Pipeline run
7bcd5f3d-79cd-4c03-b7b3-f72d90c97333
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
• Participates as a member of development team or teams; may lead a small development team. • Designs units for others. Completes development to implement complex components. • Contributes to design a…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Web Developer
domain · Software Engineering CASE DOMAINslug: web-developer · id: 25 · source: db
Domain=Software Engineering; The JD describes general web-site/application development work, including independent implementation, code reviews, unit testing, and maintaining web-site development technologies, which best matches Web Developer.
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
This role has been designated as ‘Edge’, which means you will primarily work outside of an HPE office. Job Description Who We Are: Hewlett Packard Enterprise is the global edge-to-cloud company advancing the way people live and work. We help companies connect, protect, analyse, and act on their data and applications wherever they live, from edge to cloud, so they can turn insights into outcomes at the speed required to thrive in today’s complex world. Our culture thrives on finding new and better ways to accelerate what’s next. We know diverse backgrounds are valued and succeed here. We have the flexibility to manage our work and personal needs. We make bold moves, together, and are a force for good. If you are looking to stretch and grow your career our culture will embrace you. Open up opportunities with HPE. Our Communication Technology Group is a business with 30+ years of digital transformation expertise. We are on a mission to be HPE's transformation catalyst for the 5G economy, driving innovation from the edge to the cloud through secure, open solution stacks, delivered as a service. What You’ll Do Responsibilities: • Participates as a member of development team or teams; may lead a small development team. • Designs units for others. Completes development to implement complex components. • Contributes to design activities; may design solutions. • Develops independently; participates in code reviews and may lead code reviews. May lead and provide mentoring and guidance to less senior developers. • Designs, prepares and executes unit tests. • Applies in-depth or broad technical knowledge to maintain one or more technology areas (e.g. Web-site Development). • Applies company and 3rd party technologies to software solutions of moderate complexity. • Independently implements end-user or enterprise solutions complexity or services prepared by more senior technologists for more complex solutions. What You Need To Bring Education and Experience Required: • Typically a technical Bachelor's degree or equivalent experience and a minimum of 6 years related experience or a Master's degree and a minimum of 4 years of experience. Knowledge And Skills • More than 6 years experience writing code using languages such as (and not limited to) COBOL, PL/1, Java, C, C++, C#, VB.Net. • Proficent in English, good Japanese speaking, writing, reading skills • Ability to work with Web- development tools for new applications. • Basic Understanding of RDBMS databases such SQL Server and Oracle. Basic understanding of modern software design and development methodologies. • Experience on one or more full release project life cycles. • Strong understanding of modern SCM (software configuration management). • Basic understanding of testing tools and unit and integration test scripting, and testing methodologies. • Experience using an Integrated Development Environment (e.g., Eclipse, Visual Studio). • Strong understanding basic Database Administration. Able to apply consistently quality and security standards. • Good verbal and written communication skills. • Developing general project management/team leader skills. Ability to work effectively in a team and with client. What We Can Offer You A competitive salary and extensive social benefits Diverse and dynamic work environment Work-life balance and support for career development An amazing life inside the element! Want to know more about how you can make your mark with us? Then let’s stay connected! https://www.facebook.com/HPECareers https://www.instagram.com/HPECareers/ https://twitter.com/HPE_Careers #India #CTG HPE is an Equal Employment Opportunity/Veterans/Disabled/LGBT and Affirmative Action employer. We are committed to diversity and building a team that represents a variety of backgrounds, perspectives, and skills. Our goal is to be one global diverse team that is representative of our customers, in an inclusive environment where we can continue to innovate and grow together. Job Services Job Level Specialist Hewlett Packard Enterprise is EEO F/M/Protected Veteran/ Individual with Disabilities. HPE will comply with all applicable laws related to employer use of arrest and conviction records, including laws requiring employers to consider for employment qualified applicants with criminal histories.
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
- Unit Testing (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Testing Methodology
- Confidence
- 0.98
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Unit testing is a standard hiring requirement across software JDs and appears in mainstream frameworks/docs; GitHub and Stack Overflow usage remain consistently high, with no successor replacing it.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 44
- 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) |
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 |
|---|---|---|---|---|---|---|
| Unit Testing | 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)
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Hewlett Packard Enterprise is the",
"last_5_words": "opportunities with HPE."
