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Pipeline run

718b4f91-a56e-4def-b28d-37222d9ccdbe

Pipeline LLM cost (USD)
API 1: $0.0092 API 2: $0.0000 API 3: $0.0000 Total: $0.0092

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: role_baseline
Nature of work · Cross-platform feature development
Build and test Android/mobile app features, with some Flutter support, while collaborating remotely on app design and software development. Day to day, this centers on implementing screens/flows and fixing issues with the team.
"Mobile Application Development and Software Development skills"
Tech stack maturity
Modern Cloud Native
This role is centered on modern cross-platform mobile app development with shared codebases and current mobile tooling, rather than legacy stacks or AI-native work.
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 (2)
Android Flutter
Skill cluster (2 dimension groups, role-scoped)
UI Frameworks and Rendering
Flutter
Cross-cutting / unaligned
Android
Show KRA description ↓
This is a full-time remote role for an Android Developer Intern Flutter at WhiterApps. The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences. • Mobile Application Development and Software Development skills • Experience in Android Design and Android Development • Knowledge of Flutter framework is a plus • Problem-solving and critical thinking abilities • Strong communication and collaboration skills • Ability to work independently and remotely • Currently pursuing a degree in Computer Science or related field

Signals

Skill
Alias
KRA hybrid-mobile-developer
0.46

Post-classification

Centroidupdated · n=26
Alias collision log
New-role queue
New skills captured0
New KRA captured
Status: completed Created: 2026-05-27T14:16:49.308468Z Updated: 2026-05-27T14:17:19.261324Z API 3 duration: 8546 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 · 0.89 domain · Software Engineering CASE DOMAIN

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

Domain=Software Engineering → sub-role flutter-developer; The JD is centered on mobile app development for Android with Flutter, which best matches a hybrid mobile role rather than pure native Android.

Matched skills

Mobile Application DevelopmentSoftware DevelopmentAndroid DesignAndroid DevelopmentFlutterproblem-solvingcritical thinkingcommunicationcollaborationremote work

Matched dimensions

Mobile Application DevelopmentAndroid App DesignCross-platform Mobile DevelopmentTeam CollaborationIndependent Remote Work

Matched KRAs

mobile application developmentAndroid designsoftware developmentcollaborating with the teamcreate impactful digital experienceswork independently and remotely

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

Company Description
WhiterApps is a forward-thinking IT solutions provider specializing in mobile and web app development, digital marketing, UI/UX design, and performance marketing. With a team of experienced developers, designers, and marketers, we deliver customized solutions to empower businesses to thrive in the digital landscape.


Role Description
This is a full-time remote role for an Android Developer Intern Flutter at WhiterApps. The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.


Qualifications
• Mobile Application Development and Software Development skills
• Experience in Android Design and Android Development
• Knowledge of Flutter framework is a plus
• Problem-solving and critical thinking abilities
• Strong communication and collaboration skills
• Ability to work independently and remotely
• Currently pursuing a degree in Computer Science or related field


PERKS---
Unpaid for 3 months only (Permanent after completed successful probation period)
International Exposure
Certificate
LOR
PPO

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)
Flutter Secondary 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

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
Android in_db
React Frontend Development
d_init_01
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 saved

