Pipeline run
d929780d-a572-4bbc-8a59-c0f27e7c1e78
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
Frontend Developer
CASE Aslug: frontend-engineer · id: 7 · source: db
Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Job Description: \n\n\nPosition: PHP Developer\nLocation: Hyderabad , Bengaluru, Pune, Chandigarh, Chennai, Panchkula, Mumbai, Gurugram \nExperience Required: 7+ Years\nSalary: Up to 15 LPA\nNotice Period: Immediate to 15 days\n\n\nJob role\nWe are looking for an experienced PHP Developer to join our team and drive the development of robust, scalable web applications. The ideal candidate will have extensive knowledge of PHP and be adept at working within a collaborative, agile environment to build and enhance complex solutions. This role requires a self-starter with a passion for high-quality code and a keen eye for troubleshooting.\n\n\nKey Responsibilities\n► Develop, test, and maintain high-quality web applications using PHP.\n► Collaborate with cross-functional teams to gather requirements and define technical specifications.\n► Optimize applications for performance, scalability, and security.\n► Troubleshoot, analyze, and resolve application issues, ensuring minimal downtime.\n► Participate actively in code reviews and continuously improve application functionality.\n\n\nQualifications\n► Bachelor’s degree in Computer Science, Information Technology, or a related field.\n► Strong experience in PHP frameworks (such as Laravel or CodeIgniter).\n► Proven ability to work independently and in team-oriented environments.\n► Excellent analytical and problem-solving skills with strong attention to detail.\n\n\nTechnical Skills: PHP, MySQL, Laravel, CodeIgniter, HTML, CSS, JavaScript, REST APIs, Git
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
- PHP (CANONICAL) primary
Stored enrichment (catalog DB)
- Category
- Language
- Sub-category
- Programming Language
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
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)
-
PHP and Magento Extension Points Catalog dimension db id 391
Library dimension (catalog)
Roles linked in library: Magento Dev
-
PHP and WordPress Hooks Catalog dimension db id 326
Library dimension (catalog)
Roles linked in library: WordPress Dev
-
Programming Languages & Template Languages Catalog dimension db id 359
Library dimension (catalog)
Roles linked in library: Drupal Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
PHP and Magento Extension Points
php-and-magento-extension-points
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
PHP and WordPress Hooks
php-and-wordpress-hooks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- Code Review (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- SoftSkill
- Sub-category
- Code Review
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.
Skill profile (library / DB)
- Skill nature
- PRACTICE
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 58
- Sub-category id
- 364
- 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 |
|---|---|---|---|---|---|---|
| PHP | in_db |
PHP and Magento Extension Points
php-and-magento-extension-points
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| PHP | in_db |
PHP and WordPress Hooks
php-and-wordpress-hooks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| PHP | in_db |
Programming Languages & Template Languages
programming-languages-template-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Code Review | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
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": {
"currency": "INR",
"max": 15,
"min": null,
"period": "annual",
"raw": "Up to 15 LPA"
},
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Information Technology (or related)",
"raw": "Bachelor\u2019s degree in Computer Science, Information Technology, or a related field.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 7,
"raw": "7+ Years"
},
"job_locations": [
{
"aliases": [],
"city": "Hyderabad",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [
"Bangalore"
],
"city": "Bengaluru",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": "Pune",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": "Chandigarh",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": "Chennai",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": "Panchkula",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": "Mumbai",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [
"Gurgaon"
],
"city": "Gurugram",
"country": "India",
"state": null,
"work_mode": null
}
],
"role": "PHP Developer",
"role_aliases": [
"PHP Engineer",
"Web Developer",
"Software Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u25ba Develop, test, and maintain",
"last_5_words": "continuously improve application functionality."
},
"text": "\u25ba Develop, test, and maintain high-quality web applications using PHP.\n\u25ba Collaborate with cross-functional teams to gather requirements and define technical specifications.\n\u25ba Optimize applications for performance, scalability, and security.\n\u25ba Troubleshoot, analyze, and resolve application issues, ensuring minimal downtime.\n\u25ba Participate actively in code reviews and continuously improve application functionality.",
"word_count": 51
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "PHP"
},
{
"is_primary": false,
"skill_name": "Code Review"
}
],
"jd_role": {
"display_name": "PHP Developer",
"rationale": null,
"role_aliases": [
"PHP Engineer",
"Web Developer",
"Software Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": {
"currency": "INR",
"max": 15,
"min": null,
"period": "annual",
"raw": "Up to 15 LPA"
},
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Science / Information Technology (or related)",
"raw": "Bachelor\u2019s degree in Computer Science, Information Technology, or a related field.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 7,
"raw": "7+ Years"
},
"job_locations": [
{
"aliases": [],
"city": "Hyderabad",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [
"Bangalore"
],
"city": "Bengaluru",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": "Pune",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": "Chandigarh",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": "Chennai",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": "Panchkula",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [],
"city": "Mumbai",
"country": "India",
"state": null,
"work_mode": null
},
{
"aliases": [
"Gurgaon"
],
"city": "Gurugram",
"country": "India",
"state": null,
"work_mode": null
}
],
"role": "PHP Developer",
"role_aliases": [
"PHP Engineer",
"Web Developer",
"Software Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "Key Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u25ba Develop, test, and maintain",
"last_5_words": "continuously improve application functionality."
