Pipeline run
7e482478-63be-4210-98da-7015964957f0
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA descriptionvocab breakdown (legacy)
Signals
Post-classification
Captured for admin review
• Collaborate with our development team to design, develop, and implement new features for mobile applications • Participate in code reviews, testing, and debugging to ensure high-quality and efficien…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Hybrid Mobile Developer
→Flutter Developer
sub-role · 0.99 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 Flutter/Dart mobile app feature development, testing, debugging, and collaboration, which best matches a hybrid mobile developer role.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
We are seeking a talented and ambitious Flutter Development Intern to join our growing team. As a Flutter Development Intern, you will work closely with our experienced developers to create and maintain mobile applications using the Flutter framework. You will have the opportunity to work on cutting-edge projects and gain valuable experience in mobile app development. Key Responsibilities: • Collaborate with our development team to design, develop, and implement new features for mobile applications • Participate in code reviews, testing, and debugging to ensure high-quality and efficient code • Learn and stay up-to-date with the latest technologies and trends in mobile app development • Communicate effectively with team members and stakeholders to understand project requirements and deliverables Qualifications: • Currently pursuing a degree in Computer Science, Software Engineering, or related field • Strong understanding of the Dart programming language and the Flutter framework • Experience with mobile app development is a plus • Strong problem-solving and debugging skills • Strong communication and collaboration skills If you are passionate about mobile app development and looking for an opportunity to prove your talent, grab this opportunity Job Type: Full-time Work Type: Work From Home Salary: Unpaid Schedule: • Day shift Education: • Bachelor's (Preferred)
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
- Dart (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Vendor
- Dart Team
- License
- bsd
- Year introduced
- 2011
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Dart is widely used in Flutter mobile/web jobs and appears regularly in JDs; Google continues active support and ecosystem growth, indicating broad hiring demand rather than niche use.
Skill profile (library / DB)
- Skill nature
- LANGUAGE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 6
- Sub-category id
- 96
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Cross-Platform App Languages Catalog dimension db id 167
Library dimension (catalog)
Roles linked in library: Hybrid Mobile Developer
-
Dart Programming Catalog dimension db id 311
Library dimension (catalog)
Roles linked in library: Flutter Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved |
|
Dart Programming
dart-programming
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| Dart | in_db |
Cross-Platform App Languages
cross-platform-app-languages
|
✓ | ✓ | Existing dimension (library) · Role↔dimension saved | |
| Dart | in_db |
Dart Programming
dart-programming
|
✓ | — | 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": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Software Development"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science / Software Engineering (or related)",
"raw": "Bachelor\u0027s (Preferred)",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [],
"role": "Flutter Development Intern",
"role_aliases": [
"Flutter Intern",
"Mobile Development Intern"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Collaborate with our development",
"last_5_words": "requirements and deliverables"
},
"text": "\u2022 Collaborate with our development team to design, develop, and implement new features for mobile applications\n\u2022 Participate in code reviews, testing, and debugging to ensure high-quality and efficient code\n\u2022 Learn and stay up-to-date with the latest technologies and trends in mobile app development\n\u2022 Communicate effectively with team members and stakeholders to understand project requirements and deliverables",
"word_count": 56
},
{
"bullet_count": 5,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Currently pursuing a degree",
"last_5_words": "and collaboration skills"
},
"text": "\u2022 Currently pursuing a degree in Computer Science, Software Engineering, or related field\n\u2022 Strong understanding of the Dart programming language and the Flutter framework\n\u2022 Experience with mobile app development is a plus\n\u2022 Strong problem-solving and debugging skills\n\u2022 Strong communication and collaboration skills",
"word_count": 54
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Dart"
},
{
"is_primary": true,
"skill_name": "Flutter"
}
],
"jd_role": {
"display_name": "Flutter Development Intern",
"rationale": null,
"role_aliases": [
"Flutter Intern",
"Mobile Development Intern"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Software Development"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science / Software Engineering (or related)",
"raw": "Bachelor\u0027s (Preferred)",
"requirement": "preferred"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [],
"role": "Flutter Development Intern",
"role_aliases": [
"Flutter Intern",
"Mobile Development Intern"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 4,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Collaborate with our development",
"last_5_words": "requirements and deliverables"
},
"text": "\u2022 Collaborate with our development team to design, develop, and implement new features for mobile applications\n\u2022 Participate in code reviews, testing, and debugging to ensure high-quality and efficient code\n\u2022 Learn and stay up-to-date with the latest technologies and trends in mobile app development\n\u2022 Communicate effectively with team members and stakeholders to understand project requirements and deliverables",
