Pipeline run
6dbd4a4f-24b3-47ff-aaad-d4d7ec6e29f9
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
Hybrid Mobile Developer
CASE Aslug: hybrid-mobile-developer · id: 11 · source: db
Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Hybrid Mobile Developer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
ABOUT US: Invedus outsourcing delivers splendid business IT solutions and related services to clients across the globe. We marked our presence in the UK, and the USA in 2014 and expanded rapidly in India. Though we're specialists with a good track record and an excellent reputation for helping companies do business faster, better, and brighter than before, we never let ourselves forget that we're blessed to have our customers and not the other way around. Invedus is an Outsourcing company with clients in over 15 countries and offers services in various domains. We make remote hiring easy for both companies and developers. Our corporate values are not just a representation of who we are and how we function but also represent our core principles and deliver the highest standard of expectation. REQUIREMENTS: Proven work experience as a Mobile developer.Should have experience with react-native.Demonstrable portfolio of released applications on the App Store/Android market or Istore/Apple market.Excellent analytical skills with a good problem-solving attitude.Ability to perform in a team environment.4+ years of experience in the relevant field.Candidates with prior experience in React- Js developer, React Native Developer, and the Flutter developer will be preferred.BSc/B.tech degree in Computer Science or relevant field. SALARY: 8LPA-12LPA Shift Timing: : 6:30pm - 3:30am
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, 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
- React (CANONICAL) primary
- React 0.13 (VERSION)
- React 0.14 (VERSION)
- React 15 (VERSION)
- React 15.x (VERSION)
- React 16 (VERSION)
- React 16.x (VERSION)
- React 17 (VERSION)
- React 17.x (VERSION)
- React 18 (VERSION)
- React 18.x (VERSION)
- React 19 (VERSION)
- React v15 (VERSION)
- React v16 (VERSION)
- React v17 (VERSION)
- React v18 (VERSION)
- React v19 (VERSION)
- ReactJS 18 (VERSION)
- react 15 (VERSION)
- react 16 (VERSION)
- react 17 (VERSION)
- react 18 (VERSION)
- react 19 (VERSION)
- react15 (VERSION)
- react16 (VERSION)
- react17 (VERSION)
- react18 (VERSION)
- react19 (VERSION)
- reactjs 18 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Frontend Framework
- Vendor
- Meta
- License
- mit
- Year introduced
- 2013
- Confidence
- 0.98
- Version strategy
- SEPARATE_ENTITY
- Version tag
- 18
Maturity reasoning: React appears in high-volume frontend job postings across startups and enterprises and remains a default hiring-pipeline skill, with strong GitHub/npm usage and ecosystem activity.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 1072
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Application Frameworks & Libraries Catalog dimension db id 451
Library dimension (catalog)
Roles linked in library: Sitecore Dev
-
Frontend Frameworks and Libraries Catalog dimension db id 434
Library dimension (catalog)
Roles linked in library: Shopify Dev
-
JavaScript for WordPress Catalog dimension db id 329
Library dimension (catalog)
Roles linked in library: WordPress Dev
-
React Component Architecture Catalog dimension db id 302
Library dimension (catalog)
Roles linked in library: React Frontend Developer
-
UI Frameworks and Rendering Catalog dimension db id 115
Library dimension (catalog)
Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Frontend Frameworks and Libraries
frontend-frameworks-and-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
JavaScript for WordPress
javascript-for-wordpress
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
React Component Architecture
react-component-architecture
|
✓ | — | 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, 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 |
Aliases — catalog
- Apple App Store (CANONICAL) primary
Context tags (catalog)
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
|
Aliases — catalog
- Android (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Platform
- Sub-category
- Mobile Platform
- Vendor
- License
- apache_2
- Year introduced
- 2008
- Confidence
- 0.95
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Android appears in large volumes of mobile job postings and remains a standard platform in hiring pipelines; Google continues active platform releases and OEM ecosystem support, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PLATFORM
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 9
- Sub-category id
- 1201
- 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 |
|---|---|---|---|---|---|---|
| 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 | |
| React | in_db |
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React | in_db |
Frontend Frameworks and Libraries
frontend-frameworks-and-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React | in_db |
JavaScript for WordPress
javascript-for-wordpress
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React | in_db |
React Component Architecture
react-component-architecture
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| React | 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 | |
| App Store | new |
Mobile Vendor Platforms
mobile-vendor-platforms
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
| Android | 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 |
|---|---|---|
| dimension_skill_link_proposed | App Store ↔ Mobile Vendor Platforms | |
| role_dimension_link_proposed | Hybrid Mobile Developer ↔ Mobile Vendor Platforms |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Invedus outsourcing delivers splendid business",
"last_5_words": "highest standard of expectation."
