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Pipeline run

a057c8f6-e315-4a2a-b70a-371e8908bf02

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 · Device API and sensor integration
Build and debug iOS features in Swift, with emphasis on Maps, location tracking, REST integration, and app store-ready releases while implementing complex business logic and fixing issues in scalable apps.
"Hands on experience with Maps and location based features"
Tech stack maturity
Mainstream Modern cache hit
iOS, REST, and Swift indicate a contemporary mobile development stack that is widely adopted but not necessarily cloud-native or bleeding-edge.
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)
iOS Swift REST Maps Location Services App Store
Skill cluster (4 dimension groups, role-scoped)
Device APIs and Hardware Features
Location Services
Integration Protocols & Standards
REST
Native Mobile Languages
Swift
Cross-cutting / unaligned
iOS Maps App Store
Show KRA description ↓
Minimum 2 years in iOS application development • Strong experience in Swift • Good understanding of iOS frameworks and Apple guidelines • Hands on experience with Maps and location based features • Ability to implement complex business logic • Strong understanding of Data Structures • Excellent debugging and problem solving skills • Experience with REST API integration • Experience in apps involving real time location tracking • App Store deployment experience • Opportunity to work on scalable, real world applications • Growth oriented and collaborative work environment • Long term career opportunities

Signals

Skill full-stack-engineer
0.33
Alias ios-engineer
1.00
KRA java-backend-developer
0.52
Status: completed Created: 2026-05-27T13:38:46.873556Z Updated: 2026-05-27T13:40:49.856269Z API 3 duration: 18905 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Native Mobile Developer

iOS Developer

sub-role · 0.95 CASE A

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

Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: iOS 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
1
Skipped

Job description

📍 Noida | 🧑‍💼 Full-Time | 🌍 IT Services | 💼 2–5 Years Experience


Grepix Infotech Pvt Ltd is looking for an experienced iOS Developer to join our team in Noida. This is a full time, onsite role only. No remote work.


Experience
Minimum 2 years in iOS application development


Location
Noida only
Work from office


Key Skills Required
• Strong experience in Swift
• Good understanding of iOS frameworks and Apple guidelines
• Hands on experience with Maps and location based features
• Ability to implement complex business logic
• Strong understanding of Data Structures
• Excellent debugging and problem solving skills
• Experience with REST API integration


Good to Have
• Experience in apps involving real time location tracking
• App Store deployment experience


What We Offer
• Opportunity to work on scalable, real world applications
• Growth oriented and collaborative work environment
• Long term career opportunities


📩 Apply Now
Send your CV to hr@grepixit.com


Subject: Application – iOS Developer

Skills from this JD

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

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)
Swift Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Swift id=440 · swift

Aliases — catalog

  • Swift (CANONICAL) primary
  • Swift 2.0 (VERSION)
  • Swift 2.x (VERSION)
  • Swift 3.0 (VERSION)
  • Swift 3.x (VERSION)
  • Swift 4.0 (VERSION)
  • Swift 4.x (VERSION)
  • Swift 5.0 (VERSION)
  • Swift 5.x (VERSION)
  • Swift 6.0 (VERSION)
  • Swift 6.x (VERSION)

Context tags (catalog)

ARC Cocoa Cocoa Touch CocoaPods Combine Core Data Grand Central Dispatch MVVM Objective-C Optionals SPM Swift Package Manager SwiftUI UIKit Xcode async/await asynchronous programming closure closures error handling iOS Development protocol-oriented programming type safety

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Apple
License
apache_2
Year introduced
2014
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Swift is broadly used for iOS/macOS hiring; job postings commonly list it alongside UIKit/SwiftUI, and Apple continues to invest in it as the primary language for new app development.

