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Pipeline run

65798111-5b61-465b-870d-a8f94ddf7170

Pipeline LLM cost (USD)
API 1: $0.0031 API 2: $0.0001 API 3: $0.0000 Total: $0.0032

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · Native screen and flow building
Build and maintain native iOS apps in Swift/SwiftUI, shaping modular app architecture with SPM, integrating native APIs, and shipping features through the full App Store release cycle. Work closely with designers, testers, and developers to keep code robust, organized, and compliant.
"• Develop and maintain high-quality iOS applications using Swift and SwiftUI."
Tech stack maturity
Modern Cloud Native
Swift, SwiftUI, and Swift Package Manager are modern Apple-native technologies commonly used in current cloud-connected mobile app development workflows.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (6)
iOS Swift SwiftUI Swift Package Manager App Store SPM
Skill cluster (3 dimension groups, role-scoped)
Android UI Frameworks
SwiftUI
Native Mobile Languages
Swift
Cross-cutting / unaligned
iOS Swift Package Manager App Store SPM
Show KRA description ↓
• Develop and maintain high-quality iOS applications using Swift and SwiftUI. • Ensure robust, extensible, and efficient designs and implementation. • Collaborate with the team to define, design, and deploy new features. • Maintain code integrity and organization using Swift Package Manager. • Utilize native APIs for deep integrations with both platforms. • Keep up-to-date with the latest industry trends in mobile technologies. • Experience: Minimum of 3-5 years of hands-on experience in native iOS development. • Technical Skills: • Proficient in Swift and SwiftUI; deep understanding of their capabilities and limitations. • Experienced in designing and implementing modular architecture using Swift Package Manager (SPM). • Proven ability to develop and maintain high-quality mobile applications. • Previous Work: Must have prior experience with the full lifecycle of developing and deploying applications to the App Store, including provisioning, code signing, and compliance with Apple's App Store guidelines. • Problem Solving: Strong analytical and problem-solving skills with the ability to work through complex issues and provide practical solutions. • Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers. • Communication: Excellent verbal and written communication skills to document and explain design choices and code.

Signals

Skill ios-engineer
0.60
Alias ios-engineer
1.00
KRA flutter-developer
0.63
Status: completed Created: 2026-05-27T16:02:42.638930Z Updated: 2026-05-27T16:03:27.059978Z API 3 duration: 11687 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_A_KRA: 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

As an iOS Developer at Ermin Systems, you will be instrumental in developing and maintaining advanced mobile applications for the iOS platform. You will work closely with our team of talented engineers, designers, and product managers to push the boundaries of what’s possible on mobile.


Key Responsibilities:


• Develop and maintain high-quality iOS applications using Swift and SwiftUI.
• Ensure robust, extensible, and efficient designs and implementation.
• Collaborate with the team to define, design, and deploy new features.
• Maintain code integrity and organization using Swift Package Manager.
• Utilize native APIs for deep integrations with both platforms.
• Keep up-to-date with the latest industry trends in mobile technologies.


Requirements:


• Experience: Minimum of 3-5 years of hands-on experience in native iOS development.
• Technical Skills:
• Proficient in Swift and SwiftUI; deep understanding of their capabilities and limitations.
• Experienced in designing and implementing modular architecture using Swift Package Manager (SPM).
• Proven ability to develop and maintain high-quality mobile applications.
• Previous Work: Must have prior experience with the full lifecycle of developing and deploying applications to the App Store, including provisioning, code signing, and compliance with Apple's App Store guidelines.
• Problem Solving: Strong analytical and problem-solving skills with the ability to work through complex issues and provide practical solutions.
• Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers.
• Communication: Excellent verbal and written communication skills to document and explain design choices and code.

