Pipeline run
01c3597d-3406-4d90-8a1b-fab8863d3160
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Hybrid Mobile Developer
CASE Dslug: hybrid-mobile-developer · id: 11 · source: db
LLM2 picked hybrid-mobile-developer (confidence 0.85)
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
We're looking to hire a Fullstack Mobile app developer who can work with us and with our clients. Below we've mentioned some details and Technology preference. The duties and responsibilities of an app developer will depend on the level of experience. A mobile app developer’s primary duty is to create, maintain, and implement the source code to develop mobile apps and mobile platform programs that meet the needs and requirements of the clients using the computer programming languages. Additionally, mobile application developers may also design prototype applications, provide the unit structure, and help the application development team or clients in the plans. Technology preference that the developer should use is React Native or Flutter. Thanks!
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
- React Native (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Mobile App Framework
- Vendor
- Meta
- License
- mit
- Year introduced
- 2015
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: React Native appears in many mobile engineer job descriptions and is widely used in production apps by major vendors, indicating strong hiring-pipeline demand rather than niche adoption.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 2146
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cross-Platform Mobile UI Frameworks Catalog dimension db id 319
Library dimension (catalog)
Roles linked in library: React Native Developer
-
UI Frameworks and Rendering Catalog dimension db id 115
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cross-Platform Mobile UI Frameworks
cross-platform-mobile-ui-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Aliases — catalog
- Flutter (CANONICAL) primary
- Flutter 3 (VERSION)
- Flutter 3.x (VERSION)
- Flutter3 (VERSION)
- flutter (VERSION)
- flutter 3 (VERSION)
- flutter 3.x (VERSION)
- flutter3 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Ui Framework
- Vendor
- License
- bsd
- Year introduced
- 2015
- Confidence
- 0.99
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 3.x
Maturity reasoning: Flutter appears in many mobile/full-stack job postings and is a common cross-platform UI framework; Google continues active releases and ecosystem growth, indicating broad adoption rather than niche use.
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)
-
Flutter UI Framework Catalog dimension db id 312
Library dimension (catalog)
Roles linked in library: Flutter Developer
-
UI Frameworks and Rendering Catalog dimension db id 115
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Flutter UI Framework
flutter-ui-framework
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
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 |
|---|---|---|---|---|---|---|
| React Native | in_db |
Cross-Platform Mobile UI Frameworks
cross-platform-mobile-ui-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React Native | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Flutter | in_db |
Flutter UI Framework
flutter-ui-framework
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Flutter | in_db |
UI Frameworks and Rendering
ui-frameworks-and-rendering
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
Library artifacts (this run)
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": "Other"
},
"secondary": null
},
"education": [],
"experience": null,
"job_locations": [],
"role": "Fullstack Mobile app developer",
"role_aliases": [
"Mobile Developer",
"Fullstack Developer",
"Mobile App Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Duties and Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "The duties and responsibilities of",
"last_5_words": "help the application development team"
},
"text": "The duties and responsibilities of an app developer will depend on the level of experience. A mobile app developer\u2019s primary duty is to create, maintain, and implement the source code to develop mobile apps and mobile platform programs that meet the needs and requirements of the clients using the computer programming languages.\n\nAdditionally, mobile application developers may also design prototype applications, provide the unit structure, and help the application development team or clients in the plans.",
"word_count": 83
},
{
"bullet_count": 0,
"heading": "Technology Preference",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Technology preference that the developer",
"last_5_words": "or Flutter."
},
"text": "Technology preference that the developer should use is React Native or Flutter.",
"word_count": 15
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "React Native"
},
{
"is_primary": true,
"skill_name": "Flutter"
}
],
"jd_role": {
"display_name": "Fullstack Mobile app developer",
"rationale": null,
"role_aliases": [
"Mobile Developer",
"Fullstack Developer",
"Mobile App Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": null,
"job_locations": [],
"role": "Fullstack Mobile app developer",
"role_aliases": [
"Mobile Developer",
"Fullstack Developer",
"Mobile App Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Duties and Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "The duties and responsibilities of",
"last_5_words": "help the application development team"
},
"text": "The duties and responsibilities of an app developer will depend on the level of experience. A mobile app developer\u2019s primary duty is to create, maintain, and implement the source code to develop mobile apps and mobile platform programs that meet the needs and requirements of the clients using the computer programming languages.\n\nAdditionally, mobile application developers may also design prototype applications, provide the unit structure, and help the application development team or clients in the plans.",
"word_count": 83
},
{
"bullet_count": 0,
"heading": "Technology Preference",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Technology preference that the developer",
"last_5_words": "or Flutter."