},
"text": "\u25ba Develop, test, and maintain high-quality web applications using PHP.\n\u25ba Collaborate with cross-functional teams to gather requirements and define technical specifications.\n\u25ba Optimize applications for performance, scalability, and security.\n\u25ba Troubleshoot, analyze, and resolve application issues, ensuring minimal downtime.\n\u25ba Participate actively in code reviews and continuously improve application functionality.",
"word_count": 51
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "d929780d-a572-4bbc-8a59-c0f27e7c1e78",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 1.0,
"slug": "web-developer",
"total_count": null
},
{
"display_name": "PHP Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 86,
"score": 1.0,
"slug": "php-backend-developer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "optimize responsiveness and performance",
"sentence": "\u25ba Optimize applications for performance, scalability, and security.",
"similarity": 0.6474
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "\u25ba Collaborate with cross-functional teams to gather requirements and define technical specifications.",
"similarity": 0.5979
},
{
"kra_text": "structure reusable application code",
"sentence": "\u25ba Participate actively in code reviews and continuously improve application functionality.",
"similarity": 0.4071
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5508,
"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": "\u25ba Collaborate with cross-functional teams to gather requirements and define technical specifications.",
"similarity": 0.5763
},
{
"kra_text": "Optimizes application performance from database query efficiency through API response latency to frontend rendering speed and bundle size.",
"sentence": "\u25ba Optimize applications for performance, scalability, and security.",
"similarity": 0.5495
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "\u25ba Troubleshoot, analyze, and resolve application issues, ensuring minimal downtime.",
"similarity": 0.4879
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5379,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
"sentence": "\u25ba Optimize applications for performance, scalability, and security.",
"similarity": 0.5675
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "\u25ba Collaborate with cross-functional teams to gather requirements and define technical specifications.",
"similarity": 0.5332
},
{
"kra_text": "Supports production releases by diagnosing cross-browser compatibility issues, investigating UI regressions, and resolving frontend performance degradation.",
"sentence": "\u25ba Troubleshoot, analyze, and resolve application issues, ensuring minimal downtime.",
"similarity": 0.4623
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.521,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "\u25ba Participate actively in code reviews and continuously improve application functionality.",
"similarity": 0.5686
},
{
"kra_text": "collaboration with design and QA",
"sentence": "\u25ba Collaborate with cross-functional teams to gather requirements and define technical specifications.",
"similarity": 0.5566
},
{
"kra_text": "UI responsiveness and performance",
"sentence": "\u25ba Optimize applications for performance, scalability, and security.",
"similarity": 0.4377
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.521,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Java Backend Developer",
"kra_matches": [
{
"kra_text": "backend performance tuning",
"sentence": "\u25ba Optimize applications for performance, scalability, and security.",
"similarity": 0.5709
},
{
"kra_text": "code refactoring and defect fixes",
"sentence": "\u25ba Participate actively in code reviews and continuously improve application functionality.",
"similarity": 0.5039
},
{
"kra_text": "service contract collaboration",
"sentence": "\u25ba Collaborate with cross-functional teams to gather requirements and define technical specifications.",
"similarity": 0.4388
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 79,
"score": 0.5045,
"slug": "java-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "WordPress Dev",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"PHP"
],
"role_id": 227,
"score": 1.0,
"slug": "wordpress-dev",
"total_count": 1
},
{
"display_name": "Drupal Dev",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"PHP"
],
"role_id": 228,
"score": 1.0,
"slug": "drupal-dev",
"total_count": 1
},
{
"display_name": "Magento Dev",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"PHP"
],
"role_id": 231,
"score": 1.0,
"slug": "magento-dev",
"total_count": 1
}
]
},
"stage4_decision": {
"alias_collision_detected": true,
"case": "A",
"chosen_role": {
"display_name": "Frontend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 1.0,
"slug": "frontend-engineer",
"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: Frontend Developer",
"sub_role": null
},
"stage5_updates": null
}
API 2 — extract-details
{
"alias_matches": [
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 4444,
"existing_alias_text": "PHP",
"input_term": "PHP",
"matched_canonical": {
"category_id": 6,
"display_name": "PHP",
"id": 2986,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "php",
"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": 864,
"existing_alias_text": "Code Review",
"input_term": "Code Review",
"matched_canonical": {
"category_id": 58,
"display_name": "Code Review",
"id": 516,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PRACTICE",
"slug": "code-review",
"sub_category_id": 364,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "alias"
}
],
"candidate_roles": [
{
"display_name": "Magento Dev",
"id": 231,
"rationale": null,
"role_archetype": "Engineering",
"slug": "magento-dev",
"source": "db"
},
{
"display_name": "WordPress Dev",
"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
"source": "db"
},
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
],
"chosen_role": {
"display_name": "Frontend Developer",
"id": 7,
"rationale": "Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer",
