Pipeline run

6ff2dc2a-e3b1-4f62-92ae-ef7675062f5b

Pipeline LLM cost (USD)

API 1: $0.0093 API 2: $0.0001 API 3: $0.0000 Total: $0.0095

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 · Native screen and flow building

Build and maintain native Android app features from wireframes, integrating APIs/Firebase and Flutter where needed, while optimizing reusable code, fixing bugs, and keeping the codebase organized and reliable.

"Translate designs and wireframes into high quality code."

Tech stack maturity

Mainstream Modern

Android, Flutter, Firebase, and API development are widely adopted current technologies that fit a mainstream modern mobile stack rather than legacy or bleeding-edge categories.

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

1.00 / 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 (5)

Android Firebase Android Studio API Flutter

Skill cluster (3 dimension groups, role-scoped)

Flutter UI Framework

Flutter

Vendor Product Ecosystems

Firebase

Cross-cutting / unaligned

Android Android Studio API

Show KRA description ↓

Design and build advanced applications for the Android platform. Should have knowledge of firebase,android studio,API integration, flutter. Translate designs and wireframes into high quality code. Design, build, and maintain high performance, reusable, and reliable code. Identify and correct bottlenecks and fix bugs. Help maintain code quality, organization, and automatization. Should be comfortable and have extensive knowledge of Native Android development techniques and practices.

Signals

Skill full-stack-engineer

0.60

Alias android-engineer

1.00

KRA react-native-developer

0.62

Post-classification

Centroidupdated · n=42

Alias collision log—

New-role queue—

New skills captured1

New KRA capturedyes

Captured for admin review

Android Studio primary ↔ Native Mobile Developer pending

R&R fragment (sim 0.00) ↔ Native Mobile Developer pending

Status: completed Created: 2026-05-27T14:52:56.399955Z Updated: 2026-06-12T17:06:36.109198Z API 3 duration: 8125 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

Native Mobile Developer

→

Android Developer

sub-role · 0.99 domain · Software Engineering CASE DOMAIN

slug: native-mobile-developer · id: 75 · source: db · sub-role slug: android-engineer

Domain=Software Engineering → sub-role android-engineer; The JD is centered on Android app development with native Android practices, which best matches Native Mobile Developer.

Matched skills

Androidfirebaseandroid studioAPI integrationflutterNative Android development

Matched dimensions

Native mobile application developmentAndroid app engineeringUI-to-code implementationCode quality and maintainabilityBug fixing and performance tuning

Matched KRAs

Design and build advanced applications for the Android platformTranslate designs and wireframes into high quality codeDesign, build, and maintain high performance, reusable, and reliable codeIdentify and correct bottlenecks and fix bugsHelp maintain code quality, organization, and automatization

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

Job Description

Design and build advanced applications for the Android platform. Should

have knowledge of firebase,android studio,API integration, flutter.

Translate designs and wireframes into high quality code.

Design, build, and maintain high performance, reusable, and reliable code.

Identify and correct bottlenecks and fix bugs.

Help maintain code quality, organization, and automatization.

Should be comfortable and have extensive knowledge of Native Android development

techniques and practices.

Job Types: Full-time

Salary: Rs. As Per Company Norms.

Education: Bachelors (required), Masters (Preferred)

Send your resume at:- teamhr@flaxeninfosoft.com

Contact us- 9770912601, 9770912602

Location: Indore, Madhya Pradesh (Required)

Best Regards,

HR Department

Offic. Add- 519, 6th floor, Onam Plaza, Near Industry House, AB Road, ndore, Madhya Pradesh, 452001

Skills from this JD

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

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

Canonical: Android id=1595 · android

Aliases — catalog

Android (CANONICAL)

Context tags (catalog)

API Level Android SDK Android Studio Firebase Gradle Java Jetpack Kotlin LiveData MVVM Material Design RecyclerView Retrofit Room XML

Stored enrichment (catalog DB)

Category: Platform
Sub-category: Mobile Platform
Vendor: Google
License: apache_2
Year introduced: 2008
Confidence: 0.95
Version strategy: NOT_APPLICABLE

Maturity reasoning: Android appears in large volumes of mobile job postings and remains a standard platform in hiring pipelines; Google continues active platform releases and OEM ecosystem support, indicating broad adoption.

