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Pipeline run

f0ec5d00-cf42-4f02-b126-19d546b8526f

Pipeline LLM cost (USD)
API 1: $0.0030 API 2: $0.0002 API 3: $0.0000 Total: $0.0032

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 · Mobile performance and release support
Build hybrid CommerceUp add-on apps, design intuitive mobile UIs, automate builds with Gradle, and deploy client apps to iOS and Google Play while keeping releases aligned with store guidelines.
""deploying commerceup client mobile apps on ios and google play store""
Tech stack maturity
Mainstream Modern
The listed skills align with established mobile app development practices for Android and iOS, using common tooling like Gradle and app store deployment 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 (6)
Bubble.io Hybrid Mobile App Development iOS Google Play Store Gradle User Interface Design
Skill cluster (3 dimension groups, role-scoped)
Build and Release Tooling
Gradle
Mobile Vendor Platforms
Google Play Store
Cross-cutting / unaligned
Bubble.io Hybrid Mobile App Development iOS User Interface Design
Show KRA description ↓
The work will focus mostly on creating commerceup add on applications on hybrid code. You will be responsible on deploying commerceup client mobile apps on ios and google play store. You will be responsible to write gradle scripts for automating the process. Must have Hybrid Mobile App design and development skills. Proven track record on Developing Hybrid Mobile App interfaces. Ability to develop intuitive user interface designs. Strong knowledge in working with google and app store guidelines.

Signals

Skill hybrid-mobile-developer
0.33
Alias hybrid-mobile-developer
1.00
KRA hybrid-mobile-developer
0.55
Status: completed Created: 2026-05-27T15:35:29.019971Z Updated: 2026-06-12T16:13:52.783141Z API 3 duration: 16219 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

CASE A

slug: hybrid-mobile-developer · id: 11 · source: db

Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: Hybrid Mobile 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

Commerceup is a SaaS based enterprise ecommerce platform based out of India and UAE. We are currently supporting multiple ecommerce clients in India and UAE now. Our focus remains to provide the best technology for companies which are dealing in the ecommerce business by building the latest tech stack websites and apps from our platform. Working in Technology at Commerceup is not about fixing legacy systems – it is about building world-class products from the ground up that will be used by millions. We are hiring some of the most talented applicants out here to help us do this – and we want you to join them.


We’re looking for Mobile Applications Developer (Bubble.io/Hybrid) with 2+ years of experience to be available in Gurgaon, India.


What you'll be doing?


The work will focus mostly on creating commerceup add on applications on hybrid codeYou will be responsible on deploying commerceup client mobile apps on ios and google play storeYou will be responsible to write gradle scripts for automating the process.

What you'll need?

Must have Hybrid Mobile App design and development skills.Proven track record on Developing Hybrid Mobile App interfaces.Ability to develop intuitive user interface designs.Strong knowledge in working with google and app store guidelines.

Skills from this JD

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

Bubble.io 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
No-Code Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Hybrid Mobile App Development Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Mobile Development
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
iOS Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: iOS id=1594 · ios

Aliases — catalog

  • iOS (CANONICAL)

Context tags (catalog)

App Store Auto Layout Cocoa Touch CocoaPods Core Data MVVM Objective-C Push Notifications RESTful APIs Swift SwiftUI TestFlight UIKit Xcode iCloud

Stored enrichment (catalog DB)

Category
Platform
Sub-category
Mobile Operating Platform
Vendor
Apple Inc.
License
proprietary
Year introduced
2007
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: iOS is a mainstream mobile platform with high JD volume for Swift/iOS roles across consumer and enterprise apps; Apple continues active platform support and releases, indicating broad adoption rather than niche use.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
1200
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)
Google Play Store Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Google Play Store id=1086 · google-play-store

Aliases — catalog

  • Google Play Store (CANONICAL) primary

Context tags (catalog)

APK ASO Android apps Google Play Console Play Store policies analytics app distribution app monetization app optimization app updates beta testing developer account in-app purchases user acquisition user reviews

Stored enrichment (catalog DB)

Category
Platform
Sub-category
App Distribution Platform
Vendor
Google
License
proprietary
Year introduced
2012
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Google Play Store is a standard Android app distribution channel and appears in many mobile app JDs for release, publishing, and store optimization; it remains the default marketplace rather than a niche tool.

