Pipeline run

748bb69b-086c-49b5-ac00-37e1e170da99

Pipeline LLM cost (USD)

API 1: $0.0095 API 2: $0.0001 API 3: $0.0000 Total: $0.0096

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: no_kras · tech_stack_maturity: role_baseline

Nature of work no kras

Vague JD — no KRAs present to derive a specific nature of work.

Tech stack maturity

Modern Cloud Native

Web development roles today typically target modern browser apps and integrate with cloud-hosted services, even when AI is not a core part of the work.

AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)

1.50 / 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 (6)

PHP WordPress Bootstrap Google Maps API Firebase AWS

Skill cluster (4 dimension groups, role-scoped)

Cloud Provider Platforms

AWS

Component Libraries and Design Systems

Bootstrap

Vendor Product Ecosystems

Firebase

Cross-cutting / unaligned

PHP WordPress Google Maps API

Signals

Skill wordpress-dev

0.50

Alias —

—

KRA engineering-manager

0.34

Post-classification

Centroidupdated · n=48

Alias collision log—

New-role queue—

New skills captured2

New KRA captured—

Captured for admin review

WordPress primary ↔ Web Developer pending

Google Maps API ↔ Web Developer pending

Status: completed Created: 2026-05-27T16:54:37.357708Z Updated: 2026-05-27T16:55:40.185542Z API 3 duration: 35171 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

Web Developer

→

WordPress Dev

sub-role · 0.99 domain · Software Engineering CASE DOMAIN

slug: web-developer · id: 25 · source: db · sub-role slug: wordpress-dev

Domain=Software Engineering → sub-role wordpress-dev; The JD is centered on PHP/WordPress website development with supporting web APIs and UI/UX considerations, which best matches Web Developer.

Matched skills

core PHPWordPresstwitter bootstrapGoogle Map APIFirebase APIAWSUI/UX standards

Matched dimensions

Web DevelopmentCMS DevelopmentAPI IntegrationUI/UX ImplementationResponsive Web Design

Matched KRAs

Should have experience in core PHP, WordPressGood to have: Web Design Experience in twitter bootstrapExperience with Google Map API, Firebase API, and AWS is plusKnowledge of other web technologies and UI/UX standards

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

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

Qualifications:
•	Should have experience in core PHP, WordPress
•	Good to have: Web Design Experience in twitter bootstrap but not required.
•	Experience with Google Map API, Firebase API, and AWS is plus.
•	Knowledge of other web technologies and UI/UX standards would be considered an asset.
Experience  : 6 months to 2 yrs


Job Benefits:
•	5 days working.
•	Competitive salary (no bar for the right candidate).
•	Opportunity for Career & Professional Growth.
•	Work-life balance.

Skills from this JD

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

PHP Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: PHP id=2986 · php

Aliases — catalog

PHP (CANONICAL) primary

Stored enrichment (catalog DB)

Category: Language
Sub-category: Programming Language
Confidence: 0.99
Version strategy: NOT_APPLICABLE

Skill profile (library / DB)

Skill nature: LANGUAGE
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 6
Sub-category id: 96
Extractable: True
Also category: False

Dimensions (API 2 worklist)

PHP and Magento Extension Points Catalog dimension db id 391

Library dimension (catalog)

Roles linked in library: Magento Dev
PHP and WordPress Hooks Catalog dimension db id 326

Library dimension (catalog)

Roles linked in library: WordPress Dev
Programming Languages & Template Languages Catalog dimension db id 359

Library dimension (catalog)

Roles linked in library: Drupal Dev

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
PHP and Magento Extension Points php-and-magento-extension-points	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
PHP and WordPress Hooks php-and-wordpress-hooks	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Programming Languages & Template Languages programming-languages-template-languages	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

WordPress 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: Content Management Systems
Sub-category: general
Skill nature: PLATFORM
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Bootstrap Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Bootstrap id=1970 · bootstrap