},
"text": "Technology preference that the developer should use is React Native or Flutter.",
"word_count": 15
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "01c3597d-3406-4d90-8a1b-fab8863d3160",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 1.0,
"slug": "hybrid-mobile-developer",
"total_count": null
},
{
"display_name": "Android Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 4,
"score": 1.0,
"slug": "android-engineer",
"total_count": null
},
{
"display_name": "Native Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 75,
"score": 1.0,
"slug": "native-mobile-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 435,
"score": 1.0,
"slug": "fullstack-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": [
{
"kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
"sentence": "Technology preference that the developer should use is React Native or Flutter.",
"similarity": 0.6008
},
{
"kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
"sentence": "A mobile app developer\u2019s primary duty is to create, maintain, and implement the source code to develop mobile apps and mobile platform programs that meet the needs and requirements of the clients using the computer programming languages.",
"similarity": 0.4285
},
{
"kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
"sentence": "Additionally, mobile application developers may also design prototype applications, provide the unit structure, and help the application development team or clients in the plans.",
"similarity": 0.4187
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 0.4827,
"slug": "hybrid-mobile-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": "Technology preference that the developer should use is React Native or Flutter.",
"similarity": 0.5095
},
{
"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 mobile app developer\u2019s primary duty is to create, maintain, and implement the source code to develop mobile apps and mobile platform programs that meet the needs and requirements of the clients using the computer programming languages.",
"similarity": 0.4632
},
{
"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": "Additionally, mobile application developers may also design prototype applications, provide the unit structure, and help the application development team or clients in the plans.",
"similarity": 0.4513
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 6,
"score": 0.4747,
"slug": "ios-engineer",
"total_count": null
},
{
"display_name": "Android Developer",
"kra_matches": [
{
"kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
"sentence": "Technology preference that the developer should use is React Native or Flutter.",
"similarity": 0.4984
},
{
"kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
"sentence": "Additionally, mobile application developers may also design prototype applications, provide the unit structure, and help the application development team or clients in the plans.",
"similarity": 0.436
},
{
"kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
"sentence": "A mobile app developer\u2019s primary duty is to create, maintain, and implement the source code to develop mobile apps and mobile platform programs that meet the needs and requirements of the clients using the computer programming languages.",
"similarity": 0.4066
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 4,
"score": 0.447,
"slug": "android-engineer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "Implement mobile screens and flows",
"sentence": "Additionally, mobile application developers may also design prototype applications, provide the unit structure, and help the application development team or clients in the plans.",
"similarity": 0.4461
},
{
"kra_text": "prepare mobile releases",
"sentence": "A mobile app developer\u2019s primary duty is to create, maintain, and implement the source code to develop mobile apps and mobile platform programs that meet the needs and requirements of the clients using the computer programming languages.",
"similarity": 0.4311
},
{
"kra_text": "Implement mobile screens and flows",
"sentence": "Technology preference that the developer should use is React Native or Flutter.",
"similarity": 0.405
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.4274,
"slug": "react-native-developer",
"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": "Additionally, mobile application developers may also design prototype applications, provide the unit structure, and help the application development team or clients in the plans.",
"similarity": 0.4962
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "A mobile app developer\u2019s primary duty is to create, maintain, and implement the source code to develop mobile apps and mobile platform programs that meet the needs and requirements of the clients using the computer programming languages.",
"similarity": 0.3852
},
{
"kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
"sentence": "Technology preference that the developer should use is React Native or Flutter.",
"similarity": 0.3828
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4214,
"slug": "full-stack-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Flutter",
"React Native"
],
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": 2
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Flutter",
"React Native"
],
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": 2
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Flutter",
"React Native"
],
"role_id": 11,
"score": 1.0,
"slug": "hybrid-mobile-developer",
"total_count": 2
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Flutter",
"React Native"
],
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": 2
},
{
"display_name": "Ionic Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Flutter",
"React Native"
],
"role_id": 434,
"score": 1.0,
"slug": "ionic-developer",
"total_count": 2
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "D",
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 1.0,
"slug": "hybrid-mobile-developer",
"total_count": null
},
"confidence": 0.85,
"is_new_role": false,
"llm2_fired": true,
"llm2_reasoning": "The JD specifies cross-platform mobile development with React Native or Flutter, matching the Hybrid Mobile Developer\u2019s core responsibilities.",
"matched_dimensions": [],
"matched_kras": [],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "LLM2 picked hybrid-mobile-developer (confidence 0.85)",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 13,
"centroid_updated": true,
"collision_log_id": 226,
"new_kra_attached": null,
"new_skills_attached": [],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": 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": 1657,
"existing_alias_text": "React Native",
"input_term": "React Native",
"matched_canonical": {
"category_id": 5,
"display_name": "React Native",
"id": 1040,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "react-native",
"sub_category_id": 2146,