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)

  • Native Mobile Languages Catalog dimension db id 274

    Library dimension (catalog)

    Roles linked in library: Native Mobile Developer

  • Swift and Objective-C Catalog dimension db id 81

    Library dimension (catalog)

    Roles linked in library: iOS Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Native Mobile Languages
native-mobile-languages
Existing dimension (library) · Role↔dimension saved
Swift and Objective-C
swift-and-objective-c
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: REST id=11 · rest

Aliases — catalog

  • REST (CANONICAL) primary

Context tags (catalog)

API API design API versioning CRUD DELETE GET HATEOAS HTTP JSON OAuth OAuth2 OpenAPI POST PUT Postman RESTful Swagger URI Webhooks XML authentication client-server content negotiation endpoint endpoints middleware resource resource-oriented serialization stateless status codes versioning web services

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Api Architecture Style
Year introduced
2000
Confidence
0.88
Version strategy
NOT_APPLICABLE

Maturity reasoning: REST is a default API architecture in many job descriptions and is widely supported by major vendors/frameworks; OpenAPI and RESTful endpoints remain standard in hiring pipelines.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
2122
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • API Design and Contracts Catalog dimension db id 3

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer

  • API Interface and Contract Design Catalog dimension db id 289

    Library dimension (catalog)

    Roles linked in library: .NET Backend Developer, Go Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer

  • Integration Protocols & Standards Catalog dimension db id 271

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • Standards & Protocols Compliance Catalog dimension db id 452

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Standards & Protocols Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Maps Secondary 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
Other
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Location Services Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: location services id=989 · location-services

Aliases — catalog

  • location services (CANONICAL) primary

Context tags (catalog)

API API integration GPS SDK accuracy beacon technology coordinates data privacy geo-coordinates geocoding geofencing indoor navigation indoor positioning latitude location accuracy location tracking location-based location-based services longitude mapping mobile positioning navigation real-time real-time positioning real-time tracking spatial data user context user location

Stored enrichment (catalog DB)

Category
Service
Sub-category
Device Location Service
Confidence
0.74
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common in mobile/backend JDs for geofencing, maps, and delivery apps; major vendors like Google Maps Platform and Apple Core Location remain standard market signals.

Skill profile (library / DB)

Skill nature
CLOUD_SERVICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
11
Sub-category id
719
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Device APIs and Hardware Features Catalog dimension db id 95

    Library dimension (catalog)

    Roles linked in library: Android Developer, Native Mobile Developer, iOS Developer

  • Device APIs and Hardware Integration Catalog dimension db id 171

    Library dimension (catalog)

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

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Device APIs and Hardware Features
device-apis-and-hardware-features
Existing dimension (library) · Role↔dimension saved
Device APIs and Hardware Integration
device-apis-and-hardware-integration
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
App Store Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Apple App Store id=1085 · apple-app-store

Aliases — catalog

  • Apple App Store (CANONICAL) primary

Context tags (catalog)

App Analytics App Review Guidelines App Store Connect App Store Optimization App Store listing SwiftUI TestFlight UI/UX design Xcode beta testing iOS distribution iTunes Connect in-app purchases monetization strategies user engagement

Stored enrichment (catalog DB)

Category
Platform
Sub-category
App Distribution Platform
Vendor
Apple Inc.
License
proprietary
Year introduced
2008
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Broadly used app distribution platform; App Store review and release management appear in many iOS job descriptions and are a standard requirement for shipping Apple apps.

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
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed