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleAndroid Developer Intern Flutter
CompanyWhiterApps
DomainIT Services & Consulting
Location(remote)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "WhiterApps is a forward-thinking",
      "last_5_words": "thrive in the digital landscape."
    },
    "text": "WhiterApps is a forward-thinking IT solutions provider specializing in mobile and web app development, digital marketing, UI/UX design, and performance marketing. With a team of experienced developers, designers, and marketers, we deliver customized solutions to empower businesses to thrive in the digital landscape.",
    "word_count": 48
  },
  "certifications": [],
  "company_name": "WhiterApps",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO"
      ],
      "domain": "IT Services \u0026 Consulting"
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    "secondary": null
  },
  "education": [
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      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science (or related)",
      "raw": "Currently pursuing a degree in Computer Science or related field",
      "requirement": "preferred"
    }
  ],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [
    {
      "aliases": [],
      "city": null,
      "country": null,
      "state": null,
      "work_mode": "remote"
    }
  ],
  "role": "Android Developer Intern Flutter",
  "role_aliases": [
    "Android Intern",
    "Flutter Developer Intern",
    "Mobile Developer Intern"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Role Description",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "This is a full-time remote",
        "last_5_words": "impactful digital experiences."
      },
      "text": "This is a full-time remote role for an Android Developer Intern Flutter at WhiterApps. The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.",
      "word_count": 40
    },
    {
      "bullet_count": 7,
      "heading": "Qualifications",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Mobile Application Development and",
        "last_5_words": "in Computer Science or related field"
      },
      "text": "\u2022 Mobile Application Development and Software Development skills\n\u2022 Experience in Android Design and Android Development\n\u2022 Knowledge of Flutter framework is a plus\n\u2022 Problem-solving and critical thinking abilities\n\u2022 Strong communication and collaboration skills\n\u2022 Ability to work independently and remotely\n\u2022 Currently pursuing a degree in Computer Science or related field",
      "word_count": 56
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Android"
    },
    {
      "is_primary": false,
      "skill_name": "Flutter"
    }
  ],
  "jd_role": {
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    "rationale": null,
    "role_aliases": [
      "Android Intern",
      "Flutter Developer Intern",
      "Mobile Developer Intern"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "WhiterApps is a forward-thinking",
        "last_5_words": "thrive in the digital landscape."
      },
      "text": "WhiterApps is a forward-thinking IT solutions provider specializing in mobile and web app development, digital marketing, UI/UX design, and performance marketing. With a team of experienced developers, designers, and marketers, we deliver customized solutions to empower businesses to thrive in the digital landscape.",
      "word_count": 48
    },
    "certifications": [],
    "company_name": "WhiterApps",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or related)",
        "raw": "Currently pursuing a degree in Computer Science or related field",
        "requirement": "preferred"
      }
    ],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [
      {
        "aliases": [],
        "city": null,
        "country": null,
        "state": null,
        "work_mode": "remote"
      }
    ],
    "role": "Android Developer Intern Flutter",
    "role_aliases": [
      "Android Intern",
      "Flutter Developer Intern",
      "Mobile Developer Intern"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Role Description",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "This is a full-time remote",
          "last_5_words": "impactful digital experiences."
        },
        "text": "This is a full-time remote role for an Android Developer Intern Flutter at WhiterApps. The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.",
        "word_count": 40
      },
      {
        "bullet_count": 7,
        "heading": "Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Mobile Application Development and",
          "last_5_words": "in Computer Science or related field"
        },
        "text": "\u2022 Mobile Application Development and Software Development skills\n\u2022 Experience in Android Design and Android Development\n\u2022 Knowledge of Flutter framework is a plus\n\u2022 Problem-solving and critical thinking abilities\n\u2022 Strong communication and collaboration skills\n\u2022 Ability to work independently and remotely\n\u2022 Currently pursuing a degree in Computer Science or related field",
        "word_count": 56
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "718b4f91-a56e-4def-b28d-37222d9ccdbe",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Hybrid Mobile Developer",
        "kra_matches": [
          {
            "kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
            "sentence": "The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.",
            "similarity": 0.465
          },
          {
            "kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
            "sentence": "This is a full-time remote role for an Android Developer Intern Flutter at WhiterApps.",
            "similarity": 0.4588
          },
          {
            "kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
            "sentence": "Mobile Application Development and Software Development skills",
            "similarity": 0.4463
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 11,
        "score": 0.4567,
        "slug": "hybrid-mobile-developer",
        "total_count": null
      },
      {
        "display_name": "Android Developer",
        "kra_matches": [
          {
            "kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
            "sentence": "The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.",
            "similarity": 0.5269
          },
          {
            "kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
            "sentence": "Mobile Application Development and Software Development skills",
            "similarity": 0.4037
          },
          {
            "kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
            "sentence": "This is a full-time remote role for an Android Developer Intern Flutter at WhiterApps.",
            "similarity": 0.4017
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 4,
        "score": 0.4441,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.",
            "similarity": 0.4898
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Strong communication and collaboration skills",
            "similarity": 0.4486
          },
          {
            "kra_text": "structure reusable application code",
            "sentence": "Mobile Application Development and Software Development skills",
            "similarity": 0.39
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.4428,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "iOS Developer",
        "kra_matches": [
          {
            "kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
            "sentence": "Mobile Application Development and Software Development skills",
            "similarity": 0.4711
          },
          {
            "kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
            "sentence": "The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.",
            "similarity": 0.451
          },
          {
            "kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
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            "similarity": 0.3939
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 6,
        "score": 0.4386,
        "slug": "ios-engineer",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "Implement mobile screens and flows",
            "sentence": "Mobile Application Development and Software Development skills",