},
"text": "Invedus outsourcing delivers splendid business IT solutions and related services to clients across the globe. We marked our presence in the UK, and the USA in 2014 and expanded rapidly in India. Though we\u0027re specialists with a good track record and an excellent reputation for helping companies do business faster, better, and brighter than before, we never let ourselves forget that we\u0027re blessed to have our customers and not the other way around. Invedus is an Outsourcing company with clients in over 15 countries and offers services in various domains. We make remote hiring easy for both companies and developers. Our corporate values are not just a representation of who we are and how we function but also represent our core principles and deliver the highest standard of expectation.",
"word_count": 104
},
"certifications": [],
"company_name": "Invedus",
"ctc": {
"currency": "INR",
"max": 12,
"min": 8,
"period": "annual",
"raw": "8LPA-12LPA"
},
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or relevant)",
"raw": "BSc/B.tech degree in Computer Science or relevant field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 4,
"raw": "4+ years of experience in the relevant field"
},
"job_locations": [],
"role": "Mobile Developer",
"role_aliases": [
"Mobile App Developer",
"React Native Developer",
"Mobile Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Proven work experience as a",
"last_5_words": "or relevant field."
},
"text": "Proven work experience as a Mobile developer.Should have experience with react-native.Demonstrable portfolio of released applications on the App Store/Android market or Istore/Apple market.Excellent analytical skills with a good problem-solving attitude.Ability to perform in a team environment.4+ years of experience in the relevant field.Candidates with prior experience in React- Js developer, React Native Developer, and the Flutter developer will be preferred.BSc/B.tech degree in Computer Science or relevant field.",
"word_count": 83
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "React Native"
},
{
"is_primary": false,
"skill_name": "React"
},
{
"is_primary": false,
"skill_name": "Flutter"
},
{
"is_primary": false,
"skill_name": "App Store"
},
{
"is_primary": false,
"skill_name": "Android"
}
],
"jd_role": {
"display_name": "Mobile Developer",
"rationale": null,
"role_aliases": [
"Mobile App Developer",
"React Native Developer",
"Mobile Software Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Invedus outsourcing delivers splendid business",
"last_5_words": "highest standard of expectation."
},
"text": "Invedus outsourcing delivers splendid business IT solutions and related services to clients across the globe. We marked our presence in the UK, and the USA in 2014 and expanded rapidly in India. Though we\u0027re specialists with a good track record and an excellent reputation for helping companies do business faster, better, and brighter than before, we never let ourselves forget that we\u0027re blessed to have our customers and not the other way around. Invedus is an Outsourcing company with clients in over 15 countries and offers services in various domains. We make remote hiring easy for both companies and developers. Our corporate values are not just a representation of who we are and how we function but also represent our core principles and deliver the highest standard of expectation.",
"word_count": 104
},
"certifications": [],
"company_name": "Invedus",
"ctc": {
"currency": "INR",
"max": 12,
"min": 8,
"period": "annual",
"raw": "8LPA-12LPA"
},
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science (or relevant)",
"raw": "BSc/B.tech degree in Computer Science or relevant field",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 4,
"raw": "4+ years of experience in the relevant field"
},
"job_locations": [],
"role": "Mobile Developer",
"role_aliases": [
"Mobile App Developer",
"React Native Developer",
"Mobile Software Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Requirements",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Proven work experience as a",
"last_5_words": "or relevant field."