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)
Swift in_db
Native Mobile Languages
native-mobile-languages
Existing dimension (library) · Role↔dimension saved
Swift in_db
Swift and Objective-C
swift-and-objective-c
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Design and Contracts
api-design-and-contracts
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
API Interface and Contract Design
api-interface-and-contract-design
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
REST in_db
Standards & Protocols Compliance
standards-protocols-compliance
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Location Services in_db
Device APIs and Hardware Features
device-apis-and-hardware-features
Existing dimension (library) · Role↔dimension saved
Location Services in_db
Device APIs and Hardware Integration
device-apis-and-hardware-integration
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
App Store new
Mobile Vendor Platforms
mobile-vendor-platforms
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Maps | type=Other subtype=general nature=TOOL lifespan=MULTI_YEAR
dimension_skill_link_proposed App Store ↔ Mobile Vendor Platforms
nano JD Parser — gpt-4.1-nano click to toggle
RoleiOS Developer
CompanyGrepix Infotech Pvt Ltd
Experience2–5 Years Experience
DomainIT Services
Location Noida, India (onsite)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": "Grepix Infotech Pvt Ltd",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "IT Services"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": 5,
    "min": 2,
    "raw": "2\u20135 Years Experience"
  },
  "job_locations": [
    {
      "aliases": [
        "Noida"
      ],
      "city": "Noida",
      "country": "India",
      "state": null,
      "work_mode": "onsite"
    }
  ],
  "role": "iOS Developer",
  "role_aliases": [
    "iOS Engineer",
    "Mobile Developer",
    "iOS Application Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Experience",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Minimum 2 years in iOS",
        "last_5_words": "application development"
      },
      "text": "Minimum 2 years in iOS application development",
      "word_count": 9
    },
    {
      "bullet_count": 7,
      "heading": "Key Skills Required",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Strong experience in Swift",
        "last_5_words": "with REST API integration"
      },
      "text": "\u2022 Strong experience in Swift\n\u2022 Good understanding of iOS frameworks and Apple guidelines\n\u2022 Hands on experience with Maps and location based features\n\u2022 Ability to implement complex business logic\n\u2022 Strong understanding of Data Structures\n\u2022 Excellent debugging and problem solving skills\n\u2022 Experience with REST API integration",
      "word_count": 43
    },
    {
      "bullet_count": 2,
      "heading": "Good to Have",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Experience in apps involving",
        "last_5_words": "deployment experience"
      },
      "text": "\u2022 Experience in apps involving real time location tracking\n\u2022 App Store deployment experience",
      "word_count": 18
    },
    {
      "bullet_count": 3,
      "heading": "What We Offer",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Opportunity to work on",
        "last_5_words": "long term career opportunities"
      },
      "text": "\u2022 Opportunity to work on scalable, real world applications\n\u2022 Growth oriented and collaborative work environment\n\u2022 Long term career opportunities",
      "word_count": 22
    }
  ],
  "urls": [
    {
      "type": "other",
      "url": "hr@grepixit.com"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "iOS"
    },
    {
      "is_primary": true,
      "skill_name": "Swift"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": false,
      "skill_name": "Maps"
    },
    {
      "is_primary": false,
      "skill_name": "Location Services"
    },
    {
      "is_primary": false,
      "skill_name": "App Store"
    }
  ],
  "jd_role": {
    "display_name": "iOS Developer",
    "rationale": null,
    "role_aliases": [
      "iOS Engineer",
      "Mobile Developer",
      "iOS Application Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": "Grepix Infotech Pvt Ltd",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "IT Services"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": 5,
      "min": 2,
      "raw": "2\u20135 Years Experience"
    },
    "job_locations": [
      {
        "aliases": [
          "Noida"
        ],
        "city": "Noida",
        "country": "India",
        "state": null,
        "work_mode": "onsite"
      }
    ],
    "role": "iOS Developer",
    "role_aliases": [
      "iOS Engineer",
      "Mobile Developer",
      "iOS Application Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Experience",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Minimum 2 years in iOS",
          "last_5_words": "application development"
        },
        "text": "Minimum 2 years in iOS application development",
        "word_count": 9
      },
      {
        "bullet_count": 7,
        "heading": "Key Skills Required",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Strong experience in Swift",
          "last_5_words": "with REST API integration"
        },
        "text": "\u2022 Strong experience in Swift\n\u2022 Good understanding of iOS frameworks and Apple guidelines\n\u2022 Hands on experience with Maps and location based features\n\u2022 Ability to implement complex business logic\n\u2022 Strong understanding of Data Structures\n\u2022 Excellent debugging and problem solving skills\n\u2022 Experience with REST API integration",
        "word_count": 43
      },
      {
        "bullet_count": 2,
        "heading": "Good to Have",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Experience in apps involving",
          "last_5_words": "deployment experience"
        },
        "text": "\u2022 Experience in apps involving real time location tracking\n\u2022 App Store deployment experience",
        "word_count": 18
      },
      {
        "bullet_count": 3,
        "heading": "What We Offer",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Opportunity to work on",
          "last_5_words": "long term career opportunities"
        },
        "text": "\u2022 Opportunity to work on scalable, real world applications\n\u2022 Growth oriented and collaborative work environment\n\u2022 Long term career opportunities",
        "word_count": 22
      }
    ],
    "urls": [
      {
        "type": "other",
        "url": "hr@grepixit.com"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "a057c8f6-e315-4a2a-b70a-371e8908bf02",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "iOS Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 6,
        "score": 1.0,
        "slug": "ios-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
      },
      {
        "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
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Java Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Server-side business logic implementation",