Skill profile (library / DB)

Skill nature
PLATFORM
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
9
Sub-category id
347
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Mobile Vendor Platforms Catalog dimension db id 172

    Library dimension (catalog)

    Roles linked in library: Hybrid Mobile Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Mobile Vendor Platforms
mobile-vendor-platforms
Existing dimension (library) · Role↔dimension saved
Gradle Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Gradle id=816 · gradle

Aliases — catalog

  • Gradle (CANONICAL) primary

Context tags (catalog)

Ant CI/CD Gradle Daemon Gradle Enterprise Gradle Plugin Portal Gradle Wrapper Groovy JVM Java Kotlin DSL Maven build automation build cache build lifecycle build scans build script build scripts build.gradle continuous integration dependency management multi-project builds performance optimization plugins task automation task configuration task execution

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Build Tool
Vendor
Gradle Inc.
License
apache_2
Year introduced
2007
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Gradle appears in many Java/Kotlin job descriptions and is a standard build tool in Android and JVM ecosystems; it’s widely used alongside Maven rather than being niche or sunset.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
358
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Build and Dependency Management Catalog dimension db id 286

    Library dimension (catalog)

    Roles linked in library: Java Backend Developer

  • Build and Packaging Tooling Catalog dimension db id 149

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer, Ionic Developer

  • Build and Release Tooling Catalog dimension db id 89

    Library dimension (catalog)

    Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, iOS Developer

  • Native Mobile Build and Release Tooling Catalog dimension db id 272

    Library dimension (catalog)

    Roles linked in library: Flutter Developer, Native Mobile Developer, React Native Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Build and Dependency Management
build-and-dependency-management
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Build and Packaging Tooling
build-and-packaging-tooling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Build and Release Tooling
build-and-release-tooling
Existing dimension (library) · Role↔dimension saved
Native Mobile Build and Release Tooling
native-mobile-build-and-release-tooling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
User Interface Design 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
Design
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED

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
iOS in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Google Play Store in_db
Mobile Vendor Platforms
mobile-vendor-platforms
Existing dimension (library) · Role↔dimension saved
Gradle in_db
Build and Dependency Management
build-and-dependency-management
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Gradle in_db
Build and Packaging Tooling
build-and-packaging-tooling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Gradle in_db
Build and Release Tooling
build-and-release-tooling
Existing dimension (library) · Role↔dimension saved
Gradle in_db
Native Mobile Build and Release Tooling
native-mobile-build-and-release-tooling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Bubble.io | type=No-Code Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Hybrid Mobile App Development | type=Mobile Development subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed User Interface Design | type=Design subtype=general nature=CONCEPT lifespan=EVERGREEN
nano JD Parser — gpt-4.1-nano click to toggle
RoleMobile Applications Developer (Bubble.io/Hybrid)
CompanyCommerceup
Experience2+ years of experience
DomainSoftware & SaaS Products
Location Gurgaon, India (onsite)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Commerceup is a SaaS based",
      "last_5_words": "you to join them."
    },
    "text": "Commerceup is a SaaS based enterprise ecommerce platform based out of India and UAE. We are currently supporting multiple ecommerce clients in India and UAE now. Our focus remains to provide the best technology for companies which are dealing in the ecommerce business by building the latest tech stack websites and apps from our platform. Working in Technology at Commerceup is not about fixing legacy systems \u2013 it is about building world-class products from the ground up that will be used by millions. We are hiring some of the most talented applicants out here to help us do this \u2013 and we want you to join them.",
    "word_count": 84
  },
  "certifications": [],
  "company_name": "Commerceup",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Enterprise Software"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": 2,
    "raw": "2+ years of experience"
  },
  "job_locations": [
    {
      "aliases": [
        "Gurugram"
      ],
      "city": "Gurgaon",
      "country": "India",
      "state": null,
      "work_mode": "onsite"
    }
  ],
  "role": "Mobile Applications Developer (Bubble.io/Hybrid)",
  "role_aliases": [
    "Mobile Developer",
    "Hybrid App Developer",
    "Mobile Applications Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "What you\u0027ll be doing?",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "The work will focus mostly",
        "last_5_words": "automating the process."
      },
      "text": "The work will focus mostly on creating commerceup add on applications on hybrid code. You will be responsible on deploying commerceup client mobile apps on ios and google play store. You will be responsible to write gradle scripts for automating the process.",
      "word_count": 43
    },
    {
      "bullet_count": 0,
      "heading": "What you\u0027ll need?",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Must have Hybrid Mobile App",
        "last_5_words": "app store guidelines."
      },
      "text": "Must have Hybrid Mobile App design and development skills. Proven track record on Developing Hybrid Mobile App interfaces. Ability to develop intuitive user interface designs. Strong knowledge in working with google and app store guidelines.",
      "word_count": 41
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Bubble.io"
    },
    {
      "is_primary": true,
      "skill_name": "Hybrid Mobile App Development"
    },
    {
      "is_primary": true,
      "skill_name": "iOS"
    },
    {
      "is_primary": true,
      "skill_name": "Google Play Store"
    },
    {
      "is_primary": true,
      "skill_name": "Gradle"
    },
    {
      "is_primary": true,
      "skill_name": "User Interface Design"
    }
  ],
  "jd_role": {
    "display_name": "Mobile Applications Developer (Bubble.io/Hybrid)",
    "rationale": null,
    "role_aliases": [
      "Mobile Developer",
      "Hybrid App Developer",
      "Mobile Applications Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Commerceup is a SaaS based",
        "last_5_words": "you to join them."
      },
      "text": "Commerceup is a SaaS based enterprise ecommerce platform based out of India and UAE. We are currently supporting multiple ecommerce clients in India and UAE now. Our focus remains to provide the best technology for companies which are dealing in the ecommerce business by building the latest tech stack websites and apps from our platform. Working in Technology at Commerceup is not about fixing legacy systems \u2013 it is about building world-class products from the ground up that will be used by millions. We are hiring some of the most talented applicants out here to help us do this \u2013 and we want you to join them.",
      "word_count": 84
    },
    "certifications": [],
    "company_name": "Commerceup",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "SaaS",
          "Enterprise Software"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": 2,
      "raw": "2+ years of experience"
    },
    "job_locations": [
      {
        "aliases": [
          "Gurugram"
        ],
        "city": "Gurgaon",
        "country": "India",
        "state": null,
        "work_mode": "onsite"
      }
    ],
    "role": "Mobile Applications Developer (Bubble.io/Hybrid)",
    "role_aliases": [
      "Mobile Developer",
      "Hybrid App Developer",
      "Mobile Applications Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "What you\u0027ll be doing?",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "The work will focus mostly",
          "last_5_words": "automating the process."
        },
        "text": "The work will focus mostly on creating commerceup add on applications on hybrid code. You will be responsible on deploying commerceup client mobile apps on ios and google play store. You will be responsible to write gradle scripts for automating the process.",
        "word_count": 43
      },
      {
        "bullet_count": 0,
        "heading": "What you\u0027ll need?",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Must have Hybrid Mobile App",
          "last_5_words": "app store guidelines."
        },
        "text": "Must have Hybrid Mobile App design and development skills. Proven track record on Developing Hybrid Mobile App interfaces. Ability to develop intuitive user interface designs. Strong knowledge in working with google and app store guidelines.",
        "word_count": 41
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "f0ec5d00-cf42-4f02-b126-19d546b8526f",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "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
      },
      {
        "display_name": "Android Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 4,
        "score": 1.0,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Native Mobile Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 75,
        "score": 1.0,
        "slug": "native-mobile-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Hybrid Mobile Developer",