"word_count": 56
},
{
"bullet_count": 5,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Currently pursuing a degree",
"last_5_words": "and collaboration skills"
},
"text": "\u2022 Currently pursuing a degree in Computer Science, Software Engineering, or related field\n\u2022 Strong understanding of the Dart programming language and the Flutter framework\n\u2022 Experience with mobile app development is a plus\n\u2022 Strong problem-solving and debugging skills\n\u2022 Strong communication and collaboration skills",
"word_count": 54
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "7e482478-63be-4210-98da-7015964957f0",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Participate in code reviews, testing, and debugging to ensure high-quality and efficient code",
"similarity": 0.6129
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborate with our development team to design, develop, and implement new features for mobile applications",
"similarity": 0.5367
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Strong communication and collaboration skills",
"similarity": 0.4449
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5315,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Participate in code reviews, testing, and debugging to ensure high-quality and efficient code",
"similarity": 0.6767
},
{
"kra_text": "Implement mobile screens and flows",
"sentence": "Collaborate with our development team to design, develop, and implement new features for mobile applications",
"similarity": 0.4774
},
{
"kra_text": "Implement mobile screens and flows",
"sentence": "Learn and stay up-to-date with the latest technologies and trends in mobile app development",
"similarity": 0.4292
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5277,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with our development team to design, develop, and implement new features for mobile applications",
"similarity": 0.6301
},
{
"kra_text": "translate product and design requirements",
"sentence": "Communicate effectively with team members and stakeholders to understand project requirements and deliverables",
"similarity": 0.4855
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Strong communication and collaboration skills",
"similarity": 0.4486
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5214,
"slug": "flutter-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": "Collaborate with our development team to design, develop, and implement new features for mobile applications",
"similarity": 0.553
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Communicate effectively with team members and stakeholders to understand project requirements and deliverables",
"similarity": 0.4906
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Strong problem-solving and debugging skills",
"similarity": 0.4445
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.496,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "code review and testing support",
"sentence": "Participate in code reviews, testing, and debugging to ensure high-quality and efficient code",
"similarity": 0.6694
},
{
"kra_text": "code review and testing support",
"sentence": "Strong problem-solving and debugging skills",
"similarity": 0.4673
},
{
"kra_text": "code review and testing support",
"sentence": "Collaborate with our development team to design, develop, and implement new features for mobile applications",
"similarity": 0.3331
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.4899,
"slug": "go-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Hybrid Mobile Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Dart",
"Flutter"
],
"role_id": 11,
"score": 1.0,
"slug": "hybrid-mobile-developer",
"total_count": 2
},
{
"display_name": "Flutter Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
"Dart",
"Flutter"
],
"role_id": 74,
"score": 1.0,
"slug": "flutter-developer",
"total_count": 2
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Flutter"
],
"role_id": 435,
"score": 0.5,
"slug": "fullstack-developer",
"total_count": 2
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Flutter"
],
"role_id": 7,
"score": 0.5,
"slug": "frontend-engineer",
"total_count": 2
},
{
"display_name": "Ionic Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"Flutter"
],
"role_id": 434,
"score": 0.5,
"slug": "ionic-developer",
"total_count": 2
}
]
},
"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": 0.99,
"slug": "hybrid-mobile-developer",
"total_count": null
},
"confidence": 0.99,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Mobile App Development",
"Cross-Functional Collaboration",
"Code Quality and Testing",
"Debugging and Problem Solving",
"Feature Development"
],
"matched_kras": [
"design, develop, and implement new features for mobile applications",
"Participate in code reviews, testing, and debugging",
"stay up-to-date with the latest technologies and trends",
"communicate effectively with team members and stakeholders",
"understand project requirements and deliverables"
],
"matched_skills": [
"Dart programming language",
"Flutter framework",
"mobile app development",
"code reviews",
"testing",
"debugging",
"communication",
"collaboration"
],
"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 Flutter/Dart mobile app feature development, testing, debugging, and collaboration, which best matches a hybrid mobile developer role.",
"sub_role": {
"confidence": 0.99,
"display_name": "Flutter Developer",
"reasoning": "The JD explicitly centers on Dart and the Flutter framework, which clearly matches Flutter Developer over the other hybrid mobile options.",
"role_id": 74,
"slug": "flutter-developer"
}
},
"stage5_updates": {
"centroid_n_after": 50,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1025,
"r_and_r_preview": "\u2022 Collaborate with our development team to design, develop, and implement new features for mobile applications\n\u2022 Participate in code reviews, testing, and debugging to ensure high-quality and efficien",
"role_display_name": "Hybrid Mobile Developer",