            "sentence": "Ability to implement complex business logic",
            "similarity": 0.6959
          },
          {
            "kra_text": "code refactoring and defect fixes",
            "sentence": "Excellent debugging and problem solving skills",
            "similarity": 0.4547
          },
          {
            "kra_text": "service contract collaboration",
            "sentence": "Growth oriented and collaborative work environment",
            "similarity": 0.4029
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 0.5178,
        "slug": "java-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Go Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Server-side business logic implementation",
            "sentence": "Ability to implement complex business logic",
            "similarity": 0.6959
          },
          {
            "kra_text": "code review and testing support",
            "sentence": "Excellent debugging and problem solving skills",
            "similarity": 0.4804
          },
          {
            "kra_text": "code review and testing support",
            "sentence": "Opportunity to work on scalable, real world applications",
            "similarity": 0.3629
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 81,
        "score": 0.5131,
        "slug": "go-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Python Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Implement server-side business logic",
            "sentence": "Ability to implement complex business logic",
            "similarity": 0.6955
          },
          {
            "kra_text": "Troubleshoot server-side defects",
            "sentence": "Excellent debugging and problem solving skills",
            "similarity": 0.473
          },
          {
            "kra_text": "Support background jobs and async workflows",
            "sentence": "Opportunity to work on scalable, real world applications",
            "similarity": 0.3606
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 80,
        "score": 0.5097,
        "slug": "python-backend-developer",
        "total_count": null
      },
      {
        "display_name": ".NET Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Server-side business logic implementation",
            "sentence": "Ability to implement complex business logic",
            "similarity": 0.6959
          },
          {
            "kra_text": "defect investigation and resolution",
            "sentence": "Excellent debugging and problem solving skills",
            "similarity": 0.4412
          },
          {
            "kra_text": "service-level technical collaboration",
            "sentence": "Growth oriented and collaborative work environment",
            "similarity": 0.3806
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 83,
        "score": 0.5059,
        "slug": "dotnet-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Kotlin Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Backend business logic implementation",
            "sentence": "Ability to implement complex business logic",
            "similarity": 0.7089
          },
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Excellent debugging and problem solving skills",
            "similarity": 0.4455
          },
          {
            "kra_text": "performance and reliability tuning",
            "sentence": "Opportunity to work on scalable, real world applications",
            "similarity": 0.3354
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 84,
        "score": 0.4966,
        "slug": "kotlin-server-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "REST"
        ],
        "role_id": 15,
        "score": 0.3333,
        "slug": "full-stack-engineer",
        "total_count": 3
      },
      {
        "display_name": "iOS Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Swift"
        ],
        "role_id": 6,
        "score": 0.3333,
        "slug": "ios-engineer",
        "total_count": 3
      },
      {
        "display_name": "Pega Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "REST"
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        "role_id": 24,
        "score": 0.3333,
        "slug": "pega-developer",
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      },
      {
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        "matched_count": 1,
        "matched_skills": [
          "Swift"
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        "slug": "native-mobile-developer",
        "total_count": 3
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "REST"
        ],
        "role_id": 1,
        "score": 0.3333,
        "slug": "backend-engineer",
        "total_count": 3
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "A",
    "chosen_role": {
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      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
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      "score": 1.0,
      "slug": "native-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_B_TITLE: iOS Developer",
    "sub_role": {
      "confidence": 0.95,
      "display_name": "iOS Developer",
      "reasoning": "hoisted from chosen leaf (case=A)",
      "role_id": 6,
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}
API 2 — extract-details
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      "alias_persisted": false,
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      "matched_canonical": {
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        "display_name": "iOS",
        "id": 1594,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "ios",
        "sub_category_id": 1200,
        "typical_lifespan": "EVERGREEN",
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      },
      "matched_via": "alias"
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    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
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        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
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      "matched_via": "alias"
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    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
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        "typical_lifespan": "EVERGREEN",
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      "matched_via": "alias"
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    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
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        "display_name": "location services",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CLOUD_SERVICE",
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        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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      "existing_alias_id": 1711,
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      "input_term": "App Store",
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      "matched_via": "embedding_alias"