"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": 1659,
"existing_alias_text": "flutter",
"input_term": "Flutter",
"matched_canonical": {
"category_id": 5,
"display_name": "Flutter",
"id": 1041,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "flutter",
"sub_category_id": 341,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "React Native Developer",
"id": 73,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-native-developer",
"source": "db"
},
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
},
{
"display_name": "Flutter Developer",
"id": 74,
"rationale": null,
"role_archetype": "Engineering",
"slug": "flutter-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": "LLM2 picked hybrid-mobile-developer (confidence 0.85)",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cross-Platform Mobile UI Frameworks",
"id": 319,
"rationale": "Frameworks, rendering models, and component libraries used to build shared mobile screens, layouts, and interactive experiences across platforms. This includes React Native and related tooling such as React Native CLI and Expo, as well as cross-platform UI libraries and interaction patterns like React Native Paper, NativeBase, gesture handlers, and animated components; it also covers comparable hybrid mobile UI frameworks such as Flutter. Excludes browser-only frontend frameworks and native platform UI toolkits such as SwiftUI, UIKit, Jetpack Compose, and Android Views.",
"slug": "cross-platform-mobile-ui-frameworks",
"source": "db"
},
"input_skill": "React Native",
"llm_role": null,
"roles_from_db": [
{
"display_name": "React Native Developer",
"id": 73,
"rationale": null,
"role_archetype": "Engineering",
"slug": "react-native-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "UI Frameworks and Rendering",
"id": 115,
"rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
"slug": "ui-frameworks-and-rendering",
"source": "db"
},
"input_skill": "React Native",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
"id": 434,
"rationale": null,
"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
"rationale": null,
"role_archetype": null,
"slug": "web-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Flutter UI Framework",
"id": 312,
"rationale": "Flutter framework primitives used to build screens, reusable components, and interactive client experiences. This cluster is coherent because Flutter developers spend much of their time composing widgets and managing rendering behavior.",
"slug": "flutter-ui-framework",
"source": "db"
},
"input_skill": "Flutter",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Flutter Developer",
"id": 74,
"rationale": null,
"role_archetype": "Engineering",
"slug": "flutter-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "UI Frameworks and Rendering",
"id": 115,
"rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
"slug": "ui-frameworks-and-rendering",
"source": "db"
},
"input_skill": "Flutter",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
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},
{
"display_name": "Hybrid Mobile Developer",
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},
{
"display_name": "Ionic Developer",
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},
{
"display_name": "Web Developer",
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"role_archetype": null,
"slug": "web-developer",
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}
]
}
],
"input_final_skills": [
"React Native",
"Flutter"
],
"input_llm_skills": [
"React Native",
"Flutter"
],
"new_aliases_persisted": 0,
"run_id": "01c3597d-3406-4d90-8a1b-fab8863d3160",
"skills_detail": [
{
"aliases_in_db": [
{
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"alias_type": "CANONICAL",
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}
],
"canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
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"sub_category_id": 2146,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
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"slug": "cross-platform-mobile-ui-frameworks",
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},
"input_skill": "React Native",
"llm_role": null,
"roles_from_db": [
{
"display_name": "React Native Developer",
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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": "Web Developer",
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]
}
],
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"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
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},
{
"alias_text": "Flutter 3",
"alias_type": "VERSION",
"id": 4372,
"is_primary": false,
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},
{
"alias_text": "Flutter 3.x",
"alias_type": "VERSION",
"id": 4373,
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},
{
"alias_text": "Flutter3",
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},
{
"alias_text": "flutter",
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},
{
"alias_text": "flutter 3",
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"id": 1661,
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},
{
"alias_text": "flutter 3.x",
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"id": 1662,
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},
{
"alias_text": "flutter3",
"alias_type": "VERSION",
"id": 1660,
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],
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
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{
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"slug": "flutter-ui-framework",
"source": "db"
},
"input_skill": "Flutter",
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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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"rationale": "LLM2 picked hybrid-mobile-developer (confidence 0.85)",
"role_archetype": null,
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},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "React Native",
"tag": "in_db"
},
{
"skill": "Flutter",
"tag": "in_db"
}
],
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"llm_cost_api3_usd": null,
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"persistence": {
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},
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"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": [
{
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}
],
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},
{
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},
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"role_dimension_saved": true,
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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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},
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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.