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Pipeline run

b3a95d09-aefc-4f88-a899-ac3785b24bfd

Pipeline LLM cost (USD)
API 1: $0.0030 API 2: $0.0000 API 3: $0.0000 Total: $0.0030

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Cross-platform feature development
Build and maintain Flutter mobile app features, working with product/design/engineering to turn requirements and user feedback into clean Dart code, API integrations, and performance fixes that keep the app responsive and scalable.
""Develop and maintain robust and scalable mobile applications using Flutter framework""
Tech stack maturity
Modern Cloud Native
Flutter and Dart are modern cross-platform mobile technologies commonly used in cloud-connected application development, and the skill set aligns with contemporary API-driven workflows.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 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)
Flutter Dart Git APIs Push Notifications
Skill cluster (4 dimension groups, role-scoped)
Background Execution and Lifecycle
Push Notifications
Cross-Platform App Languages
Dart
UI Frameworks and Rendering
Flutter
Cross-cutting / unaligned
Git APIs
Show KRA description ↓
•Develop and maintain robust and scalable mobile applications using Flutter framework •Collaborate closely with product management, design, and engineering teams to understand requirements •Design and implement new features and functionalities based on user feedback and business requirements •Continuously discover, evaluate, and implement new technologies to maximize development efficiency •Write clean, maintainable, and efficient code •Ensure the best possible performance, quality, and responsiveness of the application •Bachelor's degree in Computer Science or a related field •1-3 years of experience as a Flutter developer or similar role •Proficiency in Dart programming language •Experience with third-party libraries and APIs •Solid understanding of the full mobile development life cycle •Knowledge of mobile UI design principles and best practices •Experience with performance and memory tuning with tools •Familiarity with cloud message APIs and push notifications •Proficient understanding of code versioning tools, such as Git •Excellent problem-solving skills •Ability to work in a team environment

Signals

Skill hybrid-mobile-developer
0.50
Alias hybrid-mobile-developer
1.00
KRA flutter-developer
0.65
Status: completed Created: 2026-05-27T14:57:25.826671Z Updated: 2026-06-12T17:03:38.022352Z API 3 duration: 5531 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

Hybrid Mobile Developer

Flutter Developer

sub-role · 0.95 CASE A

slug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: flutter-developer

Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Flutter 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

Position – Flutter Developer 
Job Location - Bangalore
Employment Type:- Full time


Work Experience – 1-3 Yrs


We are looking for a skilled Flutter developer to join our team. In this role, you will be responsible for developing and maintaining high-quality mobile applications for both Android and iOS platforms using the Flutter framework. You will work closely with our design and development teams to ensure the best user experience for our customers.
Responsibilities:
•Develop and maintain robust and scalable mobile applications using Flutter framework
•Collaborate closely with product management, design, and engineering teams to understand requirements
•Design and implement new features and functionalities based on user feedback and business requirements
•Continuously discover, evaluate, and implement new technologies to maximize development efficiency
•Write clean, maintainable, and efficient code
•Ensure the best possible performance, quality, and responsiveness of the application


Requirements:
•Bachelor's degree in Computer Science or a related field
•1-3 years of experience as a Flutter developer or similar role
•Proficiency in Dart programming language
•Experience with third-party libraries and APIs
•Solid understanding of the full mobile development life cycle
•Knowledge of mobile UI design principles and best practices
•Experience with performance and memory tuning with tools
•Familiarity with cloud message APIs and push notifications
•Proficient understanding of code versioning tools, such as Git
•Excellent problem-solving skills
• •Ability to work in a team environment

Skills from this JD

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

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 saved
Dart Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Dart id=1037 · dart

Aliases — catalog

  • Dart (CANONICAL) primary

Context tags (catalog)

BLoC Dart SDK Dart VM DartPad Flutter Flutter widgets Futures GetX Hot Reload Isolate Isolates JSON serialization Riverpod Streams async functional programming null safety object-oriented package package manager pub.dev widget widgets

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Dart Team
License
bsd
Year introduced
2011
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Dart is widely used in Flutter mobile/web jobs and appears regularly in JDs; Google continues active support and ecosystem growth, indicating broad hiring demand rather than niche use.