Skill profile (library / DB)

Skill nature: PLATFORM
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 9
Sub-category id: 1201
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)

Firebase Primary 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)

Android Studio 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: Development Tools
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

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

Canonical: API id=1568 · api

Aliases — catalog

API (CANONICAL)

Context tags (catalog)

API gateway GraphQL JSON OAuth REST SDK SOAP XML authentication endpoint microservices rate limiting throttling versioning webhooks

Stored enrichment (catalog DB)

Category: Concept
Sub-category: Application Programming Interface
Confidence: 0.93
Version strategy: NOT_APPLICABLE

Maturity reasoning: APIs are a core requirement in most software engineering JDs and underpin common integrations across cloud, mobile, and web stacks; major vendors like AWS, Stripe, and Google Cloud center products on API-first usage.

Skill profile (library / DB)

Skill nature: CONCEPT
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 2
Sub-category id: 1174
Extractable: True
Also category: False

Dimensions (API 2 worklist)

API Integration and Data Fetching Catalog dimension db id 127

Library dimension (catalog)

Roles linked in library: Angular Frontend Developer, Frontend Developer, Fullstack Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
API Integration and Data Fetching api-integration-and-data-fetching	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

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

Canonical: Flutter id=1041 · flutter

Aliases — catalog

Flutter (CANONICAL) primary
Flutter 3 (VERSION)
Flutter 3.x (VERSION)
Flutter3 (VERSION)
flutter (VERSION)
flutter 3 (VERSION)
flutter 3.x (VERSION)
flutter3 (VERSION)

Context tags (catalog)

Animation Animations BuildContext Cross-Platform Cupertino Dart Firebase Integration Flutter CLI Flutter Desktop Flutter DevTools Flutter Packages Flutter SDK Flutter Web Hot Reload Material Design Pub.dev Responsive Design State Management Widget Tree Widgets

Stored enrichment (catalog DB)

Category: Framework
Sub-category: Ui Framework
Vendor: Google
License: bsd
Year introduced: 2015
Confidence: 0.99
Version strategy: SEPARATE_ENTITY
Version tag: 3.x

Maturity reasoning: Flutter appears in many mobile/full-stack job postings and is a common cross-platform UI framework; Google continues active releases and ecosystem growth, indicating broad adoption rather than niche use.

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)

Flutter UI Framework Catalog dimension db id 312

Library dimension (catalog)

Roles linked in library: Flutter Developer
UI Frameworks and Rendering Catalog dimension db id 115

Library dimension (catalog)

Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Flutter UI Framework flutter-ui-framework	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
UI Frameworks and Rendering ui-frameworks-and-rendering	✓	—	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
Android	in_db	React Frontend Development d_init_01	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
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)
API	in_db	API Integration and Data Fetching api-integration-and-data-fetching	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Flutter	in_db	Flutter UI Framework flutter-ui-framework	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Flutter	in_db	UI Frameworks and Rendering ui-frameworks-and-rendering	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind	Detail	DB id
canonical_skill_proposed	Android Studio \| type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR

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

RoleAndroid Developer

CompanyFlaxen Infosoft

CTC{'max': None, 'min': None, 'raw': 'Rs. As Per Company Norms', 'period': None, 'currency': 'INR'}

DomainIT Services & Consulting

Location Indore, India (onsite)

