Pipeline run
9a81f341-332f-4310-8717-5e950c1c0998
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
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Fullstack Developer
CASE Aslug: full-stack-engineer · id: 15 · source: db
Exact alias hit on full-stack-engineer (1.0) — no other alias at this confidence; skill_top absent does not contradict
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Skills: MongoDB, Express.js, React, Node.js, JavaScript ES6+, RESTful APIs, Git, GraphQL, Company Name - Anderson Technology Pvt Ltd Website - Andreal.in Location - Near Ecospace, Kolkata Position Full Stack Developer Mob 9831778972 Mail - hr@andreal.in Company Overview Andreal is a renowned graphic design agency headquartered in Kolkata. We specialize in crafting exceptional, unique designs across print, audiovisual, and digital media. Our dedicated team of graphic designers offers comprehensive 2D and 3D design and content solutions, making your brand stand out in the competitive market. Job Overview We are seeking a skilled MERN Stack Developer to join our dynamic team in Kolkata. This full-time, mid-level position requires a 2-5 years of relevant experience. The ideal candidate will be instrumental in developing engaging digital solutions to enhance our brand offerings. Qualifications And Skills • Proficiency in JavaScript (Mandatory skill) is crucial for enhancing dynamic applications and interaction within interfaces. • Strong expertise in Node.js (Mandatory skill) for creating fast and scalable server-side and networking applications. • Experience with React to build intuitive, responsive user interfaces and manage state efficiently. • Familiarity with Angular, allowing the creation of modern single-page applications with enhanced functionality. • Understanding of Python for backend development, helping in automating and configuring integration processes. • Knowledge of Docker to enable consistent and reliable software deployment and scalability. • Experience with GraphQL to streamline client-server interactions and develop flexible APIs. • Ability to utilize AWS for cloud services, ensuring scalability, reliability, and security of applications. Roles And Responsibilities • Develop, test, and maintain robust and scalable web applications using the MERN stack. • Design and implement intuitive user interfaces across various devices and platforms. • Collaborate with design and content teams to integrate front-end and back-end components seamlessly. • Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability. • Participate in code reviews to maintain consistency and quality within the codebase. • Troubleshoot and debug applications to resolve any issues and improve performance. • Stay updated with emerging technology trends and apply them to projects for increasing innovation. • Ensure adherence to software development best practices, including security and data protection standards.
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Frameworks
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- UI/UX (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Domain
- Sub-category
- Ui Ux Design
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: UI/UX appears in a large share of product/design job descriptions across industries and is a standard hiring requirement, with strong demand on major job boards and design-tool ecosystems.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 37
- Sub-category id
- 1255
- 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
- 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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Soft Skills
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Soft Skills
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
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 |
|---|---|---|---|---|---|---|
| UI/UX | in_db |
React Frontend Development
d_init_01
|
✓ | — | 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)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | MERN stack | type=Web Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Security | type=Soft Skills subtype=general nature=CONCEPT lifespan=EVERGREEN | |
| canonical_skill_proposed | Data Protection | type=Soft Skills subtype=general nature=CONCEPT lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Andreal is a renowned graphic",
"last_5_words": "stand out in the competitive market."
},
"text": "Andreal is a renowned graphic design agency headquartered in Kolkata. We specialize in crafting exceptional, unique designs across print, audiovisual, and digital media. Our dedicated team of graphic designers offers comprehensive 2D and 3D design and content solutions, making your brand stand out in the competitive market.",
"word_count": 64
},
"certifications": [],
"company_name": "Anderson Technology Pvt Ltd",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": {
"max": 5,
"min": 2,
"raw": "2-5 years of relevant experience"
},
"job_locations": [
{
"aliases": [
"Calcutta"
],
"city": "Kolkata",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Full Stack Developer",
"role_aliases": [
"MERN Stack Developer",
"Full Stack Developer",
"Software Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Roles And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Develop, test, and maintain",
"last_5_words": "security and data protection standards."
},
"text": "\u2022 Develop, test, and maintain robust and scalable web applications using the MERN stack.\n\u2022 Design and implement intuitive user interfaces across various devices and platforms.\n\u2022 Collaborate with design and content teams to integrate front-end and back-end components seamlessly.\n\u2022 Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability.\n\u2022 Participate in code reviews to maintain consistency and quality within the codebase.\n\u2022 Troubleshoot and debug applications to resolve any issues and improve performance.\n\u2022 Stay updated with emerging technology trends and apply them to projects for increasing innovation.\n\u2022 Ensure adherence to software development best practices, including security and data protection standards.",
"word_count": 102
}
],
"urls": [
{
"type": "website",
"url": "http://andreal.in"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "MERN stack"
},
{
"is_primary": true,
"skill_name": "UI/UX"
},
{
"is_primary": true,
"skill_name": "Code Review"
},
{
"is_primary": true,
"skill_name": "Security"
},
{
"is_primary": true,
"skill_name": "Data Protection"
}
],
"jd_role": {
"display_name": "Full Stack Developer",
"rationale": null,
"role_aliases": [
"MERN Stack Developer",
"Full Stack Developer",
"Software Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Andreal is a renowned graphic",
"last_5_words": "stand out in the competitive market."