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)

  • Cross-Platform App Languages Catalog dimension db id 167

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer

  • Dart Programming Catalog dimension db id 311

    Library dimension (catalog)

    Roles linked in library: Flutter Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension saved
Dart Programming
dart-programming
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Git Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Git id=1002 · git

Aliases — catalog

  • Git (CANONICAL)

Context tags (catalog)

CI/CD GitHub GitLab branching checkout clone commit fork merging pull request rebase remote repository stash versioning

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Version Control Tool
Vendor
Linus Torvalds
License
gpl_v2
Year introduced
2005
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Git is a hiring-pipeline staple: it appears in the vast majority of software engineering job descriptions and is the default VCS on GitHub/GitLab/Bitbucket.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
730
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)
APIs Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: APIs id=1192 · apis

Aliases — catalog

  • APIs (CANONICAL)

Context tags (catalog)

API Gateway Endpoint GraphQL JSON JWT Microservices OAuth Postman REST Rate Limiting SOAP Swagger Throttling Webhooks XML

Stored enrichment (catalog DB)

Category
Protocol
Sub-category
Application Programming Interfaces
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: APIs are a hiring-pipeline staple across backend, mobile, and platform JDs; REST/GraphQL/API design appears in large volumes of job postings and vendor docs, indicating broad adoption.

Skill profile (library / DB)

Skill nature
PROTOCOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
10
Sub-category id
902
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)
Push Notifications Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: push notifications id=1605 · push-notifications

Aliases — catalog

  • push notifications (CANONICAL) primary
  • Push Notifications (CANONICAL)

Context tags (catalog)

A/B testing APNs Firebase Cloud Messaging analytics background updates delivery tracking message queue mobile push notification center notification channels notification payload opt-in push analytics real-time updates rich notifications scheduling service workers subscription model user engagement user segmentation web push

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Notification Delivery Concept
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: Push notifications are a standard mobile/web capability and appear routinely in JDs for iOS, Android, and frontend roles; major vendors like Apple APNs and Firebase Cloud Messaging actively support them.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2134
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Background Execution and Lifecycle Catalog dimension db id 87

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer, React Native Developer, iOS Developer

  • Push Notifications and Deep Links Catalog dimension db id 320

    Library dimension (catalog)