JD type pass

Show raw JSON

{
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  "certifications": [],
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  ],
  "role": "Android Developer",
  "role_aliases": [
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  "urls": [
    {
      "type": "other",
      "url": "mailto:teamhr@flaxeninfosoft.com"
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}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Android"
    },
    {
      "is_primary": true,
      "skill_name": "Firebase"
    },
    {
      "is_primary": true,
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    },
    {
      "is_primary": true,
      "skill_name": "API"
    },
    {
      "is_primary": true,
      "skill_name": "Flutter"
    }
  ],
  "jd_role": {
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    "rationale": null,
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  "nano_parsed": {
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    "roles_and_responsibilities": [
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  "rejected": false,
  "rejection_reason": null,
  "run_id": "6ff2dc2a-e3b1-4f62-92ae-ef7675062f5b",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Android Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 4,
        "score": 1.0,
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      },
      {
        "display_name": "Native Mobile Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 75,
        "score": 1.0,
        "slug": "native-mobile-developer",
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      }
    ],
    "kra_match_roles": [
      {
        "display_name": "React Native Developer",
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            "kra_text": "maintain code quality",
            "sentence": "Help maintain code quality, organization, and automatization.",
            "similarity": 0.7378
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Design, build, and maintain high performance, reusable, and reliable code.",
            "similarity": 0.6
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Translate designs and wireframes into high quality code.",
            "similarity": 0.5267
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.6215,
        "slug": "react-native-developer",
        "total_count": null
      },
      {
        "display_name": "Android Developer",
        "kra_matches": [
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            "similarity": 0.6061
          },
          {
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            "similarity": 0.5968
          },
          {
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            "similarity": 0.4818
          }
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        "matched_skills": null,
        "role_id": 4,
        "score": 0.5616,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Ruby Backend Developer",
        "kra_matches": [
          {
            "kra_text": "backend defect diagnosis and fixes",
            "sentence": "Identify and correct bottlenecks and fix bugs.",
            "similarity": 0.5786
          },
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            "sentence": "Help maintain code quality, organization, and automatization.",
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          },
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        ],
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        "score": 0.5379,
        "slug": "ruby-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": [
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          },
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          }
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        "score": 0.5321,
        "slug": "angular-frontend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
          "API",
          "Firebase",
          "Flutter"
        ],
        "role_id": 15,
        "score": 0.6,
        "slug": "full-stack-engineer",
        "total_count": 5
      },
      {
        "display_name": "Ionic Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "Firebase",
          "Flutter"
        ],
        "role_id": 434,
        "score": 0.4,
        "slug": "ionic-developer",
        "total_count": 5
      },
      {
        "display_name": "Web Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "API",
          "Flutter"
        ],
        "role_id": 25,
        "score": 0.4,
        "slug": "web-developer",
        "total_count": 5
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "API",
          "Flutter"
        ],
        "role_id": 7,
        "score": 0.4,
        "slug": "frontend-engineer",
        "total_count": 5
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Flutter"
        ],
        "role_id": 74,
        "score": 0.2,
        "slug": "flutter-developer",
        "total_count": 5
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Native Mobile Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 75,
      "score": 0.98,
      "slug": "native-mobile-developer",
      "total_count": null
    },
    "confidence": 0.98,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Native mobile application development",
      "Android app engineering",
      "UI-to-code implementation",
      "Code quality and maintainability",
      "Bug fixing and performance tuning"
    ],
    "matched_kras": [
      "Design and build advanced applications for the Android platform",
      "Translate designs and wireframes into high quality code",
      "Design, build, and maintain high performance, reusable, and reliable code",
      "Identify and correct bottlenecks and fix bugs",
      "Help maintain code quality, organization, and automatization"
    ],
    "matched_skills": [
      "Android",
      "firebase",
      "android studio",
      "API integration",
      "flutter",
      "Native Android development"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role android-engineer; The JD is centered on Android app development with native Android practices, which best matches Native Mobile Developer.",
    "sub_role": {
      "confidence": 0.99,
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      "slug": "android-engineer"
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  "stage5_updates": {
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    "centroid_updated": true,
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}