},
"text": "Andreal is a renowned graphic design agency headquartered in Kolkata. We specialize in crafting exceptional, unique designs across print, audiovisual, and digital media. Our dedicated team of graphic designers offers comprehensive 2D and 3D design and content solutions, making your brand stand out in the competitive market.",
"word_count": 64
},
"certifications": [],
"company_name": "Anderson Technology Pvt Ltd",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [],
"experience": {
"max": 5,
"min": 2,
"raw": "2-5 years of relevant experience"
},
"job_locations": [
{
"aliases": [
"Calcutta"
],
"city": "Kolkata",
"country": "India",
"state": null,
"work_mode": "onsite"
}
],
"role": "Full Stack Developer",
"role_aliases": [
"MERN Stack Developer",
"Full Stack Developer",
"Software Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Roles And Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Develop, test, and maintain",
"last_5_words": "security and data protection standards."
},
"text": "\u2022 Develop, test, and maintain robust and scalable web applications using the MERN stack.\n\u2022 Design and implement intuitive user interfaces across various devices and platforms.\n\u2022 Collaborate with design and content teams to integrate front-end and back-end components seamlessly.\n\u2022 Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability.\n\u2022 Participate in code reviews to maintain consistency and quality within the codebase.\n\u2022 Troubleshoot and debug applications to resolve any issues and improve performance.\n\u2022 Stay updated with emerging technology trends and apply them to projects for increasing innovation.\n\u2022 Ensure adherence to software development best practices, including security and data protection standards.",
"word_count": 102
}
],
"urls": [
{
"type": "website",
"url": "http://andreal.in"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "9a81f341-332f-4310-8717-5e950c1c0998",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with design and content teams to integrate front-end and back-end components seamlessly.",
"similarity": 0.7476
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability.",
"similarity": 0.5558
},
{
"kra_text": "Implement user-facing screens and flows",
"sentence": "Design and implement intuitive user interfaces across various devices and platforms.",
"similarity": 0.5411
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.6148,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Participate in code reviews to maintain consistency and quality within the codebase.",
"similarity": 0.7073
},
{
"kra_text": "Implement mobile screens and flows",
"sentence": "Design and implement intuitive user interfaces across various devices and platforms.",
"similarity": 0.5223
},
{
"kra_text": "integrate backend APIs",
"sentence": "Collaborate with design and content teams to integrate front-end and back-end components seamlessly.",
"similarity": 0.5207
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5835,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability.",
"similarity": 0.6021
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Design and implement intuitive user interfaces across various devices and platforms.",
"similarity": 0.5784
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Collaborate with design and content teams to integrate front-end and back-end components seamlessly.",
"similarity": 0.5664
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.5823,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "UI responsiveness and performance",
"sentence": "Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability.",
"similarity": 0.5866
},
{
"kra_text": "code review and refactoring",
"sentence": "Participate in code reviews to maintain consistency and quality within the codebase.",
"similarity": 0.5703
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Collaborate with design and content teams to integrate front-end and back-end components seamlessly.",
"similarity": 0.5703
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5757,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
"sentence": "Collaborate with design and content teams to integrate front-end and back-end components seamlessly.",
"similarity": 0.5872
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability.",
"similarity": 0.5656
},
{
"kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
"sentence": "Troubleshoot and debug applications to resolve any issues and improve performance.",
"similarity": 0.5505
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5678,
"slug": "full-stack-engineer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 1.0,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 1.0,
"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": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 215,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 9059,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "MERN stack",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 9060,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Security",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 9061,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Data Protection",
"status": "pending"
}
],
"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": 2632,
"existing_alias_text": "UI/UX",
"input_term": "UI/UX",
"matched_canonical": {
"category_id": 37,
"display_name": "UI/UX",
"id": 1662,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "ui-ux",
"sub_category_id": 1255,
"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": [],
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"role_archetype": null,
"slug": "full-stack-engineer",
"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": "UI/UX",
"llm_role": null,
"roles_from_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": [
"MERN stack",
"UI/UX",
"Code Review",
"Security",
"Data Protection"
],
"input_llm_skills": [
"MERN stack",
"UI/UX",
"Code Review",
"Security",
"Data Protection"
],
"new_aliases_persisted": 0,
"run_id": "9a81f341-332f-4310-8717-5e950c1c0998",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "MERN stack",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Web Frameworks",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "mern-stack",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "UI/UX",
"alias_type": "CANONICAL",
"id": 2632,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 37,
"display_name": "UI/UX",
"id": 1662,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "ui-ux",
"sub_category_id": 1255,
"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": "UI/UX",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "UI/UX",
"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": {
"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_skill": "Code Review",
"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": [],
"canonical": null,
"dimensions": [],
"input_skill": "Security",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Soft Skills",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "EVERGREEN",
"version_strategy": "UNVERSIONED",
"volatility": "STABLE"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "security",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Data Protection",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Soft Skills",
"skill_nature": "CONCEPT",
"sub_category": "general",
"typical_lifespan": "MULTI_YEAR",
"version_strategy": "UNVERSIONED",
"volatility": "MEDIUM"
},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "data-protection",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"MERN stack",
"Security",
"Data Protection"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "MERN stack",
"tag": "new"
},
{
"skill": "UI/UX",
"tag": "in_db"
},
{
"skill": "Code Review",
"tag": "in_db"
},
{
"skill": "Security",
"tag": "new"
},
{
"skill": "Data Protection",
"tag": "new"
}
],
"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": 15,
"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": "UI/UX",
"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": 1662,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 15,
"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": "Code Review",
"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": 516,
"skill_tag": "in_db",
"skipped_reason": null
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "9a81f341-332f-4310-8717-5e950c1c0998"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.