    Roles linked in library: Ionic Developer, React Native Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Background Execution and Lifecycle
background-execution-and-lifecycle
Existing dimension (library) · Role↔dimension saved
Push Notifications and Deep Links
push-notifications-and-deep-links
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
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 saved
Dart in_db
Cross-Platform App Languages
cross-platform-app-languages
Existing dimension (library) · Role↔dimension saved
Dart in_db
Dart Programming
dart-programming
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Git in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
APIs in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Push Notifications in_db
Background Execution and Lifecycle
background-execution-and-lifecycle
Existing dimension (library) · Role↔dimension saved
Push Notifications in_db
Push Notifications and Deep Links
push-notifications-and-deep-links
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleFlutter Developer
Experience1-3 Yrs
DomainSoftware & SaaS Products
Location Bangalore, India (onsite)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Mobile Applications"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science (or related)",
      "raw": "Bachelor\u0027s degree in Computer Science or a related field",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 3,
    "min": 1,
    "raw": "1-3 Yrs"
  },
  "job_locations": [
    {
      "aliases": [
        "Bengaluru"
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      "city": "Bangalore",
      "country": "India",
      "state": null,
      "work_mode": "onsite"
    }
  ],
  "role": "Flutter Developer",
  "role_aliases": [
    "Mobile Developer",
    "Flutter Engineer",
    "Dart Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022Develop and maintain robust and",
        "last_5_words": "quality, and responsiveness of the application"
      },
      "text": "\u2022Develop and maintain robust and scalable mobile applications using Flutter framework\n\u2022Collaborate closely with product management, design, and engineering teams to understand requirements\n\u2022Design and implement new features and functionalities based on user feedback and business requirements\n\u2022Continuously discover, evaluate, and implement new technologies to maximize development efficiency\n\u2022Write clean, maintainable, and efficient code\n\u2022Ensure the best possible performance, quality, and responsiveness of the application",
      "word_count": 66
    },
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      "bullet_count": 11,
      "heading": "Requirements",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022Bachelor\u0027s degree in Computer Science",
        "last_5_words": "work in a team environment"
      },
      "text": "\u2022Bachelor\u0027s degree in Computer Science or a related field\n\u20221-3 years of experience as a Flutter developer or similar role\n\u2022Proficiency in Dart programming language\n\u2022Experience with third-party libraries and APIs\n\u2022Solid understanding of the full mobile development life cycle\n\u2022Knowledge of mobile UI design principles and best practices\n\u2022Experience with performance and memory tuning with tools\n\u2022Familiarity with cloud message APIs and push notifications\n\u2022Proficient understanding of code versioning tools, such as Git\n\u2022Excellent problem-solving skills\n\u2022Ability to work in a team environment",
      "word_count": 92
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Flutter"
    },
    {
      "is_primary": true,
      "skill_name": "Dart"
    },
    {
      "is_primary": true,
      "skill_name": "Git"
    },
    {
      "is_primary": true,
      "skill_name": "APIs"
    },
    {
      "is_primary": false,
      "skill_name": "Push Notifications"
    }
  ],
  "jd_role": {
    "display_name": "Flutter Developer",
    "rationale": null,
    "role_aliases": [
      "Mobile Developer",
      "Flutter Engineer",
      "Dart Developer"
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    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
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    "education": [
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        "requirement": "required"
      }
    ],
    "experience": {
      "max": 3,
      "min": 1,
      "raw": "1-3 Yrs"
    },
    "job_locations": [
      {
        "aliases": [
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        "city": "Bangalore",
        "country": "India",
        "state": null,
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    ],
    "role": "Flutter Developer",
    "role_aliases": [
      "Mobile Developer",
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    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
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        "bullet_count": 6,
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        },
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  "rejected": false,
  "rejection_reason": null,
  "run_id": "b3a95d09-aefc-4f88-a899-ac3785b24bfd",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Hybrid Mobile Developer",
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        "matched_count": null,
        "matched_skills": null,
        "role_id": 11,
        "score": 1.0,
        "slug": "hybrid-mobile-developer",
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      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": null,
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        "matched_skills": null,
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        "score": 1.0,
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      },
      {
        "display_name": "Android Developer",
        "kra_matches": null,
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        "matched_skills": null,
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        "display_name": "Native Mobile Developer",
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        "score": 1.0,
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    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
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            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate closely with product management, design, and engineering teams to understand requirements",
            "similarity": 0.7604
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Ensure the best possible performance, quality, and responsiveness of the application",
            "similarity": 0.6824
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Design and implement new features and functionalities based on user feedback and business requirements",
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      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Collaborate closely with product management, design, and engineering teams to understand requirements",
            "similarity": 0.6655
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Design and implement new features and functionalities based on user feedback and business requirements",
            "similarity": 0.5979
          },
          {
            "kra_text": "Optimizes application performance from database query efficiency through API response latency to frontend rendering speed and bundle size.",
            "sentence": "Ensure the best possible performance, quality, and responsiveness of the application",
            "similarity": 0.5718
          }
        ],
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        "matched_skills": null,
        "role_id": 15,
