Pipeline run
718b4f91-a56e-4def-b28d-37222d9ccdbe
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
→Flutter Developer
sub-role · 0.89 domain · Software Engineering CASE DOMAINslug: hybrid-mobile-developer · id: 11 · source: db · sub-role slug: flutter-developer
Domain=Software Engineering → sub-role flutter-developer; The JD is centered on mobile app development for Android with Flutter, which best matches a hybrid mobile role rather than pure native Android.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Company Description WhiterApps is a forward-thinking IT solutions provider specializing in mobile and web app development, digital marketing, UI/UX design, and performance marketing. With a team of experienced developers, designers, and marketers, we deliver customized solutions to empower businesses to thrive in the digital landscape. Role Description This is a full-time remote role for an Android Developer Intern Flutter at WhiterApps. The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences. Qualifications • Mobile Application Development and Software Development skills • Experience in Android Design and Android Development • Knowledge of Flutter framework is a plus • Problem-solving and critical thinking abilities • Strong communication and collaboration skills • Ability to work independently and remotely • Currently pursuing a degree in Computer Science or related field PERKS--- Unpaid for 3 months only (Permanent after completed successful probation period) International Exposure Certificate LOR PPO
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
- 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) |
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 |
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 |
|---|---|---|---|---|---|---|
| Android | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| 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": {
"source_marker": {
"first_5_words": "WhiterApps is a forward-thinking",
"last_5_words": "thrive in the digital landscape."
},
"text": "WhiterApps is a forward-thinking IT solutions provider specializing in mobile and web app development, digital marketing, UI/UX design, and performance marketing. With a team of experienced developers, designers, and marketers, we deliver customized solutions to empower businesses to thrive in the digital landscape.",
"word_count": 48
},
"certifications": [],
"company_name": "WhiterApps",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "Currently pursuing a degree in Computer Science or related field",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Android Developer Intern Flutter",
"role_aliases": [
"Android Intern",
"Flutter Developer Intern",
"Mobile Developer Intern"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This is a full-time remote",
"last_5_words": "impactful digital experiences."
},
"text": "This is a full-time remote role for an Android Developer Intern Flutter at WhiterApps. The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.",
"word_count": 40
},
{
"bullet_count": 7,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Mobile Application Development and",
"last_5_words": "in Computer Science or related field"
},
"text": "\u2022 Mobile Application Development and Software Development skills\n\u2022 Experience in Android Design and Android Development\n\u2022 Knowledge of Flutter framework is a plus\n\u2022 Problem-solving and critical thinking abilities\n\u2022 Strong communication and collaboration skills\n\u2022 Ability to work independently and remotely\n\u2022 Currently pursuing a degree in Computer Science or related field",
"word_count": 56
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Android"
},
{
"is_primary": false,
"skill_name": "Flutter"
}
],
"jd_role": {
"display_name": "Android Developer Intern Flutter",
"rationale": null,
"role_aliases": [
"Android Intern",
"Flutter Developer Intern",
"Mobile Developer Intern"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "WhiterApps is a forward-thinking",
"last_5_words": "thrive in the digital landscape."
},
"text": "WhiterApps is a forward-thinking IT solutions provider specializing in mobile and web app development, digital marketing, UI/UX design, and performance marketing. With a team of experienced developers, designers, and marketers, we deliver customized solutions to empower businesses to thrive in the digital landscape.",
"word_count": 48
},
"certifications": [],
"company_name": "WhiterApps",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science (or related)",
"raw": "Currently pursuing a degree in Computer Science or related field",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Android Developer Intern Flutter",
"role_aliases": [
"Android Intern",
"Flutter Developer Intern",
"Mobile Developer Intern"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This is a full-time remote",
"last_5_words": "impactful digital experiences."
},
"text": "This is a full-time remote role for an Android Developer Intern Flutter at WhiterApps. The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.",
"word_count": 40
},
{
"bullet_count": 7,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Mobile Application Development and",
"last_5_words": "in Computer Science or related field"
},
"text": "\u2022 Mobile Application Development and Software Development skills\n\u2022 Experience in Android Design and Android Development\n\u2022 Knowledge of Flutter framework is a plus\n\u2022 Problem-solving and critical thinking abilities\n\u2022 Strong communication and collaboration skills\n\u2022 Ability to work independently and remotely\n\u2022 Currently pursuing a degree in Computer Science or related field",
"word_count": 56
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "718b4f91-a56e-4def-b28d-37222d9ccdbe",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"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": "The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.",
"similarity": 0.465
},
{
"kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
"sentence": "This is a full-time remote role for an Android Developer Intern Flutter at WhiterApps.",
"similarity": 0.4588
},
{
"kra_text": "Implements cross-platform mobile features using React Native, Flutter, or Ionic targeting both iOS and Android platforms from a shared codebase.",
"sentence": "Mobile Application Development and Software Development skills",
"similarity": 0.4463
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 0.4567,
"slug": "hybrid-mobile-developer",
"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": "The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.",
"similarity": 0.5269
},
{
"kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
"sentence": "Mobile Application Development and Software Development skills",
"similarity": 0.4037
},
{
"kra_text": "Develops native Android features using Kotlin or Java with Android SDK, Jetpack Compose, and Material Design components following platform conventions.",
"sentence": "This is a full-time remote role for an Android Developer Intern Flutter at WhiterApps.",
"similarity": 0.4017
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 4,
"score": 0.4441,
"slug": "android-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.",
"similarity": 0.4898
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Strong communication and collaboration skills",
"similarity": 0.4486
},
{
"kra_text": "structure reusable application code",
"sentence": "Mobile Application Development and Software Development skills",
"similarity": 0.39
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4428,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "iOS Developer",
"kra_matches": [
{
