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Pipeline run

995786ce-2f37-4ebf-9ed8-5afe46c1e7f2

Pipeline LLM cost (USD)
API 1: $0.0033 API 2: $0.0001 API 3: $0.0000 Total: $0.0034

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · End-to-end feature delivery
Owns architecture, quality, and on-time delivery for retail platform features, writing TDD/BDD code, reviewing changes, and keeping production deployments, roadmaps, and health metrics in shape with PdM/TM and other teams.
"Design, implement and launch highly-visible features for our retail platform using Test/Behavior Driven Development practices"
Tech stack maturity
Mainstream Modern
The listed skills are general software engineering practices rather than stack-specific legacy indicators, which most closely aligns with a mainstream modern development environment.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
2.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (4)
Test-Driven Development Behavior-Driven Development Code Review Agile
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Test-Driven Development Behavior-Driven Development Code Review Agile
Show KRA description ↓
Works closely with Technical Manager, Product manager and Scrum Master to balance product architecture and delivery timelineDesign, implement and launch highly-visible features for our retail platform using Test/Behavior Driven Development practices and also support the operations of the product in production for the life cycle.Owns end-to-end quality of their product(s) jointly with PdM and TMCode reviews for changes or additions to their productsOwns on-time delivery of team commitmentsChampion code and build quality with "hands-free" production deploy Defines the architecture for their product(s) & drives continuous technical improvement at the product team levelAnalysis, design and communication of appropriate patterns and solutions, collaboration with Product -Architects and PdM for strategic planning at product levelOwns and maintains technical roadmaps for their product(s), especially with regard to product consolidation, EOL, etc.Ensures their designs are consistent with the expectations of Enterprise Architecture (owns the software architecture description and documentation and review of these by relevant Platform Architects and ARB)Ensures non-functional requirements are considered and addressed when designing solutionsOwns and maintains Context Diagrams and other appropriate documentation for their product(s)Strength in building partnerships; working collaboratively in a matrixed environmentEnsures that metrics used to measure their product(s) health are produced, reviewed and understood (SLAs, defects, performance metrics, APM, etc.)Represents the product team in interactions with other product teams, especially design and review of interfaces and contractsRepresents the product team in Change and Release Management meetingsActs as a cureer builder for developers Provides feedback to TM on skills, succession and strategic planning

Signals

Skill
Alias backend-engineer
1.00
KRA full-stack-engineer
0.62
Status: completed Created: 2026-05-27T14:16:57.237964Z Updated: 2026-05-27T14:17:56.028869Z API 3 duration: 10109 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Fullstack Developer

CASE A

slug: full-stack-engineer · id: 15 · source: db

Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Fullstack Developer

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

About Gap Inc.

Our past is full of iconic moments — but our future is going to spark many more. Our brands — Gap, Banana Republic, Old Navy and Athleta — have dressed people from all walks of life and all kinds of families, all over the world, for every occasion for more than 50 years.

But we’re more than the clothes that we make. We know that business can and should be a force for good, and it’s why we work hard to make product that makes people feel good, inside and out. It’s why we’re committed to giving back to the communities where we live and work. If you're one of the super-talented who thrive on change, aren't afraid to take risks and love to make a difference, come grow with us.