        "score": 0.6118,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Write clean, maintainable, and efficient code",
            "similarity": 0.7106
          },
          {
            "kra_text": "Implement mobile screens and flows",
            "sentence": "Develop and maintain robust and scalable mobile applications using Flutter framework",
            "similarity": 0.5372
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Ensure the best possible performance, quality, and responsiveness of the application",
            "similarity": 0.5356
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.5944,
        "slug": "react-native-developer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate closely with product management, design, and engineering teams to understand requirements",
            "similarity": 0.6194
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Write clean, maintainable, and efficient code",
            "similarity": 0.602
          },
          {
            "kra_text": "UI responsiveness and performance",
            "sentence": "Ensure the best possible performance, quality, and responsiveness of the application",
            "similarity": 0.5592
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5935,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Collaborate closely with product management, design, and engineering teams to understand requirements",
            "similarity": 0.5824
          },
          {
            "kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
            "sentence": "Ensure the best possible performance, quality, and responsiveness of the application",
            "similarity": 0.5374
          },
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Design and implement new features and functionalities based on user feedback and business requirements",
            "similarity": 0.524
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.5479,
        "slug": "frontend-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Hybrid Mobile Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "Dart",
          "Flutter"
        ],
        "role_id": 11,
        "score": 0.5,
        "slug": "hybrid-mobile-developer",
        "total_count": 4
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "Dart",
          "Flutter"
        ],
        "role_id": 74,
        "score": 0.5,
        "slug": "flutter-developer",
        "total_count": 4
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Flutter"
        ],
        "role_id": 435,
        "score": 0.25,
        "slug": "fullstack-developer",
        "total_count": 4
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Flutter"
        ],
        "role_id": 7,
        "score": 0.25,
        "slug": "frontend-engineer",
        "total_count": 4
      },
      {
        "display_name": "Ionic Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Flutter"
        ],
        "role_id": 434,
        "score": 0.25,
        "slug": "ionic-developer",
        "total_count": 4
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "A",
    "chosen_role": {
      "display_name": "Hybrid Mobile Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 11,
      "score": 1.0,
      "slug": "hybrid-mobile-developer",
      "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 (4 roles at 1.0) resolved by TIER_A_KRA: Flutter Developer",
    "sub_role": {
      "confidence": 0.95,
      "display_name": "Flutter Developer",
      "reasoning": "hoisted from chosen leaf (case=A)",
      "role_id": 74,
      "slug": "flutter-developer"
    }
  },
  "stage5_updates": null
}
API 2 — extract-details
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      "alias_persisted": false,
      "existing_alias_id": 1659,
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      "input_term": "Flutter",
      "matched_canonical": {
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
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        "sub_category_id": 341,
        "typical_lifespan": "EVERGREEN",
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      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1652,
      "existing_alias_text": "Dart",
      "input_term": "Dart",
      "matched_canonical": {
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        "display_name": "Dart",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "dart",
        "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": 1613,
      "existing_alias_text": "Git",
      "input_term": "Git",
      "matched_canonical": {
        "category_id": 13,
        "display_name": "Git",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "git",
        "sub_category_id": 730,
        "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": 1828,
      "existing_alias_text": "APIs",
      "input_term": "APIs",
      "matched_canonical": {
        "category_id": 10,
        "display_name": "APIs",
        "id": 1192,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PROTOCOL",
        "slug": "apis",
        "sub_category_id": 902,
        "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": 2557,
      "existing_alias_text": "Push Notifications",
      "input_term": "Push Notifications",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "push notifications",
        "id": 1605,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "push-notifications",
        "sub_category_id": 2134,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
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    },
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    },
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      "slug": "hybrid-mobile-developer",
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    },
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      "role_archetype": null,
      "slug": "ionic-developer",
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      "slug": "web-developer",
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    },
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      "rationale": null,
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    },
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      "slug": "ios-engineer",
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  ],
  "chosen_role": {
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    "rationale": "Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Flutter Developer",
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  },
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        "slug": "flutter-ui-framework",
        "source": "db"
      },
      "input_skill": "Flutter",
      "llm_role": null,
      "roles_from_db": [
        {
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        }
      ]
    },
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      },
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      ]
    },
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        "source": "db"
      },
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        }
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    },
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    },
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      "roles_from_db": []
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    },
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    },
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      "dimension": {
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        "source": "db"
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    }
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  "input_final_skills": [
