Pipeline run
9d536511-1e45-42ca-810a-9610917efee3
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Native Mobile Developer
→iOS Developer
sub-role · 0.95 CASE Aslug: 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.
Job description
We are looking for an iOS developer who possesses a passion for pushing mobile technologies to the limits and will work with our team of talented engineers to design and build the next generation of our mobile applications. • Design and build advanced applications for the iOS platform • Collaborate with cross-functional teams to define, design, and ship new features. • Unit-test code for robustness, including edge cases, usability, and general reliability. • Work on bug fixing and improving application performance. • Continuously discover, evaluate, and implement new technologies to maximize development efficiency. • Design and build advanced applications for the iOS platform • Collaborate with cross-functional teams to define, design, and ship new features. • Unit-test code for robustness, including edge cases, usability, and general reliability. • Work on bug fixing and improving application performance. • Continuously discover, evaluate, and implement new technologies to maximize development efficiency. • BS/MS degree in Computer Science, Engineering or a related subject • Proven working experience in software development • Working experience in iOS development • Have published one or more iOS apps in the app store • A deep familiarity with Objective-C and Cocoa Touch • Experience working with iOS frameworks such as Core Data, Core Animation, Core Graphics and Core Text • Experience with third-party libraries and APIs • Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies • Solid understanding of the full mobile development life cycle • BS/MS degree in Computer Science, Engineering or a related subject • Proven working experience in software development • Working experience in iOS development • Have published one or more iOS apps in the app store • A deep familiarity with Objective-C and Cocoa Touch • Experience working with iOS frameworks such as Core Data, Core Animation, Core Graphics and Core Text • Experience with third-party libraries and APIs • Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies • Solid understanding of the full mobile development life cycle
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Aliases — catalog
- iOS (CANONICAL)
Context tags (catalog)
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) |
Aliases — catalog
- Objective-C (CANONICAL) primary
Context tags (catalog)
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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Frameworks
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- Core Data (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Persistence Framework
- Vendor
- Apple
- License
- proprietary
- Year introduced
- 2008
- Confidence
- 0.90
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Core Data appears mainly in Apple/iOS-specific job postings and legacy Cocoa codebases; market demand is far narrower than cross-platform persistence stacks like SQLite/Realm, with no broad hiring-pipeline ubiquity.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 336
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Local Persistence and Offline Behavior Catalog dimension db id 85
Library dimension (catalog)
Roles linked in library: Android Developer, Flutter Developer, Hybrid Mobile Developer, Native Mobile Developer, React Native Developer, iOS Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Local Persistence and Offline Behavior
local-persistence-and-offline-behavior
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Frameworks
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Frameworks
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Frameworks
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- APIs (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Protocol
- Sub-category
- Application Programming Interfaces
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: APIs are a hiring-pipeline staple across backend, mobile, and platform JDs; REST/GraphQL/API design appears in large volumes of job postings and vendor docs, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PROTOCOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 10
- Sub-category id
- 902
- 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) |
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) | |
| 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) | |
| Core Data | in_db |
Local Persistence and Offline Behavior
local-persistence-and-offline-behavior
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| APIs | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Cocoa Touch | type=Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Core Animation | type=Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Core Graphics | type=Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Core Text | type=Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "BS/MS degree in Computer Science, Engineering or a related subject",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [],
"role": "iOS developer",
"role_aliases": [
"iOS Engineer",
"Mobile Developer",
"iOS Application Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design and build advanced",
"last_5_words": "to maximize development efficiency."
},
"text": "\u2022 Design and build advanced applications for the iOS platform\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features.\n\u2022 Unit-test code for robustness, including edge cases, usability, and general reliability.\n\u2022 Work on bug fixing and improving application performance.\n\u2022 Continuously discover, evaluate, and implement new technologies to maximize development efficiency.",
"word_count": 51
},
{
"bullet_count": 9,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 BS/MS degree in Computer",
"last_5_words": "the full mobile development life cycle."