"role_archetype": null,
"slug": "frontend-engineer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "PHP and Magento Extension Points",
"id": 391,
"rationale": "Core implementation surface for Magento customizations, including module code, event-driven hooks, and platform conventions. This is the primary language-and-framework cluster for building upgrade-safe storefront behavior.",
"slug": "php-and-magento-extension-points",
"source": "db"
},
"input_skill": "PHP",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Magento Dev",
"id": 231,
"rationale": null,
"role_archetype": "Engineering",
"slug": "magento-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "PHP and WordPress Hooks",
"id": 326,
"rationale": "Core implementation language and extension points used to build WordPress behavior. This covers PHP code that powers themes, plugins, and site-specific customizations, plus the hook system that stitches features into WordPress lifecycle events.",
"slug": "php-and-wordpress-hooks",
"source": "db"
},
"input_skill": "PHP",
"llm_role": null,
"roles_from_db": [
{
"display_name": "WordPress Dev",
"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Programming Languages \u0026 Template Languages",
"id": 359,
"rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
"slug": "programming-languages-template-languages",
"source": "db"
},
"input_skill": "PHP",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Drupal Dev",
"id": 228,
"rationale": null,
"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
]
},
{
"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": "Code Review",
"llm_role": null,
"roles_from_db": []
}
],
"input_final_skills": [
"PHP",
"Code Review"
],
"input_llm_skills": [
"PHP",
"Code Review"
],
"new_aliases_persisted": 0,
"run_id": "d929780d-a572-4bbc-8a59-c0f27e7c1e78",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "PHP",
"alias_type": "CANONICAL",
"id": 4444,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 6,
"display_name": "PHP",
"id": 2986,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "LANGUAGE",
"slug": "php",
"sub_category_id": 96,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "PHP and Magento Extension Points",
"id": 391,
"rationale": "Core implementation surface for Magento customizations, including module code, event-driven hooks, and platform conventions. This is the primary language-and-framework cluster for building upgrade-safe storefront behavior.",
"slug": "php-and-magento-extension-points",
"source": "db"
},
"input_skill": "PHP",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Magento Dev",
"id": 231,
"rationale": null,
"role_archetype": "Engineering",
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}
]
},
{
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"slug": "php-and-wordpress-hooks",
"source": "db"
},
"input_skill": "PHP",
"llm_role": null,
"roles_from_db": [
{
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"id": 227,
"rationale": null,
"role_archetype": "Engineering",
"slug": "wordpress-dev",
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}
]
},
{
"dimension": {
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"display_name": "Programming Languages \u0026 Template Languages",
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"rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
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},
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"roles_from_db": [
{
"display_name": "Drupal Dev",
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"role_archetype": "Engineering",
"slug": "drupal-dev",
"source": "db"
}
]
}
],
"input_skill": "PHP",
"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": "Code Review",
"alias_type": "CANONICAL",
"id": 864,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 58,
"display_name": "Code Review",
"id": 516,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PRACTICE",
"slug": "code-review",
"sub_category_id": 364,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
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},
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}
],
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"new_skill_meta": null,
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}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
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"id": 7,
"rationale": "Multi-alias tie (4 roles at 1.0) resolved by TIER_A_KRA: Frontend Developer",
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},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
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"tag": "in_db"
},
{
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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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"source": "db"
},
"dimension_id": 391,
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"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": [
{
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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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],
"skill_dimension_saved": true,
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},
{
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"source": "db"
},
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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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}
],
"skill_dimension_saved": true,
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},
{
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"dimension": {
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"source": "db"
},
"dimension_id": 96,
"input_skill": "Code Review",
"llm_role": null,
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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": [],
"skill_dimension_saved": true,
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}
],
"new_skills_created": 0,
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},
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}