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      "slug": "full-stack-engineer",
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      "rationale": null,
      "role_archetype": "Engineering",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "go-backend-developer",
      "source": "db"
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "kotlin-server-backend-developer",
      "source": "db"
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "node-backend-developer",
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "php-backend-developer",
      "source": "db"
    },
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "python-backend-developer",
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      "role_archetype": "Engineering",
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    },
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      "rationale": null,
      "role_archetype": "Engineering",
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      "rationale": null,
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      "slug": "pega-developer",
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    },
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      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "sitecore-dev",
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      "rationale": null,
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      "slug": "android-engineer",
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      "slug": "hybrid-mobile-developer",
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    "rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: iOS Developer",
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      "roles_from_db": []
    },
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      "dimension": {
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        "rationale": "Primary implementation languages used to build platform-specific app features, UI logic, and device integrations. This is the core coding surface for native mobile work on one platform.",
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      ]
    },
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      "dimension": {
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        "rationale": "Designing backend service interfaces and contracts that other systems consume, including endpoint and operation shape, request/response payloads, schema and validation, pagination, filtering, idempotency, versioning, status codes, and backward compatibility across REST, GraphQL, gRPC, and OpenAPI-based APIs.",
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        },
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    },
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        "rationale": "Standards and protocols for integrating Pega applications.",
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        "source": "db"
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        "rationale": "Encompasses key web and data standards, protocols, and compliance requirements relevant to Sitecore implementations.",
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        "source": "db"
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      "input_skill": "REST",
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        "source": "db"
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      "input_skill": "Location Services",
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        "rationale": "Knowledge of major mobile vendor platforms and their services for app distribution, testing, and analytics.",
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        "source": "db"
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  "new_aliases_persisted": 0,
  "run_id": "a057c8f6-e315-4a2a-b70a-371e8908bf02",
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      ],
      "input_skill": "iOS",
      "matched_via": "alias",
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      "source_tag": "db",
      "was_in_llm_skills": true
    },
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          "alias_text": "Swift 5.x",
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      "canonical": {
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "swift",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Native Mobile Languages",
            "id": 274,
            "rationale": "Primary implementation languages used to build platform-specific app features, UI logic, and device integrations. This is the core coding surface for native mobile work on one platform.",
            "slug": "native-mobile-languages",
            "source": "db"
          },
          "input_skill": "Swift",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Native Mobile Developer",
              "id": 75,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "native-mobile-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Swift and Objective-C",
            "id": 81,
            "rationale": "Primary implementation languages for native iOS app features, platform APIs, and client-side business logic. This is the core coding surface for building and maintaining iPhone and iPad experiences.",
            "slug": "swift-and-objective-c",
            "source": "db"
          },
          "input_skill": "Swift",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "iOS Developer",
              "id": 6,
              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Swift",
      "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": "REST",
          "alias_type": "CANONICAL",
          "id": 106,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "REST",
        "id": 11,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "rest",
        "sub_category_id": 2122,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "API Design and Contracts",
            "id": 3,
            "rationale": "Designing request/response shapes and the rules that govern client-server interaction. This cluster is coherent because full stack engineers often own the contract between UI behavior and backend implementation.",
            "slug": "api-design-and-contracts",
            "source": "db"
          },
          "input_skill": "REST",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Backend Developer",
              "id": 1,
              "rationale": null,
              "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
              "slug": "backend-engineer",
              "source": "db"
            },
            {
              "display_name": "Fullstack Developer",
              "id": 15,
              "rationale": null,
              "role_archetype": null,
              "slug": "full-stack-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "API Interface and Contract Design",
            "id": 289,
            "rationale": "Designing backend service interfaces and contracts that other systems consume, including endpoint and operation shape, request/response payloads, schema and validation, pagination, filtering, idempotency, versioning, status codes, and backward compatibility across REST, GraphQL, gRPC, and OpenAPI-based APIs.",
