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Pipeline run

fb0df7bc-36b9-4655-8390-cd337a7e2bd5

Pipeline LLM cost (USD)
API 1: $0.0104 API 2: $0.0001 API 3: $0.0000 Total: $0.0105

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 · Native screen and flow building
Build and configure iOS apps in Swift/Objective-C, work with cross-functional teams to gather requirements, design screens in Xcode/Interface Builder, integrate REST APIs, and test/debug for performance and UX. Contribute independently as an SME and document specs/user guides.
"design, build, and configure applications to meet business process and application requirements"
Tech stack maturity
Mainstream Modern
Native mobile development with iOS, Objective-C, Swift, Xcode, and REST is a well-established modern stack that is widely used but not 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 (7)
iOS Swift Objective-C Xcode Interface Builder REST Mobile Application Testing
Skill cluster (4 dimension groups, role-scoped)
Native Mobile Languages
Swift Objective-C
Integration Protocols & Standards
REST
Native Mobile Build and Release Tooling
Xcode
Cross-cutting / unaligned
iOS Interface Builder Mobile Application Testing
Show KRA description ↓
As a Custom Software Engineer, you will design, build, and configure applications to meet business process and application requirements. A typical day involves collaborating with cross-functional teams to gather requirements, developing innovative solutions, and ensuring that applications are optimized for performance and user experience. You will also engage in testing and debugging processes to deliver high-quality software that aligns with business objectives. - Expected to perform independently and become an SME. - Required active participation/contribution in team discussions. - Contribute in providing solutions to work related problems. - Assist in the documentation of application specifications and user guides. - Engage in continuous learning to stay updated with the latest technologies and industry trends. - Must To Have Skills: Proficiency in Apple iOS Application Development. - Strong understanding of Swift and Objective-C programming languages. - Experience with Xcode and Interface Builder for application design. - Familiarity with RESTful APIs and third-party libraries integration. - Knowledge of mobile application testing frameworks and methodologies.

Signals

Skill native-mobile-developer
0.50
Alias backend-engineer
1.00
KRA full-stack-engineer
0.50

Post-classification

Centroidupdated · n=40
Alias collision log
New-role queue
New skills captured2
New KRA capturedyes

Captured for admin review

Interface Builder primary Native Mobile Developer pending
Mobile Application Testing Native Mobile Developer pending
R&R fragment (sim 0.00) Native Mobile Developer pending

As a Custom Software Engineer, you will design, build, and configure applications to meet business process and application requirements. A typical day involves collaborating with cross-functional team…

Status: completed Created: 2026-05-27T14:48:30.999821Z Updated: 2026-06-12T17:13:28.227613Z API 3 duration: 10030 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 · 0.99 domain · Software Engineering CASE DOMAIN

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

Domain=Software Engineering → sub-role ios-engineer; The JD is clearly for iOS-native mobile app development with Swift, Objective-C, Xcode, and mobile testing, which best matches Native Mobile Developer.

Matched skills

Apple iOS Application DevelopmentSwiftObjective-CXcodeInterface BuilderRESTful APIsthird-party librariesmobile application testing frameworks

Matched dimensions

Native iOS Application DevelopmentApplication Design and ConfigurationCross-functional Requirement GatheringPerformance and User Experience OptimizationTesting and DebuggingTechnical DocumentationContinuous Learning

Matched KRAs

design, build, and configure applicationscollaborating with cross-functional teams to gather requirementsdeveloping innovative solutionsensuring that applications are optimized for performance and user experienceengage in testing and debugging processesassist in the documentation of application specifications and user guides

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

Project Role : Custom Software Engineer

Project Role Description : Develop custom software solutions to design, code, and enhance components across systems or applications. Use modern frameworks and agile practices to deliver scalable, high-performing solutions tailored to specific business needs.

Must have skills : Android Application Development, Java

Good to have skills : NA

Minimum 3 Year(s) Of Experience Is Required

Educational Qualification : 15 years full time education

Summary: As a Custom Software Engineer, you will design, build, and configure applications to meet business process and application requirements. A typical day involves collaborating with cross-functional teams to gather requirements, developing innovative solutions, and ensuring that applications are optimized for performance and user experience. You will also engage in testing and debugging processes to deliver high-quality software that aligns with business objectives. Roles & Responsibilities: - Expected to perform independently and become an SME. - Required active participation/contribution in team discussions. - Contribute in providing solutions to work related problems. - Assist in the documentation of application specifications and user guides. - Engage in continuous learning to stay updated with the latest technologies and industry trends. Professional & Technical Skills: - Must To Have Skills: Proficiency in Apple iOS Application Development. - Strong understanding of Swift and Objective-C programming languages. - Experience with Xcode and Interface Builder for application design. - Familiarity with RESTful APIs and third-party libraries integration. - Knowledge of mobile application testing frameworks and methodologies. Additional Information: - The candidate should have minimum 3 years of experience in Apple iOS Application Development. - This position is based at our Bengaluru office. - A 15 years full time education is required., 15 years full time education