Aliases — catalog

Bootstrap (CANONICAL) primary
bootstrap 4 (VERSION)
bootstrap 5 (VERSION)
bootstrap 5.x (VERSION)
bootstrap v4 (VERSION)
bootstrap v5 (VERSION)
bootstrap4 (VERSION)
bootstrap5 (VERSION)
bs4 (VERSION)
bs5 (VERSION)

Context tags (catalog)

CSS CSS framework JavaScript JavaScript plugins Sass accessibility browser compatibility components custom themes flexbox form controls grid system jQuery layout media queries mobile-first modals navbar responsive design utilities utility classes

Stored enrichment (catalog DB)

Category: Framework
Sub-category: Ui Framework
Vendor: Twitter
License: mit
Year introduced: 2011
Confidence: 0.95
Version strategy: SEPARATE_ENTITY
Version tag: 5

Maturity reasoning: Bootstrap remains widely listed in job descriptions for front-end and full-stack roles, especially for rapid UI delivery and legacy maintenance; its GitHub repo and CDN usage stay high despite newer CSS frameworks.

Skill profile (library / DB)

Skill nature: FRAMEWORK
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 5
Sub-category id: 341
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Component Libraries and Design Systems Catalog dimension db id 118

Library dimension (catalog)

Roles linked in library: Frontend Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Web Developer
Web UI & Integration Frameworks Catalog dimension db id 268

Library dimension (catalog)

Roles linked in library: Pega Developer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Component Libraries and Design Systems component-libraries-and-design-systems	✓	✓	Existing dimension (library) · Role↔dimension saved
Web UI & Integration Frameworks web-ui-integration-frameworks	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Google Maps API Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Google Maps SDK id=998 · google-maps-sdk

Aliases — catalog

Google Maps SDK (CANONICAL) primary

Context tags (catalog)

Custom Overlays Directions API Geocoding Geolocation JavaScript API Location Services Map Clustering Map Styling MapView Markers Mobile SDK Navigation Places API Polyline Route Optimization Street View

Stored enrichment (catalog DB)

Category: Library
Sub-category: Mapping Sdk Library
Vendor: Google
License: apache_2
Year introduced: 2011
Confidence: 0.90
Version strategy: NOT_APPLICABLE

Maturity reasoning: Commonly listed in mobile/web JDs for location features and map integration; Google continues active SDK support and updates, indicating broad market adoption rather than niche use.

Skill profile (library / DB)

Skill nature: LIBRARY
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 7
Sub-category id: 699
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Google & Firebase Services Catalog dimension db id 165

Library dimension (catalog)

Roles linked in library: Android Developer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Google & Firebase Services google-firebase-services	—	—	Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed

Firebase Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: Firebase id=2468 · firebase

Aliases — catalog

Firebase (CANONICAL) primary

Context tags (catalog)

A/B Testing Analytics App Distribution Authentication Cloud Functions Cloud Messaging Crashlytics Dynamic Links Emulator Suite Firebase Analytics Firebase SDK Firestore Firestore Security Rules Hosting Performance Monitoring Realtime Database Remote Config

Stored enrichment (catalog DB)

Category: Platform
Sub-category: Backend Platform
Vendor: Google
License: proprietary
Year introduced: 2011
Confidence: 0.98
Version strategy: NOT_APPLICABLE

Maturity reasoning: Firebase appears frequently in mobile/web job postings and Google continues active product support; it remains a common BaaS choice alongside AWS Amplify and Supabase, not a sunset technology.

Skill profile (library / DB)

Skill nature: PLATFORM
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 9
Sub-category id: 1865
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Cloud Platforms & Managed Services Catalog dimension db id 221

Library dimension (catalog)

Roles linked in library: Fullstack Developer, Go Backend Developer, Node.js Backend Developer
Vendor Product Ecosystems Catalog dimension db id 385

Library dimension (catalog)

Roles linked in library: Ionic Developer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Cloud Platforms & Managed Services cloud-platforms-managed-services	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Vendor Product Ecosystems vendor-product-ecosystems	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

AWS Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: AWS id=187 · aws

Aliases — catalog

AWS (CANONICAL) primary

Context tags (catalog)