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  "new_aliases_persisted": 0,
  "run_id": "b3a95d09-aefc-4f88-a899-ac3785b24bfd",
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      "source_tag": "db",
      "was_in_llm_skills": true
    },
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        }
      ],
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    },
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          },
          "input_skill": "Git",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Git",
      "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": "APIs",
          "alias_type": "CANONICAL",
          "id": 1828,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 10,
        "display_name": "APIs",
        "id": 1192,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PROTOCOL",
        "slug": "apis",
        "sub_category_id": 902,
        "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": "APIs",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "APIs",
      "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": "push notifications",
          "alias_type": "CANONICAL",
          "id": 4339,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "Push Notifications",
          "alias_type": "CANONICAL",
          "id": 2557,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "push notifications",
        "id": 1605,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "push-notifications",
        "sub_category_id": 2134,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Background Execution and Lifecycle",
            "id": 87,
            "rationale": "App lifecycle handling and deferred work mechanisms that keep iOS behavior reliable when the app is backgrounded, suspended, or relaunched. This is important for sync, refresh, and user-visible continuity.",
            "slug": "background-execution-and-lifecycle",
            "source": "db"
          },
          "input_skill": "Push Notifications",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Hybrid Mobile Developer",
              "id": 11,
              "rationale": null,
              "role_archetype": null,
              "slug": "hybrid-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "React Native Developer",
              "id": 73,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-native-developer",
              "source": "db"
            },
            {
              "display_name": "iOS Developer",
              "id": 6,
              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Push Notifications and Deep Links",
            "id": 320,
            "rationale": "Mechanisms for receiving notifications and routing users into the right in-app destination from external entry points. React Native developers use these flows to re-engage users and restore context after taps or app launches.",
            "slug": "push-notifications-and-deep-links",
            "source": "db"
          },
          "input_skill": "Push Notifications",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Ionic Developer",
              "id": 434,
              "rationale": null,
              "role_archetype": null,
              "slug": "ionic-developer",
              "source": "db"
            },
            {
              "display_name": "React Native Developer",
              "id": 73,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-native-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Push Notifications",
      "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": []
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Hybrid Mobile Developer",
    "id": 11,
    "rationale": "Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Flutter Developer",
    "role_archetype": null,
    "slug": "hybrid-mobile-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Flutter",
      "tag": "in_db"
    },
    {
      "skill": "Dart",
      "tag": "in_db"
    },
    {
      "skill": "Git",
      "tag": "in_db"
    },
    {
      "skill": "APIs",
      "tag": "in_db"
    },
    {
      "skill": "Push Notifications",
      "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": 11,
        "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": 11,
        "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": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "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
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cross-Platform App Languages",
          "id": 167,
          "rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
          "slug": "cross-platform-app-languages",
          "source": "db"
        },
        "dimension_id": 167,
        "input_skill": "Dart",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1037,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Dart Programming",
          "id": 311,
          "rationale": "Core implementation language used to build Flutter app logic, UI composition, and client-side feature code. This is the primary coding surface for shared cross-platform app development.",
          "slug": "dart-programming",
          "source": "db"
        },
        "dimension_id": 311,
        "input_skill": "Dart",
        "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": 1037,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "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": "Git",
        "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": 1002,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "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": "APIs",
        "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": 1192,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Background Execution and Lifecycle",
          "id": 87,
          "rationale": "App lifecycle handling and deferred work mechanisms that keep iOS behavior reliable when the app is backgrounded, suspended, or relaunched. This is important for sync, refresh, and user-visible continuity.",
          "slug": "background-execution-and-lifecycle",
          "source": "db"
        },
        "dimension_id": 87,
        "input_skill": "Push Notifications",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          },
          {
            "display_name": "React Native Developer",
            "id": 73,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-native-developer",
            "source": "db"
          },
          {
            "display_name": "iOS Developer",
            "id": 6,
            "rationale": null,
            "role_archetype": null,
            "slug": "ios-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1605,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 11,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Push Notifications and Deep Links",
          "id": 320,
          "rationale": "Mechanisms for receiving notifications and routing users into the right in-app destination from external entry points. React Native developers use these flows to re-engage users and restore context after taps or app launches.",
          "slug": "push-notifications-and-deep-links",
          "source": "db"
        },
        "dimension_id": 320,
        "input_skill": "Push Notifications",
        "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"
          },
          {
            "display_name": "React Native Developer",
            "id": 73,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-native-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1605,
        "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": "b3a95d09-aefc-4f88-a899-ac3785b24bfd"
}

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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