            "similarity": 0.4814
          },
          {
            "kra_text": "Implement mobile screens and flows",
            "sentence": "The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.",
            "similarity": 0.4451
          },
          {
            "kra_text": "Implement mobile screens and flows",
            "sentence": "This is a full-time remote role for an Android Developer Intern Flutter at WhiterApps.",
            "similarity": 0.357
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.4278,
        "slug": "react-native-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Hybrid Mobile Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 11,
      "score": 0.96,
      "slug": "hybrid-mobile-developer",
      "total_count": null
    },
    "confidence": 0.96,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Mobile Application Development",
      "Android App Design",
      "Cross-platform Mobile Development",
      "Team Collaboration",
      "Independent Remote Work"
    ],
    "matched_kras": [
      "mobile application development",
      "Android design",
      "software development",
      "collaborating with the team",
      "create impactful digital experiences",
      "work independently and remotely"
    ],
    "matched_skills": [
      "Mobile Application Development",
      "Software Development",
      "Android Design",
      "Android Development",
      "Flutter",
      "problem-solving",
      "critical thinking",
      "communication",
      "collaboration",
      "remote work"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role flutter-developer; The JD is centered on mobile app development for Android with Flutter, which best matches a hybrid mobile role rather than pure native Android.",
    "sub_role": {
      "confidence": 0.89,
      "display_name": "Flutter Developer",
      "reasoning": "The title explicitly includes Flutter and the JD lists Flutter as a plus, while the rest of the role is general Android/mobile development.",
      "role_id": 74,
      "slug": "flutter-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 26,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [],
    "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": 2541,
      "existing_alias_text": "Android",
      "input_term": "Android",
      "matched_canonical": {
        "category_id": 9,
        "display_name": "Android",
        "id": 1595,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "android",
        "sub_category_id": 1201,
        "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": 1659,
      "existing_alias_text": "flutter",
      "input_term": "Flutter",
      "matched_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"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Flutter Developer",
      "id": 74,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "flutter-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": "Fullstack Developer",
      "id": 435,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "fullstack-developer",
      "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"
    }
  ],
  "chosen_role": {
    "display_name": "Hybrid Mobile Developer",
    "id": 11,
    "rationale": "Domain=Software Engineering \u2192 sub-role flutter-developer; The JD is centered on mobile app development for Android with Flutter, which best matches a hybrid mobile role rather than pure native Android.",
    "role_archetype": null,
    "slug": "hybrid-mobile-developer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
        "id": 96,
        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "Android",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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        "source": "db"
      },
      "input_skill": "Flutter",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Flutter Developer",
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          "slug": "flutter-developer",
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        }
      ]
    },
    {
      "dimension": {
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      },
      "input_skill": "Flutter",
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        },
        {
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        },
        {
          "display_name": "Web Developer",
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          "rationale": null,
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          "slug": "web-developer",
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        }
      ]
    }
  ],
  "input_final_skills": [
    "Android",
    "Flutter"
  ],
  "input_llm_skills": [
    "Android",
    "Flutter"
  ],
  "new_aliases_persisted": 0,
  "run_id": "718b4f91-a56e-4def-b28d-37222d9ccdbe",
  "skills_detail": [
    {
      "aliases_in_db": [
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          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 9,
        "display_name": "Android",
        "id": 1595,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
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        "sub_category_id": 1201,
        "typical_lifespan": "EVERGREEN",
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      },
      "dimensions": [
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          },
          "input_skill": "Android",
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        }
      ],
      "input_skill": "Android",
      "matched_via": "alias",
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      "was_in_llm_skills": true
    },
    {
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        },
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          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "Flutter 3.x",
          "alias_type": "VERSION",
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          "match_strategy": "CASE_INSENSITIVE"
        },
        {
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        },
        {
          "alias_text": "flutter",
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          "match_strategy": "CASE_INSENSITIVE"
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        {
          "alias_text": "flutter 3.x",
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          "match_strategy": "CASE_INSENSITIVE"
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      ],
      "canonical": {
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            "source": "db"
          },
          "input_skill": "Flutter",
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            }
          ]
        },
        {
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          },
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            },
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            },
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          ]
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      ],
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API 3 — final-role-output
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    "rationale": "Domain=Software Engineering \u2192 sub-role flutter-developer; The JD is centered on mobile app development for Android with Flutter, which best matches a hybrid mobile role rather than pure native Android.",
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    "source": "db"
  },
  "chosen_role_resolution": "in_db",
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      "skill": "Android",
      "tag": "in_db"
    },
    {
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  ],
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        },
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        "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,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
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        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
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        ],
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    ],
    "new_skills_created": 0,
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    "skill_dimension_saved": 0,
    "skipped": 0
  },
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}

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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