},
"text": "Proven work experience as a Mobile developer.Should have experience with react-native.Demonstrable portfolio of released applications on the App Store/Android market or Istore/Apple market.Excellent analytical skills with a good problem-solving attitude.Ability to perform in a team environment.4+ years of experience in the relevant field.Candidates with prior experience in React- Js developer, React Native Developer, and the Flutter developer will be preferred.BSc/B.tech degree in Computer Science or relevant field.",
"word_count": 83
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "6dbd4a4f-24b3-47ff-aaad-d4d7ec6e29f9",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"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": "React Native Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 1.0,
"slug": "react-native-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
}
],
"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": "Proven work experience as a Mobile developer.Should have experience with react-native.Demonstrable portfolio of released applications on the App Store/Android market or Istore/Apple market.Excellent analytical skills with a good problem-solving attitude.Ability to perform in a team environment.4+ years of experience in the relevant field.Candidates with prior experience in React- Js developer, React Native Developer, and the Flutter developer will be preferred.BSc/B.tech degree in Computer Science or relevant field.",
"similarity": 0.539
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 0.539,
"slug": "hybrid-mobile-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "Implement mobile screens and flows",
"sentence": "Proven work experience as a Mobile developer.Should have experience with react-native.Demonstrable portfolio of released applications on the App Store/Android market or Istore/Apple market.Excellent analytical skills with a good problem-solving attitude.Ability to perform in a team environment.4+ years of experience in the relevant field.Candidates with prior experience in React- Js developer, React Native Developer, and the Flutter developer will be preferred.BSc/B.tech degree in Computer Science or relevant field.",
"similarity": 0.4236
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.4236,
"slug": "react-native-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": "Proven work experience as a Mobile developer.Should have experience with react-native.Demonstrable portfolio of released applications on the App Store/Android market or Istore/Apple market.Excellent analytical skills with a good problem-solving attitude.Ability to perform in a team environment.4+ years of experience in the relevant field.Candidates with prior experience in React- Js developer, React Native Developer, and the Flutter developer will be preferred.BSc/B.tech degree in Computer Science or relevant field.",
"similarity": 0.4196
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 6,
"score": 0.4196,
"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": "Proven work experience as a Mobile developer.Should have experience with react-native.Demonstrable portfolio of released applications on the App Store/Android market or Istore/Apple market.Excellent analytical skills with a good problem-solving attitude.Ability to perform in a team environment.4+ years of experience in the relevant field.Candidates with prior experience in React- Js developer, React Native Developer, and the Flutter developer will be preferred.BSc/B.tech degree in Computer Science or relevant field.",
"similarity": 0.4152
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 4,
"score": 0.4152,
"slug": "android-engineer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "Proven work experience as a Mobile developer.Should have experience with react-native.Demonstrable portfolio of released applications on the App Store/Android market or Istore/Apple market.Excellent analytical skills with a good problem-solving attitude.Ability to perform in a team environment.4+ years of experience in the relevant field.Candidates with prior experience in React- Js developer, React Native Developer, and the Flutter developer will be preferred.BSc/B.tech degree in Computer Science or relevant field.",
"similarity": 0.375
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.375,
"slug": "frontend-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"React Native"
],
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": 1
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"React Native"
],
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": 1
},
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"React Native"
],
"role_id": 11,
"score": 1.0,
"slug": "hybrid-mobile-developer",
"total_count": 1
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"React Native"
],
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": 1
},
{
"display_name": "React Native Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"React Native"
],
"role_id": 73,
"score": 1.0,
"slug": "react-native-developer",
"total_count": 1
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"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": 0.95,
"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 (4 roles at 1.0) resolved by TIER_A_KRA: Hybrid Mobile Developer",
"sub_role": null
},
"stage5_updates": null
}
API 2 — extract-details
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"alias_persisted": false,
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"is_extractable": true,
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"typical_lifespan": "EVERGREEN",
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
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"input_term": "React",
"matched_canonical": {
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"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
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},
"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",
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"is_extractable": true,
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"typical_lifespan": "EVERGREEN",
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},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
"alias_persisted": false,
"existing_alias_id": 1711,
"existing_alias_text": "Apple App Store",
"input_term": "App Store",
"matched_canonical": {
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},
"matched_via": "embedding_alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
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"existing_alias_text": "Android",
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},
"matched_via": "alias"
}
],
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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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}
]
},
{