API Gateway AWS CLI Auto Scaling CloudFormation CloudFront CloudTrail CloudWatch Cognito DynamoDB EC2 ECS EKS Elastic Beanstalk Elastic Load Balancing IAM KMS Lambda RDS Route 53 S3 SNS SQS Serverless VPC

Stored enrichment (catalog DB)

Category: Platform
Sub-category: Cloud Platform
Vendor: Amazon
License: other_open
Year introduced: 2006
Confidence: 0.99
Version strategy: NOT_APPLICABLE

Maturity reasoning: AWS is a hiring-pipeline staple: it appears in a large share of cloud/DevOps job descriptions and dominates public cloud market share, with broad certification and vendor ecosystem support.

Skill profile (library / DB)

Skill nature: PLATFORM
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 9
Sub-category id: 46
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Cloud Platforms Catalog dimension db id 20

Library dimension (catalog)

Roles linked in library: .NET Backend Developer, Backend Developer, Cyber Security Engineer, Data Engineer, DevOps Engineer, Fullstack Developer, Go Backend Developer, Java Backend Developer, Kotlin Backend Developer, ML Engineer, MLOps Engineer, Node.js Backend Developer, Python Backend Developer, Scala Backend Developer
Cloud Platforms for AI Deployment Catalog dimension db id 211

Library dimension (catalog)

Roles linked in library: AI Engineer
Cloud Provider Platforms Catalog dimension db id 131

Library dimension (catalog)

Roles linked in library: Cloud Architect, Cloud Security Engineer
Cloud Security Posture Tools Catalog dimension db id 64

Library dimension (catalog)

Roles linked in library: Cloud Security Engineer, Cyber Security Engineer
Vendor Product Families Catalog dimension db id 477

Library dimension (catalog)

Roles linked in library: Engineering Manager

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Cloud Platforms cloud-platforms	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cloud Platforms for AI Deployment cloud-platforms-for-ai-deployment	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cloud Provider Platforms cloud-provider-platforms	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Cloud Security Posture Tools cloud-security-posture-tools	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Vendor Product Families vendor-product-families	✓	—	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
PHP	in_db	PHP and Magento Extension Points php-and-magento-extension-points	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
PHP	in_db	PHP and WordPress Hooks php-and-wordpress-hooks	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
PHP	in_db	Programming Languages & Template Languages programming-languages-template-languages	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Bootstrap	in_db	Component Libraries and Design Systems component-libraries-and-design-systems	✓	✓	Existing dimension (library) · Role↔dimension saved
Bootstrap	in_db	Web UI & Integration Frameworks web-ui-integration-frameworks	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Google Maps API	new	Google & Firebase Services google-firebase-services	—	—	Skipped — no persistable v3 meta for new skill	skill_not_in_db_v3_proposed
Firebase	in_db	Cloud Platforms & Managed Services cloud-platforms-managed-services	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Firebase	in_db	Vendor Product Ecosystems vendor-product-ecosystems	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
AWS	in_db	Cloud Platforms cloud-platforms	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
AWS	in_db	Cloud Platforms for AI Deployment cloud-platforms-for-ai-deployment	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
AWS	in_db	Cloud Provider Platforms cloud-provider-platforms	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
AWS	in_db	Cloud Security Posture Tools cloud-security-posture-tools	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
AWS	in_db	Vendor Product Families vendor-product-families	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind	Detail	DB id
canonical_skill_proposed	WordPress \| type=Content Management Systems subtype=general nature=PLATFORM lifespan=MULTI_YEAR
dimension_skill_link_proposed	Google Maps API ↔ Google & Firebase Services