            "slug": "api-interface-and-contract-design",
            "source": "db"
          },
          "input_skill": "REST",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": ".NET Backend Developer",
              "id": 83,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "dotnet-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Go Backend Developer",
              "id": 81,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "go-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Kotlin Backend Developer",
              "id": 84,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "kotlin-server-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Node.js Backend Developer",
              "id": 82,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "node-backend-developer",
              "source": "db"
            },
            {
              "display_name": "PHP Backend Developer",
              "id": 86,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "php-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Python Backend Developer",
              "id": 80,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "python-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Ruby Backend Developer",
              "id": 85,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "ruby-backend-developer",
              "source": "db"
            },
            {
              "display_name": "Scala Backend Developer",
              "id": 87,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "scala-backend-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Integration Protocols \u0026 Standards",
            "id": 271,
            "rationale": "Standards and protocols for integrating Pega applications.",
            "slug": "integration-protocols-standards",
            "source": "db"
          },
          "input_skill": "REST",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Pega Developer",
              "id": 24,
              "rationale": null,
              "role_archetype": null,
              "slug": "pega-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Standards \u0026 Protocols Compliance",
            "id": 452,
            "rationale": "Encompasses key web and data standards, protocols, and compliance requirements relevant to Sitecore implementations.",
            "slug": "standards-protocols-compliance",
            "source": "db"
          },
          "input_skill": "REST",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Sitecore Dev",
              "id": 233,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "sitecore-dev",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "REST",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Maps",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Other",
          "skill_nature": "TOOL",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "maps",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "location services",
          "alias_type": "CANONICAL",
          "id": 1599,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 11,
        "display_name": "location services",
        "id": 989,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CLOUD_SERVICE",
        "slug": "location-services",
        "sub_category_id": 719,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Device APIs and Hardware Features",
            "id": 95,
            "rationale": "iOS platform APIs that expose hardware and device capabilities to apps. This cluster covers the concrete integrations iOS engineers use for camera, sensors, location, and media experiences.",
            "slug": "device-apis-and-hardware-features",
            "source": "db"
          },
          "input_skill": "Location Services",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Android Developer",
              "id": 4,
              "rationale": null,
              "role_archetype": null,
              "slug": "android-engineer",
              "source": "db"
            },
            {
              "display_name": "Native Mobile Developer",
              "id": 75,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "native-mobile-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": "Device APIs and Hardware Integration",
            "id": 171,
            "rationale": "Platform capabilities exposed through mobile devices that shared apps commonly integrate with. This includes sensors, camera, location, Bluetooth, file access, and other device-bound features that require platform-aware adaptation.",
            "slug": "device-apis-and-hardware-integration",
            "source": "db"
          },
          "input_skill": "Location Services",
          "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"
            }
          ]
        }
      ],
      "input_skill": "Location Services",
      "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": "Apple App Store",
          "alias_type": "CANONICAL",
          "id": 1711,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 9,
        "display_name": "Apple App Store",
        "id": 1085,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PLATFORM",
        "slug": "apple-app-store",
        "sub_category_id": 347,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Mobile Vendor Platforms",
            "id": 172,
            "rationale": "Knowledge of major mobile vendor platforms and their services for app distribution, testing, and analytics.",
            "slug": "mobile-vendor-platforms",
            "source": "db"
          },
          "input_skill": "App Store",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Hybrid Mobile Developer",
              "id": 11,
              "rationale": null,
              "role_archetype": null,
              "slug": "hybrid-mobile-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "App Store",
      "matched_via": "embedding_alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Maps"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Native Mobile Developer",
    "id": 75,
    "rationale": "Multi-alias tie (3 roles at 1.0) resolved by TIER_B_TITLE: iOS Developer",
    "role_archetype": "Engineering",
    "slug": "native-mobile-developer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "iOS",
      "tag": "in_db"
    },
    {
      "skill": "Swift",
      "tag": "in_db"
    },
    {
      "skill": "REST",
      "tag": "in_db"
    },
    {
      "skill": "Maps",
      "tag": "new"
    },
    {
      "skill": "Location Services",
      "tag": "in_db"
    },
    {
      "skill": "App Store",
      "tag": "in_db"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "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
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Native Mobile Languages",
          "id": 274,
          "rationale": "Primary implementation languages used to build platform-specific app features, UI logic, and device integrations. This is the core coding surface for native mobile work on one platform.",