},
"text": "\u2022 BS/MS degree in Computer Science, Engineering or a related subject\n\u2022 Proven working experience in software development\n\u2022 Working experience in iOS development\n\u2022 Have published one or more iOS apps in the app store\n\u2022 A deep familiarity with Objective-C and Cocoa Touch\n\u2022 Experience working with iOS frameworks such as Core Data, Core Animation, Core Graphics and Core Text\n\u2022 Experience with third-party libraries and APIs\n\u2022 Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies\n\u2022 Solid understanding of the full mobile development life cycle.",
"word_count": 83
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "iOS"
},
{
"is_primary": true,
"skill_name": "Objective-C"
},
{
"is_primary": true,
"skill_name": "Cocoa Touch"
},
{
"is_primary": true,
"skill_name": "Core Data"
},
{
"is_primary": true,
"skill_name": "Core Animation"
},
{
"is_primary": true,
"skill_name": "Core Graphics"
},
{
"is_primary": true,
"skill_name": "Core Text"
},
{
"is_primary": false,
"skill_name": "APIs"
}
],
"jd_role": {
"display_name": "iOS developer",
"rationale": null,
"role_aliases": [
"iOS Engineer",
"Mobile Developer",
"iOS Application Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or related)",
"raw": "BS/MS degree in Computer Science, Engineering or a related subject",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [],
"role": "iOS developer",
"role_aliases": [
"iOS Engineer",
"Mobile Developer",
"iOS Application Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Design and build advanced",
"last_5_words": "to maximize development efficiency."
},
"text": "\u2022 Design and build advanced applications for the iOS platform\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features.\n\u2022 Unit-test code for robustness, including edge cases, usability, and general reliability.\n\u2022 Work on bug fixing and improving application performance.\n\u2022 Continuously discover, evaluate, and implement new technologies to maximize development efficiency.",
"word_count": 51
},
{
"bullet_count": 9,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 BS/MS degree in Computer",
"last_5_words": "the full mobile development life cycle."
},
"text": "\u2022 BS/MS degree in Computer Science, Engineering or a related subject\n\u2022 Proven working experience in software development\n\u2022 Working experience in iOS development\n\u2022 Have published one or more iOS apps in the app store\n\u2022 A deep familiarity with Objective-C and Cocoa Touch\n\u2022 Experience working with iOS frameworks such as Core Data, Core Animation, Core Graphics and Core Text\n\u2022 Experience with third-party libraries and APIs\n\u2022 Working knowledge of the general mobile landscape, architectures, trends, and emerging technologies\n\u2022 Solid understanding of the full mobile development life cycle.",
"word_count": 83
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "9d536511-1e45-42ca-810a-9610917efee3",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "iOS Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 6,
"score": 1.0,
"slug": "ios-engineer",
"total_count": null
},
{
"display_name": "Native Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 75,
"score": 1.0,
"slug": "native-mobile-developer",
"total_count": null
},
{
"display_name": "Android Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 4,
"score": 1.0,
"slug": "android-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "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": "Design and build advanced applications for the iOS platform",
"similarity": 0.6309
},
{
"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 working with iOS frameworks such as Core Data, Core Animation, Core Graphics and Core Text",
"similarity": 0.5692
},
{
"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": "A deep familiarity with Objective-C and Cocoa Touch",
"similarity": 0.491
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 6,
"score": 0.5637,
"slug": "ios-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with cross-functional teams to define, design, and ship new features.",
"similarity": 0.7277
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Continuously discover, evaluate, and implement new technologies to maximize development efficiency.",
"similarity": 0.4623
},
{
"kra_text": "structure reusable application code",
"sentence": "Unit-test code for robustness, including edge cases, usability, and general reliability.",
"similarity": 0.4499
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5466,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborate with cross-functional teams to define, design, and ship new features.",
"similarity": 0.5702
},
{
"kra_text": "code review and refactoring",
"sentence": "Unit-test code for robustness, including edge cases, usability, and general reliability.",
"similarity": 0.4854
},
{
"kra_text": "code review and refactoring",
"sentence": "Work on bug fixing and improving application performance.",
"similarity": 0.4757
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5105,
"slug": "angular-frontend-developer",
"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": "Collaborate with cross-functional teams to define, design, and ship new features.",
"similarity": 0.585
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Continuously discover, evaluate, and implement new technologies to maximize development efficiency.",
"similarity": 0.5335
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Work on bug fixing and improving application performance.",
"similarity": 0.3965
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.505,
"slug": "devops-engineer",
"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": "Collaborate with cross-functional teams to define, design, and ship new features.",
"similarity": 0.5717
},
{
"kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
"sentence": "Work on bug fixing and improving application performance.",
"similarity": 0.5087
},
{
"kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
"sentence": "Continuously discover, evaluate, and implement new technologies to maximize development efficiency.",
"similarity": 0.4321