nano JD Parser — gpt-4.1-nano click to toggle

JD type fail

Show raw JSON

{
  "JD_type": "fail",
  "archetype_override_applied": true,
  "archetype_override_matched_skills": [
    "AWS",
    "UI/UX",
    "API",
    "Bootstrap",
    "PHP",
    "Firebase"
  ],
  "role_archetype": "Engineering"
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "PHP"
    },
    {
      "is_primary": true,
      "skill_name": "WordPress"
    },
    {
      "is_primary": false,
      "skill_name": "Bootstrap"
    },
    {
      "is_primary": false,
      "skill_name": "Google Maps API"
    },
    {
      "is_primary": false,
      "skill_name": "Firebase"
    },
    {
      "is_primary": false,
      "skill_name": "AWS"
    }
  ],
  "jd_role": null,
  "nano_parsed": {
    "JD_type": "fail",
    "archetype_override_applied": true,
    "archetype_override_matched_skills": [
      "AWS",
      "UI/UX",
      "API",
      "Bootstrap",
      "PHP",
      "Firebase"
    ],
    "role_archetype": "Engineering"
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "748bb69b-086c-49b5-ac00-37e1e170da99",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Engineering Manager",
        "kra_matches": [
          {
            "kra_text": "coach performance and growth",
            "sentence": "Opportunity for Career \u0026 Professional Growth.",
            "similarity": 0.4769
          },
          {
            "kra_text": "support hiring and onboarding",
            "sentence": "Competitive salary (no bar for the right candidate).",
            "similarity": 0.2818
          },
          {
            "kra_text": "support hiring and onboarding",
            "sentence": "Should have experience in core PHP, WordPress",
            "similarity": 0.2504
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 121,
        "score": 0.3363,
        "slug": "engineering-manager",
        "total_count": null
      },
      {
        "display_name": "React Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "support responsive layouts and browser compatibility",
            "sentence": "Good to have: Web Design Experience in twitter bootstrap but not required.",
            "similarity": 0.3754
          },
          {
            "kra_text": "support responsive layouts and browser compatibility",
            "sentence": "Should have experience in core PHP, WordPress",
            "similarity": 0.294
          },
          {
            "kra_text": "ensure accessibility and inclusive behavior",
            "sentence": "Opportunity for Career \u0026 Professional Growth.",
            "similarity": 0.2761
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 89,
        "score": 0.3151,
        "slug": "react-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Good to have: Web Design Experience in twitter bootstrap but not required.",
            "similarity": 0.3275
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Should have experience in core PHP, WordPress",
            "similarity": 0.3189
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Opportunity for Career \u0026 Professional Growth.",
            "similarity": 0.2894
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.312,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": [
          {
            "kra_text": "editor experience support",
            "sentence": "Should have experience in core PHP, WordPress",
            "similarity": 0.3724
          },
          {
            "kra_text": "editor experience support",
            "sentence": "Good to have: Web Design Experience in twitter bootstrap but not required.",
            "similarity": 0.3153
          },
          {
            "kra_text": "module customization and maintenance",
            "sentence": "Opportunity for Career \u0026 Professional Growth.",
            "similarity": 0.2449
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 228,
        "score": 0.3109,
        "slug": "drupal-dev",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
            "sentence": "Good to have: Web Design Experience in twitter bootstrap but not required.",
            "similarity": 0.4118
          },
          {
            "kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
            "sentence": "Should have experience in core PHP, WordPress",
            "similarity": 0.297
          },
          {
            "kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
            "sentence": "Opportunity for Career \u0026 Professional Growth.",
            "similarity": 0.206
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.3049,
        "slug": "frontend-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "WordPress Dev",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "PHP"
        ],
        "role_id": 227,
        "score": 0.5,
        "slug": "wordpress-dev",
        "total_count": 2
      },
      {
        "display_name": "Drupal Dev",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "PHP"
        ],
        "role_id": 228,
        "score": 0.5,
        "slug": "drupal-dev",
        "total_count": 2
      },
      {
        "display_name": "Magento Dev",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "PHP"
        ],
        "role_id": 231,
        "score": 0.5,
        "slug": "magento-dev",
        "total_count": 2
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Web Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 25,
      "score": 0.97,
      "slug": "web-developer",
      "total_count": null
    },
    "confidence": 0.97,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Web Development",
      "CMS Development",
      "API Integration",
      "UI/UX Implementation",
      "Responsive Web Design"
    ],
    "matched_kras": [
      "Should have experience in core PHP, WordPress",
      "Good to have: Web Design Experience in twitter bootstrap",
      "Experience with Google Map API, Firebase API, and AWS is plus",
      "Knowledge of other web technologies and UI/UX standards"
    ],
    "matched_skills": [
      "core PHP",
      "WordPress",
      "twitter bootstrap",
      "Google Map API",
      "Firebase API",
      "AWS",