        "kra_matches": [
          {
            "kra_text": "Manages build configurations, code signing certificates, and app store release submissions for both Google Play and Apple App Store.",
            "sentence": "Strong knowledge in working with google and app store guidelines.",
            "similarity": 0.584
          },
          {
            "kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
            "sentence": "Proven track record on Developing Hybrid Mobile App interfaces.",
            "similarity": 0.5576
          },
          {
            "kra_text": "Manages build configurations, code signing certificates, and app store release submissions for both Google Play and Apple App Store.",
            "sentence": "You will be responsible on deploying commerceup client mobile apps on ios and google play store.",
            "similarity": 0.516
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 11,
        "score": 0.5526,
        "slug": "hybrid-mobile-developer",
        "total_count": null
      },
      {
        "display_name": "Ionic Developer",
        "kra_matches": [
          {
            "kra_text": "responsive and adaptive UI behavior",
            "sentence": "Ability to develop intuitive user interface designs.",
            "similarity": 0.5492
          },
          {
            "kra_text": "Mobile app screens and navigation",
            "sentence": "Proven track record on Developing Hybrid Mobile App interfaces.",
            "similarity": 0.5001
          },
          {
            "kra_text": "Mobile app screens and navigation",
            "sentence": "Must have Hybrid Mobile App design and development skills.",
            "similarity": 0.5001
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 434,
        "score": 0.5165,
        "slug": "ionic-developer",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "Implement mobile screens and flows",
            "sentence": "Proven track record on Developing Hybrid Mobile App interfaces.",
            "similarity": 0.5076
          },
          {
            "kra_text": "Implement mobile screens and flows",
            "sentence": "Must have Hybrid Mobile App design and development skills.",
            "similarity": 0.4894
          },
          {
            "kra_text": "prepare mobile releases",
            "sentence": "You will be responsible on deploying commerceup client mobile apps on ios and google play store.",
            "similarity": 0.4418
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.4796,
        "slug": "react-native-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": "Proven track record on Developing Hybrid Mobile App interfaces.",
            "similarity": 0.4993
          },
          {
            "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": "Ability to develop intuitive user interface designs.",
            "similarity": 0.4731
          },
          {
            "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": "Must have Hybrid Mobile App design and development skills.",
            "similarity": 0.4646
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 6,
        "score": 0.479,
        "slug": "ios-engineer",
        "total_count": null
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "user interaction design and refinement",
            "sentence": "Ability to develop intuitive user interface designs.",
            "similarity": 0.6167
          },
          {
            "kra_text": "user interaction design and refinement",
            "sentence": "Proven track record on Developing Hybrid Mobile App interfaces.",
            "similarity": 0.3918
          },
          {
            "kra_text": "external system integration implementation",
            "sentence": "The work will focus mostly on creating commerceup add on applications on hybrid code.",
            "similarity": 0.3774
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.462,
        "slug": "pega-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Hybrid Mobile Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
          "Google Play Store",
          "Gradle"
        ],
        "role_id": 11,
        "score": 0.3333,
        "slug": "hybrid-mobile-developer",
        "total_count": 6
      },
      {
        "display_name": "iOS Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Gradle"
        ],
        "role_id": 6,
        "score": 0.1667,
        "slug": "ios-engineer",
        "total_count": 6
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Gradle"
        ],
        "role_id": 10,
        "score": 0.1667,
        "slug": "devops-engineer",
        "total_count": 6
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Gradle"
        ],
        "role_id": 73,
        "score": 0.1667,
        "slug": "react-native-developer",
        "total_count": 6
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Gradle"
        ],
        "role_id": 74,
        "score": 0.1667,
        "slug": "flutter-developer",
        "total_count": 6
      }
    ]
  },
  "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 (3 roles at 1.0) resolved by TIER_A_KRA: Hybrid Mobile Developer",
    "sub_role": null
  },
  "stage5_updates": null
}
API 2 — extract-details
{
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    {
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          ]
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      ],
      "input_skill": "Gradle",
      "matched_via": "alias",
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    },
    {
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      "new_alias_persisted": false,
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      "new_skill_meta": {
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          "skill_nature": "CONCEPT",
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          "typical_lifespan": "EVERGREEN",
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      "source_tag": "llm",
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}
API 3 — final-role-output
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  "chosen_role_resolution": "in_db",
  "final_input_skills": [
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      "skill": "Bubble.io",
      "tag": "new"
    },
    {
      "skill": "Hybrid Mobile App Development",
      "tag": "new"
    },
    {
      "skill": "iOS",
      "tag": "in_db"
    },
    {
      "skill": "Google Play Store",
      "tag": "in_db"
    },
    {
      "skill": "Gradle",
      "tag": "in_db"
    },
    {
      "skill": "User Interface Design",
      "tag": "new"
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  "llm_cost_api1_usd": null,
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  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
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        "dimension_id": 96,
        "input_skill": "iOS",
        "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": 1594,
        "skill_tag": "in_db",
        "skipped_reason": null
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        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
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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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