"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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],
"input_llm_skills": [
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"new_aliases_persisted": 0,
"run_id": "6dbd4a4f-24b3-47ff-aaad-d4d7ec6e29f9",
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],
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]
}
],
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},
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{
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},
{
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},
{
"alias_text": "React 16.x",
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},
{
"alias_text": "React 17",
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},
{
"alias_text": "React 17.x",
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},
{
"alias_text": "React 18",
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},
{
"alias_text": "React 18.x",
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},
{
"alias_text": "React 19",
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},
{
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{
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},
{
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},
{
"alias_text": "React v18",
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},
{
"alias_text": "ReactJS 18",
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"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "react 15",
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{
"alias_text": "react 16",
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},
{
"alias_text": "react 17",
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{
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{
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{
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},
{
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},
{
"alias_text": "react17",
"alias_type": "VERSION",
"id": 3179,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "react18",
"alias_type": "VERSION",
"id": 3180,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "reactjs 18",
"alias_type": "VERSION",
"id": 2075,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 5,
"display_name": "React",
"id": 610,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "react",
"sub_category_id": 1072,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Application Frameworks \u0026 Libraries",
"id": 451,
"rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
"slug": "application-frameworks-libraries",
"source": "db"
},
"input_skill": "React",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Frontend Frameworks and Libraries",
"id": 434,
"rationale": "Utilizing modern JavaScript frameworks and Shopify libraries to build dynamic and interactive storefronts.",
"slug": "frontend-frameworks-and-libraries",
"source": "db"
},
"input_skill": "React",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Shopify Dev",
"id": 230,
"rationale": null,
"role_archetype": "Engineering",
"slug": "shopify-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "JavaScript for WordPress",
"id": 329,
"rationale": "Client-side scripting used to enhance WordPress themes, blocks, and admin/editor interactions. This includes modern JavaScript patterns as they apply to WordPress-specific behavior rather than standalone frontend applications.",
"slug": "javascript-for-wordpress",
"source": "db"
},
"input_skill": "React",
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{
"display_name": "WordPress Dev",
"id": 227,
"rationale": null,
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"slug": "wordpress-dev",
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}
]
},
{
"dimension": {
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"display_name": "React Component Architecture",
"id": 302,
"rationale": "Building reusable React components, composing props and children, and managing rendering behavior across feature screens. This is the primary framework cluster for a React frontend developer.",
"slug": "react-component-architecture",
"source": "db"
},
"input_skill": "React",
"llm_role": null,
"roles_from_db": [
{
"display_name": "React Frontend Developer",
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"rationale": null,
"role_archetype": "Engineering",
"slug": "react-frontend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "UI Frameworks and Rendering",
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"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",
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{
"display_name": "Frontend Developer",
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"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
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"role_archetype": "Engineering",
"slug": "fullstack-developer",
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},
{
"display_name": "Fullstack Developer",
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"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",
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}
]
}
],
"input_skill": "React",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Flutter",
"alias_type": "CANONICAL",
"id": 1658,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Flutter 3",
"alias_type": "VERSION",
"id": 4372,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Flutter 3.x",
"alias_type": "VERSION",
"id": 4373,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Flutter3",
"alias_type": "VERSION",
"id": 4371,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "flutter",
"alias_type": "VERSION",
"id": 1659,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "flutter 3",
"alias_type": "VERSION",
"id": 1661,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "flutter 3.x",
"alias_type": "VERSION",
"id": 1662,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "flutter3",
"alias_type": "VERSION",
"id": 1660,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"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"
},
"dimensions": [
{
"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",
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"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",
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"roles_from_db": [
{
"display_name": "Frontend Developer",
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"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
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"role_archetype": "Engineering",
"slug": "fullstack-developer",
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},
{
"display_name": "Fullstack Developer",
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"role_archetype": null,
"slug": "full-stack-engineer",
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},
{