      "UI/UX standards"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role wordpress-dev; The JD is centered on PHP/WordPress website development with supporting web APIs and UI/UX considerations, which best matches Web Developer.",
    "sub_role": {
      "confidence": 0.99,
      "display_name": "WordPress Dev",
      "reasoning": "The JD explicitly requires core PHP and WordPress, making WordPress Dev the clear match among the CMS-specific children.",
      "role_id": 227,
      "slug": "wordpress-dev"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 48,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 22630,
        "role_display_name": "Web Developer",
        "role_slug": "web-developer",
        "skill_name": "WordPress",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 22631,
        "role_display_name": "Web Developer",
        "role_slug": "web-developer",
        "skill_name": "Google Maps API",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": 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": 4444,
      "existing_alias_text": "PHP",
      "input_term": "PHP",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "PHP",
        "id": 2986,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "php",
        "sub_category_id": 96,
        "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": 2991,
      "existing_alias_text": "Bootstrap",
      "input_term": "Bootstrap",
      "matched_canonical": {
        "category_id": 5,
        "display_name": "Bootstrap",
        "id": 1970,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "bootstrap",
        "sub_category_id": 341,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": 1608,
      "existing_alias_text": "Google Maps SDK",
      "input_term": "Google Maps API",
      "matched_canonical": {
        "category_id": 7,
        "display_name": "Google Maps SDK",
        "id": 998,
        "is_also_category": false,
        "is_extractable": true,
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            "rationale": "Core implementation language and extension points used to build WordPress behavior. This covers PHP code that powers themes, plugins, and site-specific customizations, plus the hook system that stitches features into WordPress lifecycle events.",
            "slug": "php-and-wordpress-hooks",
            "source": "db"
          },
          "input_skill": "PHP",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "WordPress Dev",
              "id": 227,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "wordpress-dev",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Programming Languages \u0026 Template Languages",
            "id": 359,
            "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
            "slug": "programming-languages-template-languages",
            "source": "db"
          },
          "input_skill": "PHP",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Drupal Dev",
              "id": 228,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "drupal-dev",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "PHP",
      "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": "WordPress",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Content Management Systems",
          "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": "wordpress",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Bootstrap",
          "alias_type": "CANONICAL",
          "id": 2991,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "bootstrap 4",
          "alias_type": "VERSION",
          "id": 2996,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "bootstrap 5",
          "alias_type": "VERSION",
          "id": 2997,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "bootstrap 5.x",
          "alias_type": "VERSION",
          "id": 3240,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "bootstrap v4",
          "alias_type": "VERSION",
          "id": 2998,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "bootstrap v5",
          "alias_type": "VERSION",
          "id": 2999,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "bootstrap4",
          "alias_type": "VERSION",
          "id": 2994,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "bootstrap5",
          "alias_type": "VERSION",
          "id": 2995,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "bs4",
          "alias_type": "VERSION",
          "id": 2992,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "bs5",
          "alias_type": "VERSION",
          "id": 2993,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 5,
        "display_name": "Bootstrap",
        "id": 1970,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "bootstrap",
        "sub_category_id": 341,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Component Libraries and Design Systems",
            "id": 118,
            "rationale": "Reusable UI kits and design-system implementations that standardize look, feel, and interaction patterns across products. This is a distinct cluster because frontend engineers frequently consume and extend these libraries.",
            "slug": "component-libraries-and-design-systems",
            "source": "db"
          },
          "input_skill": "Bootstrap",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Frontend Developer",
              "id": 7,
              "rationale": null,
              "role_archetype": null,
              "slug": "frontend-engineer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            },
            {
              "display_name": "React Frontend Developer",
              "id": 89,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Svelte Frontend Developer",
              "id": 92,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "svelte-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Web Developer",
              "id": 25,
              "rationale": null,
              "role_archetype": null,
              "slug": "web-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Web UI \u0026 Integration Frameworks",
            "id": 268,
            "rationale": "Client-side and integration frameworks and libraries used to extend Pega solutions.",