},
"text": "Hewlett Packard Enterprise is the global edge-to-cloud company advancing the way people live and work. We help companies connect, protect, analyse, and act on their data and applications wherever they live, from edge to cloud, so they can turn insights into outcomes at the speed required to thrive in today\u2019s complex world. Our culture thrives on finding new and better ways to accelerate what\u2019s next. We know diverse backgrounds are valued and succeed here. We have the flexibility to manage our work and personal needs. We make bold moves, together, and are a force for good. If you are looking to stretch and grow your career our culture will embrace you. Open up opportunities with HPE.",
"word_count": 104
},
"certifications": [],
"company_name": "Hewlett Packard Enterprise",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Technical",
"raw": "Typically a technical Bachelor\u0027s degree or equivalent experience",
"requirement": "required"
},
{
"level": "Master\u0027s",
"qualification": "MTECH/ME - Technical",
"raw": "a Master\u0027s degree and a minimum of 4 years of experience",
"requirement": "preferred"
}
],
"experience": {
"max": 6,
"min": 4,
"raw": "a Master\u0027s degree and a minimum of 4 years of experience or a technical Bachelor\u0027s degree or equivalent experience and a minimum of 6 years related experience"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": "India",
"state": null,
"work_mode": "remote"
}
],
"role": "Specialist",
"role_aliases": [
"Developer",
"Software Engineer",
"Technical Specialist"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Participates as a member",
"last_5_words": "for more complex solutions."
},
"text": "\u2022 Participates as a member of development team or teams; may lead a small development team.\n\u2022 Designs units for others. Completes development to implement complex components.\n\u2022 Contributes to design activities; may design solutions.\n\u2022 Develops independently; participates in code reviews and may lead code reviews. May lead and provide mentoring and guidance to less senior developers.\n\u2022 Designs, prepares and executes unit tests.\n\u2022 Applies in-depth or broad technical knowledge to maintain one or more technology areas (e.g. Web-site Development).\n\u2022 Applies company and 3rd party technologies to software solutions of moderate complexity.\n\u2022 Independently implements end-user or enterprise solutions complexity or services prepared by more senior technologists for more complex solutions.",
"word_count": 108
}
],
"urls": [
{
"type": "facebook",
"url": "https://www.facebook.com/HPECareers"
},
{
"type": "instagram",
"url": "https://www.instagram.com/HPECareers/"
},
{
"type": "twitter",
"url": "https://twitter.com/HPE_Careers"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Unit Testing"
},
{
"is_primary": true,
"skill_name": "Code Review"
}
],
"jd_role": {
"display_name": "Specialist",
"rationale": null,
"role_aliases": [
"Developer",
"Software Engineer",
"Technical Specialist"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Hewlett Packard Enterprise is the",
"last_5_words": "opportunities with HPE."
},
"text": "Hewlett Packard Enterprise is the global edge-to-cloud company advancing the way people live and work. We help companies connect, protect, analyse, and act on their data and applications wherever they live, from edge to cloud, so they can turn insights into outcomes at the speed required to thrive in today\u2019s complex world. Our culture thrives on finding new and better ways to accelerate what\u2019s next. We know diverse backgrounds are valued and succeed here. We have the flexibility to manage our work and personal needs. We make bold moves, together, and are a force for good. If you are looking to stretch and grow your career our culture will embrace you. Open up opportunities with HPE.",
"word_count": 104
},
"certifications": [],
"company_name": "Hewlett Packard Enterprise",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Technical",
"raw": "Typically a technical Bachelor\u0027s degree or equivalent experience",
"requirement": "required"
},
{
"level": "Master\u0027s",
"qualification": "MTECH/ME - Technical",
"raw": "a Master\u0027s degree and a minimum of 4 years of experience",
"requirement": "preferred"
}
],
"experience": {
"max": 6,
"min": 4,
"raw": "a Master\u0027s degree and a minimum of 4 years of experience or a technical Bachelor\u0027s degree or equivalent experience and a minimum of 6 years related experience"
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": "India",
"state": null,
"work_mode": "remote"
}
],
"role": "Specialist",
"role_aliases": [
"Developer",
"Software Engineer",
"Technical Specialist"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 8,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Participates as a member",
"last_5_words": "for more complex solutions."