API 2 — extract-details

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          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "flutter 3.x",
          "alias_type": "VERSION",
          "id": 1662,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "flutter3",
          "alias_type": "VERSION",
          "id": 1660,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 5,
        "display_name": "Flutter",
        "id": 1041,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "flutter",
        "sub_category_id": 341,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Flutter UI Framework",
            "id": 312,
            "rationale": "Flutter framework primitives used to build screens, reusable components, and interactive client experiences. This cluster is coherent because Flutter developers spend much of their time composing widgets and managing rendering behavior.",
            "slug": "flutter-ui-framework",
            "source": "db"
          },
          "input_skill": "Flutter",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Flutter Developer",
              "id": 74,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "flutter-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "UI Frameworks and Rendering",
            "id": 115,
            "rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
            "slug": "ui-frameworks-and-rendering",
            "source": "db"
          },
          "input_skill": "Flutter",
          "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": 435,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "fullstack-developer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            },
            {
              "display_name": "Hybrid Mobile Developer",
              "id": 11,
              "rationale": null,
              "role_archetype": null,
              "slug": "hybrid-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "Ionic Developer",
              "id": 434,
              "rationale": null,
              "role_archetype": null,
              "slug": "ionic-developer",
              "source": "db"
            },
            {
              "display_name": "Web Developer",
              "id": 25,
              "rationale": null,
              "role_archetype": null,
              "slug": "web-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Flutter",
      "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": [
    "Android Studio"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Native Mobile Developer",
    "id": 75,
    "rationale": "Domain=Software Engineering \u2192 sub-role android-engineer; The JD is centered on Android app development with native Android practices, which best matches Native Mobile Developer.",
    "role_archetype": "Engineering",
    "slug": "native-mobile-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Android",
      "tag": "in_db"
    },
    {
      "skill": "Firebase",
      "tag": "in_db"
    },
    {
      "skill": "Android Studio",
      "tag": "new"
    },
    {
      "skill": "API",
      "tag": "in_db"
    },
    {
      "skill": "Flutter",
      "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": 75,
        "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": "Android",
        "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": 1595,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "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"
        },
        "dimension_id": 221,
        "input_skill": "Firebase",
        "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": "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"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2468,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "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"
        },
        "dimension_id": 385,
        "input_skill": "Firebase",
        "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": "Ionic Developer",
            "id": 434,
            "rationale": null,
            "role_archetype": null,
            "slug": "ionic-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 2468,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "API Integration and Data Fetching",
          "id": 127,
          "rationale": "Client-side integration with backend endpoints and third-party services, including request shaping, response handling, and synchronization with UI state. This is central to frontend work because most screens depend on remote data.",
          "slug": "api-integration-and-data-fetching",
          "source": "db"
        },
        "dimension_id": 127,
        "input_skill": "API",
        "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": "Angular Frontend Developer",
            "id": 90,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "angular-frontend-developer",
            "source": "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": "Vue Frontend Developer",
            "id": 91,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "vue-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
            "id": 25,
            "rationale": null,
            "role_archetype": null,
            "slug": "web-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1568,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Flutter UI Framework",
          "id": 312,
          "rationale": "Flutter framework primitives used to build screens, reusable components, and interactive client experiences. This cluster is coherent because Flutter developers spend much of their time composing widgets and managing rendering behavior.",
          "slug": "flutter-ui-framework",
          "source": "db"
        },
        "dimension_id": 312,
        "input_skill": "Flutter",
        "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": "Flutter Developer",
            "id": 74,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "flutter-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1041,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "UI Frameworks and Rendering",
          "id": 115,
          "rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
          "slug": "ui-frameworks-and-rendering",
          "source": "db"
        },
        "dimension_id": 115,
        "input_skill": "Flutter",
        "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": "Frontend Developer",
            "id": 7,
            "rationale": null,
            "role_archetype": null,
            "slug": "frontend-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 435,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "fullstack-developer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          },
          {
            "display_name": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          },
          {
            "display_name": "Ionic Developer",
            "id": 434,
            "rationale": null,
            "role_archetype": null,
            "slug": "ionic-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
            "id": 25,
            "rationale": null,
            "role_archetype": null,
            "slug": "web-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1041,
        "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": "6ff2dc2a-e3b1-4f62-92ae-ef7675062f5b"
}

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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