            "slug": "web-ui-integration-frameworks",
            "source": "db"
          },
          "input_skill": "Bootstrap",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Pega Developer",
              "id": 24,
              "rationale": null,
              "role_archetype": null,
              "slug": "pega-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Bootstrap",
      "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": "Google Maps SDK",
          "alias_type": "CANONICAL",
          "id": 1608,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 7,
        "display_name": "Google Maps SDK",
        "id": 998,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LIBRARY",
        "slug": "google-maps-sdk",
        "sub_category_id": 699,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Google \u0026 Firebase Services",
            "id": 165,
            "rationale": "Integrates Google-provided SDKs and Firebase services for analytics, remote configuration, data storage, authentication, billing, and mapping.",
            "slug": "google-firebase-services",
            "source": "db"
          },
          "input_skill": "Google Maps API",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Android Developer",
              "id": 4,
              "rationale": null,
              "role_archetype": null,
              "slug": "android-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Google Maps API",
      "matched_via": "embedding_alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Firebase",
          "alias_type": "CANONICAL",
          "id": 3773,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 9,
        "display_name": "Firebase",
        "id": 2468,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "firebase",
        "sub_category_id": 1865,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Cloud Platforms \u0026 Managed Services",
            "id": 221,
            "rationale": "Operates and integrates vendor-specific cloud compute, storage, and hosting services.",
            "slug": "cloud-platforms-managed-services",
            "source": "db"
          },
          "input_skill": "Firebase",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            },
            {
              "display_name": "Go Backend Developer",
              "id": 81,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "go-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Node.js Backend Developer",
              "id": 82,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "node-backend-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Vendor Product Ecosystems",
            "id": 385,
            "rationale": "Leverages vendor-specific product families to build, deploy, and integrate cross-platform mobile applications.",
            "slug": "vendor-product-ecosystems",
            "source": "db"
          },
          "input_skill": "Firebase",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Ionic Developer",
              "id": 434,
              "rationale": null,
              "role_archetype": null,
              "slug": "ionic-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Firebase",
      "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": "AWS",
          "alias_type": "CANONICAL",
          "id": 406,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 9,
        "display_name": "AWS",
        "id": 187,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "aws",
        "sub_category_id": 46,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Cloud Platforms",
            "id": 20,
            "rationale": "Underlying cloud providers that host the managed services or infrastructure used by the role, such as AWS, Azure, and GCP.",
            "slug": "cloud-platforms",
            "source": "db"
          },
          "input_skill": "AWS",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": ".NET Backend Developer",
              "id": 83,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "dotnet-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Backend Developer",
              "id": 1,
              "rationale": null,
              "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
              "slug": "backend-engineer",
              "source": "db"
            },
            {
              "display_name": "Cyber Security Engineer",
              "id": 5,
              "rationale": null,
              "role_archetype": null,
              "slug": "cybersecurity-engineer",
              "source": "db"
            },
            {
              "display_name": "Data Engineer",
              "id": 2,
              "rationale": null,
              "role_archetype": null,
              "slug": "data-engineer",
              "source": "db"
            },
            {
              "display_name": "DevOps Engineer",
              "id": 10,
              "rationale": null,
              "role_archetype": null,
              "slug": "devops-engineer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            },
            {
              "display_name": "Go Backend Developer",
              "id": 81,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "go-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Java Backend Developer",
              "id": 79,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "java-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Kotlin Backend Developer",
              "id": 84,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "kotlin-server-backend-developer",
              "source": "db"
            },
            {
              "display_name": "ML Engineer",
              "id": 3,
              "rationale": null,
              "role_archetype": null,
              "slug": "ml-engineer",
              "source": "db"
            },
            {
              "display_name": "MLOps Engineer",
              "id": 16,
              "rationale": null,
              "role_archetype": null,
              "slug": "ml-ops-engineer",
              "source": "db"
            },
            {
              "display_name": "Node.js Backend Developer",