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)
Objective-C Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Objective-C id=441 · objective-c

Aliases — catalog

  • Objective-C (CANONICAL) primary

Context tags (catalog)

ARC AppKit Cocoa Cocoa Touch Core Data Foundation IBAction IBOutlet Interface Builder NSURLConnection NSURLSession Objective-C runtime Swift UIKit Xcode blocks categories delegates iOS macOS protocols selectors

Stored enrichment (catalog DB)

Category
Language
Sub-category
Programming Language
Vendor
Apple
License
other_open
Year introduced
1984
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Objective-C still appears in iOS/macOS legacy maintenance JDs, but most new Apple development listings now favor Swift, indicating a narrow, declining market signal.

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)
Xcode Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Xcode id=479 · xcode

Aliases — catalog

  • Xcode (CANONICAL) primary

Context tags (catalog)

App Store Asset Catalog Build Phases Cocoa Cocoa Touch CocoaPods Code Signing Debugging Git integration Instruments Interface Builder Objective-C Provisioning Profiles Simulator Storyboard Swift Swift Package Manager SwiftUI TestFlight UIKit Version Control XCTest Xcode Server code signing debugging iOS SDK storyboards

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Ide Tool
Vendor
Apple
License
proprietary
Year introduced
2003
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: Xcode is the standard IDE in iOS/macOS job postings and Apple’s official toolchain for Swift/Objective-C development; it remains a common hiring requirement for Apple-platform roles.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
359
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • 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 Release Tooling
build-and-release-tooling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Native Mobile Build and Release Tooling
native-mobile-build-and-release-tooling
Existing dimension (library) · Role↔dimension saved
Interface Builder Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