          "slug": "native-mobile-languages",
          "source": "db"
        },
        "dimension_id": 274,
        "input_skill": "Swift",
        "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": "Native Mobile Developer",
            "id": 75,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "native-mobile-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 440,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Swift and Objective-C",
          "id": 81,
          "rationale": "Primary implementation languages for native iOS app features, platform APIs, and client-side business logic. This is the core coding surface for building and maintaining iPhone and iPad experiences.",
          "slug": "swift-and-objective-c",
          "source": "db"
        },
        "dimension_id": 81,
        "input_skill": "Swift",
        "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": "iOS Developer",
            "id": 6,
            "rationale": null,
            "role_archetype": null,
            "slug": "ios-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 440,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "API Design and Contracts",
          "id": 3,
          "rationale": "Designing request/response shapes and the rules that govern client-server interaction. This cluster is coherent because full stack engineers often own the contract between UI behavior and backend implementation.",
          "slug": "api-design-and-contracts",
          "source": "db"
        },
        "dimension_id": 3,
        "input_skill": "REST",
        "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": "Backend Developer",
            "id": 1,
            "rationale": null,
            "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
            "slug": "backend-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 11,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "API Interface and Contract Design",
          "id": 289,
          "rationale": "Designing backend service interfaces and contracts that other systems consume, including endpoint and operation shape, request/response payloads, schema and validation, pagination, filtering, idempotency, versioning, status codes, and backward compatibility across REST, GraphQL, gRPC, and OpenAPI-based APIs.",
          "slug": "api-interface-and-contract-design",
          "source": "db"
        },
        "dimension_id": 289,
        "input_skill": "REST",
        "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": ".NET Backend Developer",
            "id": 83,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "dotnet-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Go Backend Developer",
            "id": 81,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "go-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Kotlin Backend Developer",
            "id": 84,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "kotlin-server-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "PHP Backend Developer",
            "id": 86,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "php-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Python Backend Developer",
            "id": 80,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "python-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Ruby Backend Developer",
            "id": 85,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "ruby-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
            "id": 87,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 11,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Integration Protocols \u0026 Standards",
          "id": 271,
          "rationale": "Standards and protocols for integrating Pega applications.",
          "slug": "integration-protocols-standards",
          "source": "db"
        },
        "dimension_id": 271,
        "input_skill": "REST",
        "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": "Pega Developer",
            "id": 24,
            "rationale": null,
            "role_archetype": null,
            "slug": "pega-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 11,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Standards \u0026 Protocols Compliance",
          "id": 452,
          "rationale": "Encompasses key web and data standards, protocols, and compliance requirements relevant to Sitecore implementations.",
          "slug": "standards-protocols-compliance",
          "source": "db"
        },
        "dimension_id": 452,
        "input_skill": "REST",
        "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": "Sitecore Dev",
            "id": 233,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "sitecore-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 11,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Device APIs and Hardware Features",
          "id": 95,
          "rationale": "iOS platform APIs that expose hardware and device capabilities to apps. This cluster covers the concrete integrations iOS engineers use for camera, sensors, location, and media experiences.",
          "slug": "device-apis-and-hardware-features",
          "source": "db"
        },
        "dimension_id": 95,
        "input_skill": "Location Services",
        "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": "Android Developer",
            "id": 4,
            "rationale": null,
            "role_archetype": null,
            "slug": "android-engineer",
            "source": "db"
          },
          {
            "display_name": "Native Mobile Developer",
            "id": 75,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "native-mobile-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": 989,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Device APIs and Hardware Integration",
          "id": 171,
          "rationale": "Platform capabilities exposed through mobile devices that shared apps commonly integrate with. This includes sensors, camera, location, Bluetooth, file access, and other device-bound features that require platform-aware adaptation.",
          "slug": "device-apis-and-hardware-integration",
          "source": "db"
        },
        "dimension_id": 171,
        "input_skill": "Location Services",
        "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": "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"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 989,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Mobile Vendor Platforms",
          "id": 172,
          "rationale": "Knowledge of major mobile vendor platforms and their services for app distribution, testing, and analytics.",
          "slug": "mobile-vendor-platforms",
          "source": "db"
        },
        "dimension_id": 172,
        "input_skill": "App Store",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-mobile-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 1
  },
  "planner_output": null,
  "run_id": "a057c8f6-e315-4a2a-b70a-371e8908bf02"
}

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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