              "id": 82,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "node-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Python Backend Developer",
              "id": 80,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "python-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Scala Backend Developer",
              "id": 87,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "scala-backend-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Cloud Platforms for AI Deployment",
            "id": 211,
            "rationale": "Major cloud services that provide infrastructure and managed services for AI workloads.",
            "slug": "cloud-platforms-for-ai-deployment",
            "source": "db"
          },
          "input_skill": "AWS",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "AI Engineer",
              "id": 13,
              "rationale": null,
              "role_archetype": null,
              "slug": "ai-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Cloud Provider Platforms",
            "id": 131,
            "rationale": "Major cloud platforms and their core service ecosystems used to design target-state architectures, choose deployment boundaries, and evaluate managed capabilities. This is the primary substrate for cloud architecture decisions.",
            "slug": "cloud-provider-platforms",
            "source": "db"
          },
          "input_skill": "AWS",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Architect",
              "id": 9,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-architect",
              "source": "db"
            },
            {
              "display_name": "Cloud Security Engineer",
              "id": 23,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-security-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Cloud Security Posture Tools",
            "id": 64,
            "rationale": "Cloud-native security platforms used to assess misconfiguration, workload exposure, and cloud control coverage. This dimension includes the major CNAPP/CSPM/CWPP vendors and cloud security services the role reviews and tunes.",
            "slug": "cloud-security-posture-tools",
            "source": "db"
          },
          "input_skill": "AWS",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Security Engineer",
              "id": 23,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-security-engineer",
              "source": "db"
            },
            {
              "display_name": "Cyber Security Engineer",
              "id": 5,
              "rationale": null,
              "role_archetype": null,
              "slug": "cybersecurity-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Vendor Product Families",
            "id": 477,
            "rationale": "Coordinate usage, licensing, and architecture decisions for major vendor software and cloud product families.",
            "slug": "vendor-product-families",
            "source": "db"
          },
          "input_skill": "AWS",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "AWS",
      "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": [
    "WordPress"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Web Developer",
    "id": 25,
    "rationale": "Domain=Software Engineering \u2192 sub-role wordpress-dev; The JD is centered on PHP/WordPress website development with supporting web APIs and UI/UX considerations, which best matches Web Developer.",
    "role_archetype": null,
    "slug": "web-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "PHP",
      "tag": "in_db"
    },
    {
      "skill": "WordPress",
      "tag": "new"
    },
    {
      "skill": "Bootstrap",
      "tag": "in_db"
    },
    {
      "skill": "Google Maps API",
      "tag": "in_db"
    },
    {
      "skill": "Firebase",
      "tag": "in_db"
    },
    {
      "skill": "AWS",
      "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": 25,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "PHP and Magento Extension Points",
          "id": 391,
          "rationale": "Core implementation surface for Magento customizations, including module code, event-driven hooks, and platform conventions. This is the primary language-and-framework cluster for building upgrade-safe storefront behavior.",
          "slug": "php-and-magento-extension-points",
          "source": "db"
        },
        "dimension_id": 391,
        "input_skill": "PHP",
        "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": [
          {
            "display_name": "Magento Dev",
            "id": 231,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "magento-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2986,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 25,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "PHP and WordPress Hooks",
          "id": 326,
          "rationale": "Core implementation language and extension points used to build WordPress behavior. This covers PHP code that powers themes, plugins, and site-specific customizations, plus the hook system that stitches features into WordPress lifecycle events.",
          "slug": "php-and-wordpress-hooks",
          "source": "db"
        },
        "dimension_id": 326,
        "input_skill": "PHP",
        "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": [
          {
            "display_name": "WordPress Dev",
            "id": 227,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "wordpress-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2986,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 25,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Programming Languages \u0026 Template Languages",
          "id": 359,
          "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
          "slug": "programming-languages-template-languages",
          "source": "db"
        },
        "dimension_id": 359,
        "input_skill": "PHP",
        "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": [
          {
            "display_name": "Drupal Dev",
            "id": 228,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "drupal-dev",
            "source": "db"
          }
        ],
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