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)
SwiftUI Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: SwiftUI id=444 · swiftui

Aliases — catalog

  • SwiftUI (CANONICAL) primary

Context tags (catalog)

@Binding @State Accessibility Animations Combine Core Data Declarative syntax ForEach List MVVM Modifiers NavigationStack Preview State management Swift Swift Concurrency Swift Package Manager Swift Playgrounds UIKit Views Xcode iOS macOS tvOS watchOS

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Ui Framework
Vendor
Apple
License
other_open
Year introduced
2019
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: SwiftUI is widely listed in iOS/macOS job postings and is Apple’s primary UI framework for new apps, with strong ecosystem adoption replacing much UIKit-only greenfield work.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
341
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Android UI Frameworks Catalog dimension db id 162

    Library dimension (catalog)

    Roles linked in library: Android Developer, Native Mobile Developer

  • UIKit and SwiftUI Catalog dimension db id 82

    Library dimension (catalog)

    Roles linked in library: iOS Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Android UI Frameworks
android-ui-frameworks
Existing dimension (library) · Role↔dimension saved
UIKit and SwiftUI
uikit-and-swiftui
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Swift Package Manager Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Swift Package Manager id=442 · swift-package-manager

Aliases — catalog

  • Swift Package Manager (CANONICAL) primary

Context tags (catalog)

Package.swift SPM SwiftPM Xcode binary targets build settings dependencies plugins products semantic versioning source control targets test targets xcframework

Stored enrichment (catalog DB)

Category
Tool
Sub-category
Package Manager Tool
Vendor
Apple
License
apache_2
Year introduced
2015
Confidence
0.97
Version strategy
NOT_APPLICABLE

Maturity reasoning: Apple’s default Swift dependency manager is widely used in iOS/macOS JDs and is the standard replacement for CocoaPods in many new Swift projects.

Skill profile (library / DB)

Skill nature
TOOL
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
13
Sub-category id
67
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