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

Derived legacy fields
Category
Development Tools
Sub-category
general
Skill nature
TOOL
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
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)
Mobile Application Testing 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
Testing Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
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)
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)
Objective-C in_db
Native Mobile Languages
native-mobile-languages
Existing dimension (library) · Role↔dimension saved
Objective-C in_db
Swift and Objective-C
swift-and-objective-c
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Xcode in_db
Build and Release Tooling
build-and-release-tooling
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Xcode in_db
Native Mobile Build and Release Tooling
native-mobile-build-and-release-tooling
Existing dimension (library) · Role↔dimension saved
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)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Interface Builder | type=Development Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed Mobile Application Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleCustom Software Engineer
ExperienceMinimum 3 Year(s) Of Experience Is Required
DomainOther
Location Bengaluru, India (null)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "Bachelor\u0027s - Any Discipline",
      "raw": "15 years full time education",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 3,
    "raw": "Minimum 3 Year(s) Of Experience Is Required"
  },
  "job_locations": [
    {
      "aliases": [
        "Bangalore"
      ],
      "city": "Bengaluru",
      "country": "India",
      "state": null,
      "work_mode": "null"
    }
  ],
  "role": "Custom Software Engineer",
  "role_aliases": [
    "Software Engineer",
    "Application Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Summary",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "As a Custom Software Engineer,",
        "last_5_words": "aligns with business objectives."
      },
      "text": "As a Custom Software Engineer, you will design, build, and configure applications to meet business process and application requirements. A typical day involves collaborating with cross-functional teams to gather requirements, developing innovative solutions, and ensuring that applications are optimized for performance and user experience. You will also engage in testing and debugging processes to deliver high-quality software that aligns with business objectives.",
      "word_count": 64
    },
    {
      "bullet_count": 5,
      "heading": "Roles \u0026 Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "- Expected to perform independently",
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      },
      "text": "- Expected to perform independently and become an SME.\n- Required active participation/contribution in team discussions.\n- Contribute in providing solutions to work related problems.\n- Assist in the documentation of application specifications and user guides.\n- Engage in continuous learning to stay updated with the latest technologies and industry trends.",
      "word_count": 45
    },
    {
      "bullet_count": 5,
      "heading": "Professional \u0026 Technical Skills",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "- Must To Have Skills: Proficiency",
        "last_5_words": "testing frameworks and methodologies."
      },
      "text": "- Must To Have Skills: Proficiency in Apple iOS Application Development.\n- Strong understanding of Swift and Objective-C programming languages.\n- Experience with Xcode and Interface Builder for application design.\n- Familiarity with RESTful APIs and third-party libraries integration.\n- Knowledge of mobile application testing frameworks and methodologies.",
      "word_count": 51
    }
  ],
  "urls": []
}
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": "Objective-C"
    },
    {
      "is_primary": true,
      "skill_name": "Xcode"
    },
    {
      "is_primary": true,
      "skill_name": "Interface Builder"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": false,
      "skill_name": "Mobile Application Testing"
    }
  ],
  "jd_role": {
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    "rationale": null,
    "role_aliases": [
      "Software Engineer",
      "Application Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
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    "certifications": [],
    "company_name": null,
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    "domain": {
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    "education": [
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    "experience": {
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    "job_locations": [
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    "role": "Custom Software Engineer",
    "role_aliases": [
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    "roles_and_responsibilities": [
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        "bullet_count": 5,
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        "source_marker": {
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        },
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        "word_count": 51
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  "rejection_reason": null,
  "run_id": "fb0df7bc-36b9-4655-8390-cd337a7e2bd5",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 1,
        "score": 1.0,
        "slug": "backend-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "A typical day involves collaborating with cross-functional teams to gather requirements, developing innovative solutions, and ensuring that applications are optimized for performance and user experience.",
            "similarity": 0.5703
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "You will also engage in testing and debugging processes to deliver high-quality software that aligns with business objectives.",
            "similarity": 0.476
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Assist in the documentation of application specifications and user guides.",
            "similarity": 0.462
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5028,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "A typical day involves collaborating with cross-functional teams to gather requirements, developing innovative solutions, and ensuring that applications are optimized for performance and user experience.",
            "similarity": 0.5426
          },
          {
            "kra_text": "Writes runbooks, deployment guides, incident playbooks, and infrastructure documentation to support operations and knowledge sharing.",
            "sentence": "Assist in the documentation of application specifications and user guides.",
            "similarity": 0.4853
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
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            "similarity": 0.4472
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.4917,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
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            "similarity": 0.5687
          },
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            "sentence": "Assist in the documentation of application specifications and user guides.",
            "similarity": 0.4597
          },
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
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        "score": 0.4817,
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        "total_count": null
      },
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          },
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          },
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        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.4712,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "iOS Developer",
        "kra_matches": [
          {
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            "similarity": 0.5862
          },
          {
            "kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
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          },
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        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 6,
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    ],
    "skill_match_roles": [
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        "display_name": "Native Mobile Developer",
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        ],
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      },
      {
        "display_name": "iOS Developer",
        "kra_matches": null,
        "matched_count": 3,
        "matched_skills": [
          "Objective-C",
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          "Xcode"
        ],
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      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "REST"
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        "role_id": 15,
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      },
      {
        "display_name": "Hybrid Mobile Developer",
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        "matched_count": 1,
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          "Xcode"
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      },
      {
        "display_name": "Android Developer",
        "kra_matches": null,
        "matched_count": 1,
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          "Xcode"
        ],
        "role_id": 4,
        "score": 0.1667,
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    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
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      "matched_count": null,
      "matched_skills": null,
      "role_id": 75,
      "score": 0.99,
      "slug": "native-mobile-developer",
      "total_count": null
    },
    "confidence": 0.99,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Native iOS Application Development",
      "Application Design and Configuration",
      "Cross-functional Requirement Gathering",
      "Performance and User Experience Optimization",
      "Testing and Debugging",
      "Technical Documentation",
      "Continuous Learning"
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    "matched_kras": [
      "design, build, and configure applications",
      "collaborating with cross-functional teams to gather requirements",
      "developing innovative solutions",
      "ensuring that applications are optimized for performance and user experience",
      "engage in testing and debugging processes",
      "assist in the documentation of application specifications and user guides"
    ],
    "matched_skills": [
      "Apple iOS Application Development",
      "Swift",
      "Objective-C",
      "Xcode",
      "Interface Builder",
      "RESTful APIs",
      "third-party libraries",
      "mobile application testing frameworks"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role ios-engineer; The JD is clearly for iOS-native mobile app development with Swift, Objective-C, Xcode, and mobile testing, which best matches Native Mobile Developer.",
    "sub_role": {
      "confidence": 0.99,
      "display_name": "iOS Developer",