"kra_text": "Develops native iOS features using Swift or Objective-C with UIKit or SwiftUI, following Apple Human Interface Guidelines for iPhone and iPad applications.",
"sentence": "Mobile Application Development and Software Development skills",
"similarity": 0.4711
},
{
"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": "The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.",
"similarity": 0.451
},
{
"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": "This is a full-time remote role for an Android Developer Intern Flutter at WhiterApps.",
"similarity": 0.3939
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 6,
"score": 0.4386,
"slug": "ios-engineer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "Implement mobile screens and flows",
"sentence": "Mobile Application Development and Software Development skills",
"similarity": 0.4814
},
{
"kra_text": "Implement mobile screens and flows",
"sentence": "The role involves tasks such as mobile application development, Android design, software development, and collaborating with the team to create impactful digital experiences.",
"similarity": 0.4451
},
{
"kra_text": "Implement mobile screens and flows",
"sentence": "This is a full-time remote role for an Android Developer Intern Flutter at WhiterApps.",
"similarity": 0.357
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.4278,
"slug": "react-native-developer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 11,
"score": 0.96,
"slug": "hybrid-mobile-developer",
"total_count": null
},
"confidence": 0.96,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Mobile Application Development",
"Android App Design",
"Cross-platform Mobile Development",
"Team Collaboration",
"Independent Remote Work"
],
"matched_kras": [
"mobile application development",
"Android design",
"software development",
"collaborating with the team",
"create impactful digital experiences",
"work independently and remotely"
],
"matched_skills": [
"Mobile Application Development",
"Software Development",
"Android Design",
"Android Development",
"Flutter",
"problem-solving",
"critical thinking",
"communication",
"collaboration",
"remote work"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role flutter-developer; The JD is centered on mobile app development for Android with Flutter, which best matches a hybrid mobile role rather than pure native Android.",
"sub_role": {
"confidence": 0.89,
"display_name": "Flutter Developer",
"reasoning": "The title explicitly includes Flutter and the JD lists Flutter as a plus, while the rest of the role is general Android/mobile development.",
"role_id": 74,
"slug": "flutter-developer"
}
},
"stage5_updates": {
"centroid_n_after": 26,
"centroid_updated": true,
"collision_log_id": null,
"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": 2541,
"existing_alias_text": "Android",
"input_term": "Android",
"matched_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"
},
"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": "Flutter Developer",
"id": 74,
"rationale": null,
"role_archetype": "Engineering",
"slug": "flutter-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": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"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"
}
],
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": "Domain=Software Engineering \u2192 sub-role flutter-developer; The JD is centered on mobile app development for Android with Flutter, which best matches a hybrid mobile role rather than pure native Android.",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"dimensions": [
{
"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"
},
"input_skill": "Android",
"llm_role": null,
"roles_from_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",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"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"
}
]
}
],
"input_final_skills": [
"Android",
"Flutter"
],
"input_llm_skills": [
"Android",
"Flutter"
],
"new_aliases_persisted": 0,
"run_id": "718b4f91-a56e-4def-b28d-37222d9ccdbe",
"skills_detail": [
{
"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",
"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"
},
"input_skill": "Android",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "Android",
"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,
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"role_archetype": "Engineering",
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}
]
},
{
"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,
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"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
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},
{
"display_name": "Fullstack Developer",
"id": 435,
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"role_archetype": "Engineering",
"slug": "fullstack-developer",
"source": "db"
},
{
"display_name": "Hybrid Mobile Developer",
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"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"display_name": "Ionic Developer",
"id": 434,
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"role_archetype": null,
"slug": "ionic-developer",
"source": "db"
},
{
"display_name": "Web Developer",
"id": 25,
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"role_archetype": null,
"slug": "web-developer",
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}
]
}
],
"input_skill": "Flutter",
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"new_alias_text": null,
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}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": "Domain=Software Engineering \u2192 sub-role flutter-developer; The JD is centered on mobile app development for Android with Flutter, which best matches a hybrid mobile role rather than pure native Android.",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Android",
"tag": "in_db"
},
{
"skill": "Flutter",
"tag": "in_db"
}
],
"llm_cost_api1_usd": null,
"llm_cost_api2_usd": null,
"llm_cost_api3_usd": null,
"llm_cost_total_usd": null,
"persistence": {
"items": [
{
"chosen_role_id": 11,
"dimension": {
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"display_name": "React Frontend Development",
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"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,
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},
{
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},
"dimension_id": 312,
"input_skill": "Flutter",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": "Flutter Developer",
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"role_archetype": "Engineering",
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}
],
"skill_dimension_saved": true,
"skill_id": 1041,
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},
{
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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.",
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"source": "db"
},
"dimension_id": 115,
"input_skill": "Flutter",
"llm_role": null,
"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
"roles_from_db": [
{
"display_name": "Frontend Developer",
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"role_archetype": null,
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},
{
"display_name": "Fullstack Developer",
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"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 435,
"rationale": null,
"role_archetype": "Engineering",
"slug": "fullstack-developer",
"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,
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}
],
"new_skills_created": 0,
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"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "718b4f91-a56e-4def-b28d-37222d9ccdbe"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.