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)
SPM 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
Software Engineering
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
App Store Primary 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)
SwiftUI in_db
Android UI Frameworks
android-ui-frameworks
Existing dimension (library) · Role↔dimension saved
SwiftUI in_db
UIKit and SwiftUI
uikit-and-swiftui
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Swift Package Manager in_db
Build and Release Tooling
build-and-release-tooling
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 SPM | type=Software Engineering subtype=general nature=CONCEPT lifespan=MULTI_YEAR
dimension_skill_link_proposed App Store ↔ Mobile Vendor Platforms
nano JD Parser — gpt-4.1-nano click to toggle
RoleiOS Developer
CompanyErmin Systems
ExperienceMinimum of 3-5 years of hands-on experience in native iOS development.
DomainSoftware & SaaS Products
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": "Ermin Systems",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Product Companies"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": 5,
    "min": 3,
    "raw": "Minimum of 3-5 years of hands-on experience in native iOS development."
  },
  "job_locations": [],
  "role": "iOS Developer",
  "role_aliases": [
    "iOS Engineer",
    "Mobile Developer",
    "Swift Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Develop and maintain high-quality",
        "last_5_words": "latest industry trends in mobile technologies."
      },
      "text": "\u2022 Develop and maintain high-quality iOS applications using Swift and SwiftUI.\n\u2022 Ensure robust, extensible, and efficient designs and implementation.\n\u2022 Collaborate with the team to define, design, and deploy new features.\n\u2022 Maintain code integrity and organization using Swift Package Manager.\n\u2022 Utilize native APIs for deep integrations with both platforms.\n\u2022 Keep up-to-date with the latest industry trends in mobile technologies.",
      "word_count": 56
    },
    {
      "bullet_count": 8,
      "heading": "Requirements",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Experience: Minimum of 3-5",
        "last_5_words": "document and explain design choices and code."
      },
      "text": "\u2022 Experience: Minimum of 3-5 years of hands-on experience in native iOS development.\n\u2022 Technical Skills:\n\u2022 Proficient in Swift and SwiftUI; deep understanding of their capabilities and limitations.\n\u2022 Experienced in designing and implementing modular architecture using Swift Package Manager (SPM).\n\u2022 Proven ability to develop and maintain high-quality mobile applications.\n\u2022 Previous Work: Must have prior experience with the full lifecycle of developing and deploying applications to the App Store, including provisioning, code signing, and compliance with Apple\u0027s App Store guidelines.\n\u2022 Problem Solving: Strong analytical and problem-solving skills with the ability to work through complex issues and provide practical solutions.\n\u2022 Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers.\n\u2022 Communication: Excellent verbal and written communication skills to document and explain design choices and code.",
      "word_count": 155
    }
  ],
  "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": "SwiftUI"
    },
    {
      "is_primary": true,
      "skill_name": "Swift Package Manager"
    },
    {
      "is_primary": false,
      "skill_name": "SPM"
    },
    {
      "is_primary": true,
      "skill_name": "App Store"
    }
  ],
  "jd_role": {
    "display_name": "iOS Developer",
    "rationale": null,
    "role_aliases": [
      "iOS Engineer",
      "Mobile Developer",
      "Swift Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": "Ermin Systems",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "SaaS",
          "Product Companies"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": 5,
      "min": 3,
      "raw": "Minimum of 3-5 years of hands-on experience in native iOS development."
    },
    "job_locations": [],
    "role": "iOS Developer",
    "role_aliases": [
      "iOS Engineer",
      "Mobile Developer",
      "Swift Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Develop and maintain high-quality",
          "last_5_words": "latest industry trends in mobile technologies."
        },
        "text": "\u2022 Develop and maintain high-quality iOS applications using Swift and SwiftUI.\n\u2022 Ensure robust, extensible, and efficient designs and implementation.\n\u2022 Collaborate with the team to define, design, and deploy new features.\n\u2022 Maintain code integrity and organization using Swift Package Manager.\n\u2022 Utilize native APIs for deep integrations with both platforms.\n\u2022 Keep up-to-date with the latest industry trends in mobile technologies.",
        "word_count": 56
      },
      {
        "bullet_count": 8,
        "heading": "Requirements",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Experience: Minimum of 3-5",
          "last_5_words": "document and explain design choices and code."
        },
        "text": "\u2022 Experience: Minimum of 3-5 years of hands-on experience in native iOS development.\n\u2022 Technical Skills:\n\u2022 Proficient in Swift and SwiftUI; deep understanding of their capabilities and limitations.\n\u2022 Experienced in designing and implementing modular architecture using Swift Package Manager (SPM).\n\u2022 Proven ability to develop and maintain high-quality mobile applications.\n\u2022 Previous Work: Must have prior experience with the full lifecycle of developing and deploying applications to the App Store, including provisioning, code signing, and compliance with Apple\u0027s App Store guidelines.\n\u2022 Problem Solving: Strong analytical and problem-solving skills with the ability to work through complex issues and provide practical solutions.\n\u2022 Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers.\n\u2022 Communication: Excellent verbal and written communication skills to document and explain design choices and code.",
        "word_count": 155
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "65798111-5b61-465b-870d-a8f94ddf7170",
  "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": "Android Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 4,
        "score": 1.0,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Native Mobile Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 75,
        "score": 1.0,
        "slug": "native-mobile-developer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with the team to define, design, and deploy new features.",
            "similarity": 0.7103
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers.",
            "similarity": 0.631
          },
          {
            "kra_text": "integrate external APIs and data sources",
            "sentence": "Utilize native APIs for deep integrations with both platforms.",
            "similarity": 0.5365
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.6259,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "iOS Developer",
        "kra_matches": [
          {
            "kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
            "sentence": "Develop and maintain high-quality iOS applications using Swift and SwiftUI.",
            "similarity": 0.7294
          },
          {
            "kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
            "sentence": "Experience: Minimum of 3-5 years of hands-on experience in native iOS development.",