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.5042,
"slug": "frontend-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "iOS Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Core Data",
"Objective-C"
],
"role_id": 6,
"score": 0.2857,
"slug": "ios-engineer",
"total_count": 7
},
{
"display_name": "Native Mobile Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Core Data",
"Objective-C"
],
"role_id": 75,
"score": 0.2857,
"slug": "native-mobile-developer",
"total_count": 7
},
{
"display_name": "Android Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Core Data"
],
"role_id": 4,
"score": 0.1429,
"slug": "android-engineer",
"total_count": 7
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Core Data"
],
"role_id": 11,
"score": 0.1429,
"slug": "hybrid-mobile-developer",
"total_count": 7
},
{
"display_name": "React Native Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Core Data"
],
"role_id": 73,
"score": 0.1429,
"slug": "react-native-developer",
"total_count": 7
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"chosen_role": {
"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
},
"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",
"sub_role": {
"confidence": 0.95,
"display_name": "iOS Developer",
"reasoning": "hoisted from chosen leaf (case=A)",
"role_id": 6,
"slug": "ios-engineer"
}
},
"stage5_updates": null
}
API 2 — extract-details
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 2540,
"existing_alias_text": "iOS",
"input_term": "iOS",
"matched_canonical": {
"category_id": 9,
"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": 767,
"existing_alias_text": "Objective-C",
"input_term": "Objective-C",
"matched_canonical": {
"category_id": 6,
"display_name": "Objective-C",
"id": 441,
"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": 785,
"existing_alias_text": "Core Data",
"input_term": "Core Data",
"matched_canonical": {
"category_id": 5,
"display_name": "Core Data",
"id": 459,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "core-data",
"sub_category_id": 336,
"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": 1828,
"existing_alias_text": "APIs",
"input_term": "APIs",
"matched_canonical": {
"category_id": 10,
"display_name": "APIs",
"id": 1192,
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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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},
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{
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},
{
"display_name": "Flutter Developer",
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},
{
"display_name": "Hybrid Mobile Developer",
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},
{
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},
{
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},
{
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}
]
},
{
"dimension": {
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},
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}
],
"input_final_skills": [
"iOS",
"Objective-C",
"Cocoa Touch",
"Core Data",
"Core Animation",
"Core Graphics",
"Core Text",
"APIs"
],
"input_llm_skills": [
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"Cocoa Touch",
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{
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],
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{
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}
],
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{
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],
"canonical": {
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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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{
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],
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},
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{
"dimension": {
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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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},
{
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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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{
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},
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}
],
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}
],
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]
}
API 3 — final-role-output
{
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},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "iOS",
"tag": "in_db"
},
{
"skill": "Objective-C",
"tag": "in_db"
},
{
"skill": "Cocoa Touch",
"tag": "new"
},
{
"skill": "Core Data",
"tag": "in_db"
},
{
"skill": "Core Animation",
"tag": "new"
},
{
"skill": "Core Graphics",
"tag": "new"
},
{
"skill": "Core Text",
"tag": "new"
},
{
"skill": "APIs",
"tag": "in_db"
}
],
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"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
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{
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},
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
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},
{
"chosen_role_id": 75,
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},
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"matched_chosen_role": true,
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"role_dimension_saved": true,
"roles_from_db": [
{
"display_name": "Native Mobile Developer",
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"role_archetype": "Engineering",
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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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},
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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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],
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},
{
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},
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],
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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.