About The Role
Works closely with Technical Manager, Product manager and Scrum Master to balance product architecture and delivery timelineDesign, implement and launch highly-visible features for our retail platform using Test/Behavior Driven Development practices and also support the operations of the product in production for the life cycle.Owns end-to-end quality of their product(s) jointly with PdM and TMCode reviews for changes or additions to their productsOwns on-time delivery of team commitmentsChampion code and build quality with "hands-free" production deploy Defines the architecture for their product(s) & drives continuous technical improvement at the product team levelAnalysis, design and communication of appropriate patterns and solutions, collaboration with Product -Architects and PdM for strategic planning at product levelOwns and maintains technical roadmaps for their product(s), especially with regard to product consolidation, EOL, etc.Ensures their designs are consistent with the expectations of Enterprise Architecture (owns the software architecture description and documentation and review of these by relevant Platform Architects and ARB)Ensures non-functional requirements are considered and addressed when designing solutionsOwns and maintains Context Diagrams and other appropriate documentation for their product(s)Strength in building partnerships; working collaboratively in a matrixed environmentEnsures that metrics used to measure their product(s) health are produced, reviewed and understood (SLAs, defects, performance metrics, APM, etc.)Represents the product team in interactions with other product teams, especially design and review of interfaces and contractsRepresents the product team in Change and Release Management meetingsActs as a cureer builder for developers Provides feedback to TM on skills, succession and strategic planning
Who you are
A Bachelor’s or Master’s degree in Computer Science11+ years of Software Development experience, primarily with JavaStrong experience with Agile development methodologies like Scrum, XP and KanbanExperience with any Public Cloud services.Extensive experience with Java - Collections, String handling, Multi-threading, Exception handling, Generics and Synchronization. Java 8 experience is highly desiredExpert, hands-on experience on Struts MVC and Spring (Core/IOC, MVC, JDBC, ORM)Good understanding of Design Patterns and hands on experience in designing software solutionsFrameworks like Spring integration / Apache Camel or Kafka is desiredAsynchronous messaging patterns like IBM MQ or Rabbit MQDomain Driven Design, TDD and Unit testing frameworks like Junit and MockitoWeb Services (SOAP & REST)Relational DBs and proficiency in writing optimal DB queriesLogging frameworks/tools like Log4J and SplunkCaching technologies (Memcache, Redis)JavaScript frameworks like Jquery, Angular JSProficient in standardization and maintenance of code quality measures with the help of tools like SonarGood understanding of security aspects of applications OAuth, SSO, LDAP)
Benefits at Gap Inc.
One of the most competitive paid time off plans in the industryMerchandise discount for our brand products at franchise stores and their websitesComprehensive health coverage for employees, same-sex partners and their familiesHealth and wellness program: free annual health check-ups, fitness center and Employee Assistance ProgramComprehensive benefits to support the journey of parenthoodRetirement planning assistanceSee more of the benefits we offer.
Gap Inc. is an equal-opportunity employer and is committed to providing a workplace free from harassment and discrimination. We are committed to recruiting, hiring, training and promoting qualified people of all backgrounds, and make all employment decisions without regard to any protected status. We have received numerous awards for our long-held commitment to equality and will continue to foster a diverse and inclusive environment of belonging. This year, we’ve been named as one of the Best Places to Work by the Humans Rights Campaign for the fourteenth consecutive year and have been included in the 2019 Bloomberg Gender-Equality Index for the second year in a row.

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

Test-Driven Development Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Soft Skills
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Behavior-Driven Development Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Soft Skills
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Code Review Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Code Review id=516 · code-review

Aliases — catalog

  • Code Review (CANONICAL)

Context tags (catalog)

Bitbucket GitHub GitLab PR review approval workflow branch protection code quality diff inline comments linting merge request pair programming pull request review checklist static analysis

Stored enrichment (catalog DB)

Category
SoftSkill
Sub-category
Code Review
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.

Skill profile (library / DB)

