC documentation, documenting best practices, processes, and procedures.",
            "similarity": 0.4499
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 16,
        "score": 0.5357,
        "slug": "ml-ops-engineer",
        "total_count": null
      },
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Conducts security posture assessments, vulnerability scans, and penetration testing to identify weaknesses and evaluate overall system security.",
            "sentence": "Validates and tests integrated systems subject to organizational standards regarding security, reporting, observation, and control.",
            "similarity": 0.604
          },
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "Develop and employ software capabilities empowering creation, renewal, update, and destruction of data subject to given objectives regarding security, compliance, policy, scalability, efficiency, reliability, fidelity, flexibility, and portability.",
            "similarity": 0.4977
          },
          {
            "kra_text": "Hardens system and service configurations, applies security baselines, removes unnecessary services, and reduces attack surface across infrastructure.",
            "sentence": "Enable and maintain software configuration management capability across heterogeneous technology environments, architectures, and platforms.",
            "similarity": 0.4631
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.5216,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Sets up and maintains development, staging, and production environments with consistent configuration management using Ansible, Puppet, or Chef.",
            "sentence": "Enable and maintain software configuration management capability across heterogeneous technology environments, architectures, and platforms.",
            "similarity": 0.5465
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Promote best practices Actively participate in promoting best practices through community of practice and learning sessions, sharing your expertise and knowledge with other engineers and teams.",
            "similarity": 0.5012
          },
          {
            "kra_text": "Sets up and maintains development, staging, and production environments with consistent configuration management using Ansible, Puppet, or Chef.",
            "sentence": "Create and adapt software configuration applications and interfaces.",
            "similarity": 0.4975
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.5151,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "WordPress Dev",
        "kra_matches": [
          {
            "kra_text": "content migration and redesign support",
            "sentence": "Utilize migration tools and software Leverage your expertise with migration tools and software to guide and support rehosting and modernization initiatives, ensuring seamless and efficient transitions.",
            "similarity": 0.5374
          },
          {
            "kra_text": "content migration and redesign support",
            "sentence": "Technical expertise Familiarity with migration tools and software to support rehosting and modernization initiatives is essential.",
            "similarity": 0.5184
          },
          {
            "kra_text": "content migration and redesign support",
            "sentence": "Under the direction of Associate Director, Technical Product Management, Migration Services, the candidate will be responsible for delivery and maintenance of high quality, reliable, and cost-effective solutions that support and operate Migration Services product offerings and services.",
            "similarity": 0.4872
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 227,
        "score": 0.5143,
        "slug": "wordpress-dev",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Sales Engineer / Pre-Sales Engineer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 129,
      "score": 1.0,
      "slug": "sales-engineer-pre-sales-engineer",
      "total_count": null
    },
    "confidence": 1.0,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Exact alias hit on sales-engineer-pre-sales-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 2,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1473,
      "r_and_r_preview": "Under the direction of Associate Director, Technical Product Management, Migration Services, the candidate will be responsible for delivery and maintenance of high quality, reliable, and cost-effectiv",
      "role_display_name": "Sales Engineer / Pre-Sales Engineer",
      "role_slug": "sales-engineer-pre-sales-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 19799,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Migration Services",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19801,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Rehosting",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19804,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Migration Tools",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19806,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Private Cloud",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19808,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Edge Computing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19809,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Hybrid Cloud",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19810,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Software Configuration Management",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19811,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Security",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19812,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Compliance",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19813,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Scalability",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19814,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Reliability",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19815,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Portability",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19816,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "System Integration",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19817,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Testing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19818,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Project Management",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 19819,
        "role_display_name": "Sales Engineer / Pre-Sales Engineer",
        "role_slug": "sales-engineer-pre-sales-engineer",
        "skill_name": "Continuous Improvement",
        "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": null,
      "existing_alias_text": null,
      "input_term": "Rehosting",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "rehost",
        "id": 754,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "rehost",
        "sub_category_id": 553,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "embedding_display_name"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 2519,
      "existing_alias_text": "SDLC",
      "input_term": "SDLC",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "SDLC",
        "id": 1573,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "sdlc",
        "sub_category_id": 1179,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Cloud Architect",
      "id": 9,
      "rationale": null,
      "role_archetype": null,
      "slug": "cloud-architect",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Sales Engineer / Pre-Sales Engineer",
    "id": 129,
    "rationale": "Exact alias hit on sales-engineer-pre-sales-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "sales-engineer-pre-sales-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Cloud Migration Strategy",
        "id": 139,
        "rationale": "Approaches for moving workloads into cloud environments, including assessment, sequencing, dependency mapping, and migration wave planning. This is a coherent cluster because cloud architects repeatedly translate business constraints into migration paths.",
        "slug": "cloud-migration-strategy",
        "source": "db"
      },
      "input_skill": "Rehosting",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Cloud Architect",
          "id": 9,
          "rationale": null,
          "role_archetype": null,