"role_slug": "hybrid-mobile-developer",
"status": "pending"
},
"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": 1652,
"existing_alias_text": "Dart",
"input_term": "Dart",
"matched_canonical": {
"category_id": 6,
"display_name": "Dart",
"id": 1037,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "dart",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 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": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
{
"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": 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": "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 Flutter/Dart mobile app feature development, testing, debugging, and collaboration, which best matches a hybrid mobile developer role.",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cross-Platform App Languages",
"id": 167,
"rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
"slug": "cross-platform-app-languages",
"source": "db"
},
"input_skill": "Dart",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Hybrid Mobile Developer",
"id": 11,
"rationale": null,
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Dart Programming",
"id": 311,
"rationale": "Core implementation language used to build Flutter app logic, UI composition, and client-side feature code. This is the primary coding surface for shared cross-platform app development.",
"slug": "dart-programming",
"source": "db"
},
"input_skill": "Dart",
"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": "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": 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,
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"slug": "web-developer",
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}
]
}
],
"input_final_skills": [
"Dart",
"Flutter"
],
"input_llm_skills": [
"Dart",
"Flutter"
],
"new_aliases_persisted": 0,
"run_id": "7e482478-63be-4210-98da-7015964957f0",
"skills_detail": [
{
"aliases_in_db": [
{
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"id": 1652,
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}
],
"canonical": {
"category_id": 6,
"display_name": "Dart",
"id": 1037,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "dart",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Cross-Platform App Languages",
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"rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
"slug": "cross-platform-app-languages",
"source": "db"
},
"input_skill": "Dart",
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"roles_from_db": [
{
"display_name": "Hybrid Mobile Developer",
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"slug": "hybrid-mobile-developer",
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}
]
},
{
"dimension": {
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"slug": "dart-programming",
"source": "db"
},
"input_skill": "Dart",
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"roles_from_db": [
{
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}
]
}
],
"input_skill": "Dart",
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"new_skill_meta": null,
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},
{
"aliases_in_db": [
{
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},
{
"alias_text": "Flutter 3",
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"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",
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"id": 1659,
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},
{
"alias_text": "flutter 3",
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"id": 1661,
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},
{
"alias_text": "flutter 3.x",
"alias_type": "VERSION",
"id": 1662,
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},
{
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],
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},
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{
"dimension": {
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"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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"slug": "ionic-developer",
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},
{
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}
]
}
],
"input_skill": "Flutter",
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}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
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"rationale": "Domain=Software Engineering \u2192 sub-role flutter-developer; The JD is centered on Flutter/Dart mobile app feature development, testing, debugging, and collaboration, which best matches a hybrid mobile developer role.",
"role_archetype": null,
"slug": "hybrid-mobile-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Dart",
"tag": "in_db"
},
{
"skill": "Flutter",
"tag": "in_db"
}
],
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"llm_cost_total_usd": null,
"persistence": {
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{
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"source": "db"
},
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"llm_role": null,
"matched_chosen_role": true,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
"role_dimension_saved": true,
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{
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],
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},
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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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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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{
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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,
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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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}
],
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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.