},
"text": "\u2022 Participates as a member of development team or teams; may lead a small development team.\n\u2022 Designs units for others. Completes development to implement complex components.\n\u2022 Contributes to design activities; may design solutions.\n\u2022 Develops independently; participates in code reviews and may lead code reviews. May lead and provide mentoring and guidance to less senior developers.\n\u2022 Designs, prepares and executes unit tests.\n\u2022 Applies in-depth or broad technical knowledge to maintain one or more technology areas (e.g. Web-site Development).\n\u2022 Applies company and 3rd party technologies to software solutions of moderate complexity.\n\u2022 Independently implements end-user or enterprise solutions complexity or services prepared by more senior technologists for more complex solutions.",
"word_count": 108
}
],
"urls": [
{
"type": "facebook",
"url": "https://www.facebook.com/HPECareers"
},
{
"type": "instagram",
"url": "https://www.instagram.com/HPECareers/"
},
{
"type": "twitter",
"url": "https://twitter.com/HPE_Careers"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "7bcd5f3d-79cd-4c03-b7b3-f72d90c97333",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "Angular component development",
"sentence": "Completes development to implement complex components.",
"similarity": 0.5281
},
{
"kra_text": "code review and refactoring",
"sentence": "Develops independently; participates in code reviews and may lead code reviews.",
"similarity": 0.507
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Designs, prepares and executes unit tests.",
"similarity": 0.5026
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5126,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Cloud Architect",
"kra_matches": [
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Contributes to design activities; may design solutions.",
"similarity": 0.4977
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "Participates as a member of development team or teams; may lead a small development team.",
"similarity": 0.4837
},
{
"kra_text": "Conducts architecture reviews, approves technical design documents, and guides engineering teams through cloud migration and modernization projects.",
"sentence": "May lead and provide mentoring and guidance to less senior developers.",
"similarity": 0.4834
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 9,
"score": 0.4883,
"slug": "cloud-architect",
"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": "Contributes to design activities; may design solutions.",
"similarity": 0.5062
},
{
"kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
"sentence": "Designs, prepares and executes unit tests.",
"similarity": 0.4837
},
{
"kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
"sentence": "Completes development to implement complex components.",
"similarity": 0.4605
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.4835,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "DevOps Engineer",
"kra_matches": [
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Participates as a member of development team or teams; may lead a small development team.",
"similarity": 0.5323
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Designs, prepares and executes unit tests.",
"similarity": 0.4607
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Develops independently; participates in code reviews and may lead code reviews.",
"similarity": 0.4573
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.4834,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
"sentence": "Designs, prepares and executes unit tests.",
"similarity": 0.4964
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Participates as a member of development team or teams; may lead a small development team.",
"similarity": 0.48
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Contributes to design activities; may design solutions.",
"similarity": 0.4738
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4834,
"slug": "full-stack-engineer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Web Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 0.87,
"slug": "web-developer",
"total_count": null
},
"confidence": 0.87,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Web Application Development",
"Unit Test Design and Execution",
"Code Review and Mentoring",
"Technical Maintenance of Web Technologies",
"Independent Software Implementation"
],
"matched_kras": [
"Participates as a member of development team or teams",
"Designs units for others",
"Completes development to implement complex components",
"Contributes to design activities",
"Participates in code reviews",
"Designs, prepares and executes unit tests",
"Maintains one or more technology areas",
"Independently implements end-user or enterprise solutions"
],
"matched_skills": [],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD describes general web-site/application development work, including independent implementation, code reviews, unit testing, and maintaining web-site development technologies, which best matches Web Developer.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 30,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1066,
"r_and_r_preview": "\u2022 Participates as a member of development team or teams; may lead a small development team.\n\u2022 Designs units for others. Completes development to implement complex components.\n\u2022 Contributes to design a",
"role_display_name": "Web Developer",
"role_slug": "web-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": 865,
"existing_alias_text": "Unit Testing",
"input_term": "Unit Testing",
"matched_canonical": {
"category_id": 8,
"display_name": "Unit Testing",
"id": 517,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "unit-testing",
"sub_category_id": 44,
"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": "Web Developer",
"id": 25,
"rationale": "Domain=Software Engineering; The JD describes general web-site/application development work, including independent implementation, code reviews, unit testing, and maintaining web-site development technologies, which best matches Web Developer.",
"role_archetype": null,
"slug": "web-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": "Unit Testing",
"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": [
"Unit Testing",
"Code Review"
],
"input_llm_skills": [
"Unit Testing",
"Code Review"
],
"new_aliases_persisted": 0,
"run_id": "7bcd5f3d-79cd-4c03-b7b3-f72d90c97333",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": "Unit Testing",
"alias_type": "CANONICAL",
"id": 865,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 8,
"display_name": "Unit Testing",
"id": 517,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "unit-testing",
"sub_category_id": 44,
"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": "Unit Testing",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "Unit Testing",
"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
}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Web Developer",
"id": 25,
"rationale": "Domain=Software Engineering; The JD describes general web-site/application development work, including independent implementation, code reviews, unit testing, and maintaining web-site development technologies, which best matches Web Developer.",
"role_archetype": null,
"slug": "web-developer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Unit Testing",
"tag": "in_db"
},
{
"skill": "Code Review",
"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": 25,
"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": "Unit Testing",
"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": 517,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 25,
"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": "7bcd5f3d-79cd-4c03-b7b3-f72d90c97333"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.