          "slug": "cloud-architect",
          "source": "db"
        }
      ]
    },
    {
      "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": "SDLC",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "Migration Services",
    "Rehosting",
    "Migration Tools",
    "Private Cloud",
    "Edge Computing",
    "Hybrid Cloud",
    "SDLC",
    "Software Configuration Management",
    "Security",
    "Compliance",
    "Scalability",
    "Reliability",
    "Portability",
    "System Integration",
    "Testing",
    "Project Management",
    "Continuous Improvement"
  ],
  "input_llm_skills": [
    "Migration Services",
    "Rehosting",
    "Migration Tools",
    "Private Cloud",
    "Edge Computing",
    "Hybrid Cloud",
    "SDLC",
    "Software Configuration Management",
    "Security",
    "Compliance",
    "Scalability",
    "Reliability",
    "Portability",
    "System Integration",
    "Testing",
    "Project Management",
    "Continuous Improvement"
  ],
  "new_aliases_persisted": 0,
  "run_id": "e2cfc391-a9f5-4d47-bbc7-820bedf64784",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Migration Services",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "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": "migration-services",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "rehost",
          "alias_type": "CANONICAL",
          "id": 1299,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "rehost",
        "id": 754,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "rehost",
        "sub_category_id": 553,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Cloud Migration Strategy",
            "id": 139,
            "rationale": "Approaches for moving workloads into cloud environments, including assessment, sequencing, dependency mapping, and migration wave planning. This is a coherent cluster because cloud architects repeatedly translate business constraints into migration paths.",
            "slug": "cloud-migration-strategy",
            "source": "db"
          },
          "input_skill": "Rehosting",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Architect",
              "id": 9,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-architect",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Rehosting",
      "matched_via": "embedding_display_name",
      "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": "Migration Tools",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "DevOps Tools",
          "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": "migration-tools",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Private Cloud",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "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": "private-cloud",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Edge Computing",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "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": "edge-computing",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Hybrid Cloud",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Cloud Platforms",
          "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": "hybrid-cloud",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "SDLC",
          "alias_type": "CANONICAL",
          "id": 2519,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "SDLC",
        "id": 1573,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "sdlc",
        "sub_category_id": 1179,
        "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": "SDLC",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "SDLC",
      "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 Configuration Management",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "DevOps Tools",
          "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-configuration-management",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Security",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Security Tools",
          "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": "security",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Compliance",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Security Tools",
          "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": "compliance",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Scalability",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "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": "scalability",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Reliability",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "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": "reliability",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Portability",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "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": "portability",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "System Integration",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "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": "system-integration",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Testing",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Testing Tools",
          "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": "testing",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Project Management",
      "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": "project-management",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Continuous Improvement",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "DevOps Tools",
          "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": "continuous-improvement",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Migration Services",
    "Migration Tools",
    "Private Cloud",
    "Edge Computing",
    "Hybrid Cloud",
    "Software Configuration Management",
    "Security",
    "Compliance",
    "Scalability",
    "Reliability",
    "Portability",
    "System Integration",
    "Testing",
    "Project Management",
    "Continuous Improvement"
  ]
}

{
  "chosen_role": {
    "display_name": "Sales Engineer / Pre-Sales Engineer",
    "id": 129,
    "rationale": "Exact alias hit on sales-engineer-pre-sales-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "sales-engineer-pre-sales-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Migration Services",
      "tag": "new"
    },
    {
      "skill": "Rehosting",
      "tag": "in_db"
    },
    {
      "skill": "Migration Tools",
      "tag": "new"
    },
    {
      "skill": "Private Cloud",
      "tag": "new"
    },
    {
      "skill": "Edge Computing",
      "tag": "new"
    },
    {
      "skill": "Hybrid Cloud",
      "tag": "new"
    },
    {
      "skill": "SDLC",
      "tag": "in_db"
    },
    {
      "skill": "Software Configuration Management",
      "tag": "new"
    },
    {
      "skill": "Security",
      "tag": "new"
    },
    {
      "skill": "Compliance",
      "tag": "new"
    },
    {
      "skill": "Scalability",
      "tag": "new"
    },
    {
      "skill": "Reliability",
      "tag": "new"
    },
    {
      "skill": "Portability",
      "tag": "new"
    },
    {
      "skill": "System Integration",
      "tag": "new"
    },
    {
      "skill": "Testing",
      "tag": "new"
    },
    {
      "skill": "Project Management",
      "tag": "new"
    },
    {
      "skill": "Continuous Improvement",
      "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": 129,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cloud Migration Strategy",
          "id": 139,
          "rationale": "Approaches for moving workloads into cloud environments, including assessment, sequencing, dependency mapping, and migration wave planning. This is a coherent cluster because cloud architects repeatedly translate business constraints into migration paths.",
          "slug": "cloud-migration-strategy",
          "source": "db"
        },
        "dimension_id": 139,
        "input_skill": "Rehosting",
        "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": "Cloud Architect",
            "id": 9,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-architect",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      },
      {
        "chosen_role_id": 129,
        "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": "SDLC",
        "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": 1573,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 1
  },
  "planner_output": null,
  "run_id": "e2cfc391-a9f5-4d47-bbc7-820bedf64784"
}