            "similarity": 0.5653
          },
          {
            "kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
            "sentence": "Previous Work: Must have prior experience with the full lifecycle of developing and deploying applications to the App Store, including provisioning, code signing, and compliance with Apple\u0027s App Store guidelines.",
            "similarity": 0.4738
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 6,
        "score": 0.5895,
        "slug": "ios-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers.",
            "similarity": 0.6422
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with the team to define, design, and deploy new features.",
            "similarity": 0.5884
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Communication: Excellent verbal and written communication skills to document and explain design choices and code.",
            "similarity": 0.4571
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5626,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers.",
            "similarity": 0.5911
          },
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Collaborate with the team to define, design, and deploy new features.",
            "similarity": 0.5801
          },
          {
            "kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
            "sentence": "Ensure robust, extensible, and efficient designs and implementation.",
            "similarity": 0.5089
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.56,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Collaborate with the team to define, design, and deploy new features.",
            "similarity": 0.6198
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Team Collaboration: Ability to work effectively in a collaborative team environment, including with UI/UX designers, testers, and other developers.",
            "similarity": 0.5655
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Communication: Excellent verbal and written communication skills to document and explain design choices and code.",
            "similarity": 0.4544
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
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    ],
    "skill_match_roles": [
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        "kra_matches": null,
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        "matched_skills": [
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          "Swift Package Manager",
          "SwiftUI"
        ],
        "role_id": 6,
        "score": 0.6,
        "slug": "ios-engineer",
        "total_count": 5
      },
      {
        "display_name": "Android Developer",
        "kra_matches": null,
        "matched_count": 2,
        "matched_skills": [
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        "role_id": 4,
        "score": 0.4,
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        "total_count": 5
      },
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      },
      {
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        "kra_matches": null,
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        "score": 0.2,
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  "stage4_decision": {
    "alias_collision_detected": true,
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    },
    "confidence": 0.95,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Multi-alias tie (3 roles at 1.0) resolved by TIER_A_KRA: iOS Developer",
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      "confidence": 0.95,
      "display_name": "iOS Developer",
      "reasoning": "hoisted from chosen leaf (case=A)",
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}
API 2 — extract-details
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      "matched_via": "alias"
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      "matched_via": "alias"
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      "matched_via": "alias"
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      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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      "matched_via": "embedding_alias"
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              "rationale": null,
              "role_archetype": null,
              "slug": "ios-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Swift Package Manager",
      "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": "SPM",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Software Engineering",
          "skill_nature": "CONCEPT",
          "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": "spm",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "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": [
    "SPM"
  ]
}
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_A_KRA: 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": "SwiftUI",
      "tag": "in_db"
    },
    {
      "skill": "Swift Package Manager",
      "tag": "in_db"
    },
    {
      "skill": "SPM",
      "tag": "new"
    },
    {
      "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": "Android UI Frameworks",
          "id": 162,
          "rationale": "Frameworks and component models used to build Android screens, layouts, and interactive UI behavior. This cluster covers both modern declarative UI and legacy view-based interfaces that Android engineers maintain in real products.",
          "slug": "android-ui-frameworks",
          "source": "db"
        },
        "dimension_id": 162,
        "input_skill": "SwiftUI",
        "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"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 444,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "UIKit and SwiftUI",
          "id": 82,
          "rationale": "Frameworks and component models used to build screens, layouts, and interactive UI behavior on iOS. This cluster covers both declarative and imperative UI work needed to implement app flows.",
          "slug": "uikit-and-swiftui",
          "source": "db"
        },
        "dimension_id": 82,
        "input_skill": "SwiftUI",
        "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": 444,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 75,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Build and Release Tooling",
          "id": 89,
          "rationale": "Tooling used to compile, sign, package, and automate iOS app builds. iOS engineers rely on this stack to produce reproducible release artifacts and manage build-time configuration.",
          "slug": "build-and-release-tooling",
          "source": "db"
        },
        "dimension_id": 89,
        "input_skill": "Swift Package Manager",
        "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": "Android Developer",
            "id": 4,
            "rationale": null,
            "role_archetype": null,
            "slug": "android-engineer",
            "source": "db"
          },
          {
            "display_name": "Flutter Developer",
            "id": 74,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "flutter-developer",
            "source": "db"
          },
          {
            "display_name": "Hybrid Mobile Developer",
            "id": 11,
            "rationale": null,
            "role_archetype": null,
            "slug": "hybrid-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": 442,
        "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": "65798111-5b61-465b-870d-a8f94ddf7170"
}