Skill nature
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
58
Sub-category id
364
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Agile
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
367
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
Code Review in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Test-Driven Development | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Behavior-Driven Development | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Developer
CompanyGap Inc.
Experience11+ years of Software Development experience
DomainRetail
JD type pass
Show raw JSON
{
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  "about_company": {
    "source_marker": {
      "first_5_words": "Our past is full of",
      "last_5_words": "make a difference, come grow"
    },
    "text": "Our past is full of iconic moments \u2014 but our future is going to spark many more. Our brands \u2014 Gap, Banana Republic, Old Navy and Athleta \u2014 have dressed people from all walks of life and all kinds of families, all over the world, for every occasion for more than 50 years.\n\nBut we\u2019re more than the clothes that we make. We know that business can and should be a force for good, and it\u2019s why we work hard to make product that makes people feel good, inside and out. It\u2019s why we\u2019re committed to giving back to the communities where we live and work. If you\u0027re one of the super-talented who thrive on change, aren\u0027t afraid to take risks and love to make a difference, come grow with us.",
    "word_count": 84
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  "certifications": [],
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  "ctc": null,
  "domain": {
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    "secondary": null
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  "education": [
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      "level": "Bachelor\u0027s",
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      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 11,
    "raw": "11+ years of Software Development experience"
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  "job_locations": [],
  "role": "Software Developer",
  "role_aliases": [
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  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "About The Role",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Works closely with Technical Manager,",
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      },
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      "word_count": 309
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
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      "is_primary": true,
      "skill_name": "Test-Driven Development"
    },
    {
      "is_primary": true,
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    },
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      "is_primary": true,
      "skill_name": "Code Review"
    },
    {
      "is_primary": true,
      "skill_name": "Agile"
    }
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  "jd_role": {
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    "rationale": null,
    "role_aliases": [
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  "nano_parsed": {
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    "about_company": {
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      },
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      "word_count": 84
    },
    "certifications": [],
    "company_name": "Gap Inc.",
    "ctc": null,
    "domain": {
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    "education": [
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        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science",
        "raw": "A Bachelor\u2019s or Master\u2019s degree in Computer Science",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 11,
      "raw": "11+ years of Software Development experience"
    },
    "job_locations": [],
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    "roles_and_responsibilities": [
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        "word_count": 309
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  "rejected": false,
  "rejection_reason": null,
  "run_id": "995786ce-2f37-4ebf-9ed8-5afe46c1e7f2",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
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        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
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    "kra_match_roles": [
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        "display_name": "Fullstack Developer",
        "kra_matches": [
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            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
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      {
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        "kra_matches": [
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        "total_count": null
      },
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
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      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Works closely with Technical Manager, Product manager and Scrum Master to balance product architecture and delivery timelineDesign, implement and launch highly-visible features for our retail platform using Test/Behavior Driven Development practices and also support the operations of the product in production for the life cycle.Owns end-to-end quality of their product(s) jointly with PdM and TMCode reviews for changes or additions to their productsOwns on-time delivery of team commitmentsChampion code and build quality with \"hands-free\" production deploy Defines the architecture for their product(s) \u0026 drives continuous technical improvement at the product team levelAnalysis, design and communication of appropriate patterns and solutions, collaboration with Product -Architects and PdM for strategic planning at product levelOwns and maintains technical roadmaps for their product(s), especially with regard to product consolidation, EOL, etc. Ensures their designs are consistent with the expectations of Enterprise Architecture (owns the software architecture description and documentation and review of these by relevant Platform Architects and ARB)Ensures non-functional requirements are considered and addressed when designing solutionsOwns and maintains Context Diagrams and other appropriate documentation for their product(s)Strength in building partnerships; working collaboratively in a matrixed environmentEnsures that metrics used to measure their product(s) health are produced, reviewed and understood (SLAs, defects, performance metrics, APM, etc. )Represents the product team in interactions with other product teams, especially design and review of interfaces and contractsRepresents the product team in Change and Release Management meetingsActs as a cureer builder for developers Provides feedback to TM on skills, succession and strategic planning",
            "similarity": 0.5044
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5044,
        "slug": "angular-frontend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "A",
    "chosen_role": {
      "display_name": "Fullstack Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 15,
      "score": 1.0,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 0.95,
    "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": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Fullstack Developer",
    "sub_role": null
  },
  "stage5_updates": null
}
API 2 — extract-details
{
  "alias_matches": [
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 864,
      "existing_alias_text": "Code Review",
      "input_term": "Code Review",
      "matched_canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 868,
      "existing_alias_text": "Agile",
      "input_term": "Agile",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 367,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Fullstack Developer",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
        "id": 96,
        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "Code Review",
      "llm_role": null,
      "roles_from_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": "Agile",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "Test-Driven Development",
    "Behavior-Driven Development",
    "Code Review",
    "Agile"
  ],
  "input_llm_skills": [
    "Test-Driven Development",
    "Behavior-Driven Development",
    "Code Review",
    "Agile"
  ],
  "new_aliases_persisted": 0,
  "run_id": "995786ce-2f37-4ebf-9ed8-5afe46c1e7f2",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Test-Driven Development",
      "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": "test-driven-development",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Behavior-Driven Development",
      "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": "behavior-driven-development",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Code Review",
          "alias_type": "CANONICAL",
          "id": 864,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "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": "Code Review",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Code Review",
      "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": [
        {
          "alias_text": "Agile",
          "alias_type": "CANONICAL",
          "id": 868,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 367,
        "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": "Agile",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Agile",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Test-Driven Development",
    "Behavior-Driven Development"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Fullstack Developer",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Test-Driven Development",
      "tag": "new"
    },
    {
      "skill": "Behavior-Driven Development",
      "tag": "new"
    },
    {
      "skill": "Code Review",
      "tag": "in_db"
    },
    {
      "skill": "Agile",
      "tag": "in_db"
    }
  ],
  "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": 15,
        "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": "Code Review",
        "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": 516,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 15,
        "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": "Agile",
        "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": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "995786ce-2f37-4ebf-9ed8-5afe46c1e7f2"
}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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