      "reasoning": "The JD explicitly centers on Apple iOS application development with Swift, Objective-C, Xcode, and Interface Builder, which clearly matches iOS Developer.",
      "role_id": 6,
      "slug": "ios-engineer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 40,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 729,
      "r_and_r_preview": "As a Custom Software Engineer, you will design, build, and configure applications to meet business process and application requirements. A typical day involves collaborating with cross-functional team",
      "role_display_name": "Native Mobile Developer",
      "role_slug": "native-mobile-developer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 11056,
        "role_display_name": "Native Mobile Developer",
        "role_slug": "native-mobile-developer",
        "skill_name": "Interface Builder",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 11057,
        "role_display_name": "Native Mobile Developer",
        "role_slug": "native-mobile-developer",
        "skill_name": "Mobile Application Testing",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
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      "alias_persisted": false,
      "existing_alias_id": 2540,
      "existing_alias_text": "iOS",
      "input_term": "iOS",
      "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",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 756,
      "existing_alias_text": "Swift",
      "input_term": "Swift",
      "matched_canonical": {
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        "display_name": "Swift",
        "id": 440,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "swift",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 767,
      "existing_alias_text": "Objective-C",
      "input_term": "Objective-C",
      "matched_canonical": {
        "category_id": 6,
        "display_name": "Objective-C",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "LANGUAGE",
        "slug": "objective-c",
        "sub_category_id": 96,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 805,
      "existing_alias_text": "Xcode",
      "input_term": "Xcode",
      "matched_canonical": {
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        "display_name": "Xcode",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "TOOL",
        "slug": "xcode",
        "sub_category_id": 359,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 106,
      "existing_alias_text": "REST",
      "input_term": "REST",
      "matched_canonical": {
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        "display_name": "REST",
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "rest",
        "sub_category_id": 2122,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
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      "role_archetype": "Engineering",
      "slug": "native-mobile-developer",
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    },
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    },
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      "rationale": null,
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      "slug": "flutter-developer",
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    },
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      "slug": "hybrid-mobile-developer",
      "source": "db"
    },
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      "role_archetype": "Engineering",
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    },
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      "rationale": null,
      "role_archetype": "Engineering",
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    },
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    },
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    },
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      "display_name": "Scala Backend Developer",
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    },
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      "display_name": "Pega Developer",
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      "slug": "pega-developer",
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    },
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      "display_name": "Sitecore Dev",
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      "slug": "sitecore-dev",
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  ],
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    "slug": "native-mobile-developer",
    "source": "db"
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      "dimension": {
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      },
      "input_skill": "iOS",
      "llm_role": null,
      "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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        "source": "db"
      },
      "input_skill": "Swift",
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      ]
    },
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      ]
    },
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        "source": "db"
      },
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      ]
    },
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      ]
    },
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        "slug": "native-mobile-build-and-release-tooling",
        "source": "db"
      },
      "input_skill": "Xcode",
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      ]
    },
    {
      "dimension": {
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        "source": "db"
      },
      "input_skill": "REST",
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    },
    {
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      "roles_from_db": [
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        },
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        }
      ],
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        }
      ],
      "canonical": {
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        "is_extractable": true,
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      },
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          },
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          ]
        },
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            "slug": "native-mobile-build-and-release-tooling",
            "source": "db"
          },
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            },
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            },
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          ]
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    },
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      },
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    },
    {
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          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
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        "sub_category_id": 2122,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
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            "id": 3,
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            "source": "db"
          },
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              "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.",
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              "source": "db"
            },
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              "source": "db"
            }
          ]
        },
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          },
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            {
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            },
            {
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              "id": 81,
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            },
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              "slug": "kotlin-server-backend-developer",
              "source": "db"
            },
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              "id": 82,
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              "slug": "node-backend-developer",
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            },
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            },
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            },
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              "slug": "ruby-backend-developer",
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            },
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              "id": 87,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "scala-backend-developer",
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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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          "llm_role": null,
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              "display_name": "Pega Developer",
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              "rationale": null,
              "role_archetype": null,
              "slug": "pega-developer",
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            }
          ]
        },
        {
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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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              "slug": "sitecore-dev",
              "source": "db"
            }
          ]
        }
      ],
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      "matched_via": "alias",
      "new_alias_persisted": false,
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    },
    {
      "aliases_in_db": [],
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      "input_skill": "Mobile Application Testing",
      "matched_via": null,
      "new_alias_persisted": false,
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      "new_skill_meta": {
        "derived": {
          "category": "Testing Tools",
          "skill_nature": "PRACTICE",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
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          "volatility": "MEDIUM"
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        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Interface Builder",
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}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Native Mobile Developer",
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    "rationale": "Domain=Software Engineering \u2192 sub-role ios-engineer; The JD is clearly for iOS-native mobile app development with Swift, Objective-C, Xcode, and mobile testing, which best matches Native Mobile 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": "Objective-C",
      "tag": "in_db"
    },
    {
      "skill": "Xcode",
      "tag": "in_db"
    },
    {
      "skill": "Interface Builder",
      "tag": "new"
    },
    {
      "skill": "REST",
      "tag": "in_db"
    },
    {
      "skill": "Mobile Application Testing",
      "tag": "new"
    }
  ],
  "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,
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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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