"display_name": "Hybrid Mobile Developer",
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"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
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"role_archetype": null,
"slug": "ionic-developer",
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},
{
"display_name": "Web Developer",
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"rationale": null,
"role_archetype": null,
"slug": "web-developer",
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}
]
}
],
"input_skill": "Flutter",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Apple App Store",
"alias_type": "CANONICAL",
"id": 1711,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 9,
"display_name": "Apple App Store",
"id": 1085,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "apple-app-store",
"sub_category_id": 347,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Mobile Vendor Platforms",
"id": 172,
"rationale": "Knowledge of major mobile vendor platforms and their services for app distribution, testing, and analytics.",
"slug": "mobile-vendor-platforms",
"source": "db"
},
"input_skill": "App Store",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Hybrid Mobile Developer",
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"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
},
{
"aliases_in_db": [
{
"alias_text": "Android",
"alias_type": "CANONICAL",
"id": 2541,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 9,
"display_name": "Android",
"id": 1595,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PLATFORM",
"slug": "android",
"sub_category_id": 1201,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
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"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.",
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},
"input_skill": "Android",
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"roles_from_db": []
}
],
"input_skill": "Android",
"matched_via": "alias",
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"new_alias_text": null,
"new_skill_meta": null,
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"was_in_llm_skills": true
}
],
"unmatched_skills": []
}
API 3 — final-role-output
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"rationale": "Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Hybrid Mobile Developer",
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},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "React Native",
"tag": "in_db"
},
{
"skill": "React",
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},
{
"skill": "Flutter",
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},
{
"skill": "App Store",
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},
{
"skill": "Android",
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}
],
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"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
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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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"role_archetype": "Engineering",
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}
],
"skill_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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},
{
"display_name": "Web Developer",
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}
],
"skill_dimension_saved": true,
"skill_id": 1040,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
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"rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
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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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},
{
"chosen_role_id": 11,
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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": [
{
"display_name": "Shopify Dev",
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"role_archetype": "Engineering",
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}
],
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},
{
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},
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"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "WordPress Dev",
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}
],
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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": [
{
"display_name": "React Frontend Developer",
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],
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},
{
"chosen_role_id": 11,
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},
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
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{
"display_name": "Frontend Developer",
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"slug": "frontend-engineer",
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},
{
"display_name": "Fullstack Developer",
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},
{
"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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"role_archetype": null,
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},
{
"display_name": "Web Developer",
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}
],
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},
{
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"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.",
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"source": "db"
},
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"input_skill": "Flutter",
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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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}
],
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},
{
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},
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"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"roles_from_db": [
{
"display_name": "Frontend Developer",
"id": 7,
"rationale": null,
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"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"
}
],
"skill_dimension_saved": true,
"skill_id": 1041,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 11,
"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": true,
"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"
},
{
"chosen_role_id": 11,
"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": "Android",
"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": 1595,
"skill_tag": "in_db",
"skipped_reason": null
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 1
},
"planner_output": null,
"run_id": "6dbd4a4f-24b3-47ff-aaad-d4d7ec6e29f9"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.