Pipeline run
215de6a9-8849-46ee-ad2e-9ef229e7405c
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
● Design, code, test, and manage various applications ● Collaborate with the engineering team and product team to establish the best products ● Follow outlined standards of quality related to coding a…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Fullstack Developer
domain · Software Engineering CASE DOMAINslug: full-stack-engineer · id: 15 · source: db
Domain=Software Engineering; The JD describes general application development, testing, performance tuning, documentation, and cross-functional collaboration, which best fits a broad full-stack/software engineering 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
Job Description Actosoft is a software developing and company that offers complete IT solutions. We are a part of the digitally-fluent force that’s improving economies, increasing businesses, and creating success stories, just like ours. We are a collective of focused, energetic, talented, and hardworking professionals who believe in getting things done at the highest level. Our team aims to innovate, be authentic and grow in everything that we do. The ideal candidate should be familiar with the complete software design life cycle. In addition, they should have experience in designing, coding, testing and consistently managing applications. They should be comfortable coding in multiple languages and be able to test codes to maintain high-quality coding. Job details: Job Location: Actosoft, Gajera Rd, beside Avalon Business Hub, Katargam, Surat, Gujarat 395004 Experience: 0 to 3 years of experience Salary: 10,000 to 30,000 (per month) Job Type: Full-time – Work from Office Working Schedule: 9:00 am to 6:00 pm (Monday to Friday) Alternate Saturdays Off. Job Responsibilities: ● Design, code, test, and manage various applications ● Collaborate with the engineering team and product team to establish the best products ● Follow outlined standards of quality related to coding and systems ● Develop automated tests and conduct performance tuning ● Ability to create and support documentation for all new applications ● Willing to work as a team member Qualifications: ● Bachelor's degree in Computer Science or relevant field, like MCA, BCA, or BE ● Experience developing web-based applications in C#, HTML, VBScript/ASP, and .NET ● Experience working with MS SQL Server and MySQL Knowledge of practices and procedures for full software design life cycle ● Experience in working with an agile development company Required Skills: ● .NET Framework ● C# ● Microsoft SQL Server ● JavaScript ● jQuery ● ASP.NET MVC ● ASP.NET Web API ● HTML ● WCF Services ● PL/SQL ● Anqular ● Entity Framework ● CSS ● Ajax ● XML Perks and Benefits: 1. Evaluation for Bonus and Promotion every year. 2. Incredible opportunity to diversify your writing skills by working with experts on unique projects. 3. Paid sick leaves. Website: http://www.actosoft.in
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
- Testing Tools
- Sub-category
- general
- Skill nature
- PRACTICE
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- query tuning (CANONICAL) primary
- Query Tuning (CANONICAL)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Concept
- Sub-category
- Query Optimization
- Confidence
- 0.82
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Common in DB/analytics job descriptions and vendor docs; PostgreSQL, MySQL, SQL Server, and Oracle all expose EXPLAIN/ANALYZE and tuning guides, showing broad hiring-pipeline demand.
Skill profile (library / DB)
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 2
- Sub-category id
- 3067
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Relational Database Design Catalog dimension db id 4
Library dimension (catalog)
Roles linked in library: .NET Backend Developer, Backend Developer, Kotlin Backend Developer, Node.js Backend Developer, Python Backend Developer, Ruby Backend Developer, Scala Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Relational Database Design
relational-database-design
|
— | — |
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
|
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 |
|---|---|---|---|---|---|---|
| Performance Tuning | new |
Relational Database Design
relational-database-design
|
— | — | Skipped — no persistable v3 meta for new skill | skill_not_in_db_v3_proposed |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Automated Testing | type=Testing Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR | |
| dimension_skill_link_proposed | Performance Tuning ↔ Relational Database Design |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Actosoft is a software developing",
"last_5_words": "and grow in everything that we do."
},
"text": "Actosoft is a software developing and company that offers complete IT solutions. We are a part of the digitally-fluent force that\u2019s improving economies, increasing businesses, and creating success stories, just like ours. We are a collective of focused, energetic, talented, and hardworking professionals who believe in getting things done at the highest level. Our team aims to innovate, be authentic and grow in everything that we do.",
"word_count": 84
},
"certifications": [],
"company_name": "Actosoft",
"ctc": {
"currency": "INR",
"max": 30,
"min": 10,
"period": "monthly",
"raw": "10,000 to 30,000 (per month)"
},
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BCA/MCA - Computer Science (or relevant)",
"raw": "Bachelor\u0027s degree in Computer Science or relevant field, like MCA, BCA, or BE",
"requirement": "required"
}
],
"experience": {
"max": 3,
"min": 0,
"raw": "0 to 3 years of experience"
},
"job_locations": [
{
"aliases": [
"Katargam"
],
"city": "Surat",
"country": "India",
"state": "Gujarat",
"work_mode": "onsite"
}
],
"role": "Software Developer",
"role_aliases": [
"Software Engineer",
"SDE",
"Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Job Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u25cf Design, code, test, and",
"last_5_words": "work as a team member"
},
"text": "\u25cf Design, code, test, and manage various applications\n\u25cf Collaborate with the engineering team and product team to establish the best products\n\u25cf Follow outlined standards of quality related to coding and systems\n\u25cf Develop automated tests and conduct performance tuning\n\u25cf Ability to create and support documentation for all new applications\n\u25cf Willing to work as a team member",
"word_count": 54
}
],
"urls": [
{
"type": "website",
"url": "http://www.actosoft.in"
}
]
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Automated Testing"
},
{
"is_primary": true,
"skill_name": "Performance Tuning"
}
],
"jd_role": {
"display_name": "Software Developer",
"rationale": null,
"role_aliases": [
"Software Engineer",
"SDE",
"Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Actosoft is a software developing",
"last_5_words": "and grow in everything that we do."
},
"text": "Actosoft is a software developing and company that offers complete IT solutions. We are a part of the digitally-fluent force that\u2019s improving economies, increasing businesses, and creating success stories, just like ours. We are a collective of focused, energetic, talented, and hardworking professionals who believe in getting things done at the highest level. Our team aims to innovate, be authentic and grow in everything that we do.",
"word_count": 84
},
"certifications": [],
"company_name": "Actosoft",
"ctc": {
"currency": "INR",
"max": 30,
"min": 10,
"period": "monthly",
"raw": "10,000 to 30,000 (per month)"
},
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO",
"Tech Consulting"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BCA/MCA - Computer Science (or relevant)",
"raw": "Bachelor\u0027s degree in Computer Science or relevant field, like MCA, BCA, or BE",
"requirement": "required"
}
],
"experience": {
"max": 3,
"min": 0,
"raw": "0 to 3 years of experience"
},
"job_locations": [
{
"aliases": [
"Katargam"
],
"city": "Surat",
"country": "India",
"state": "Gujarat",
"work_mode": "onsite"
}
],
"role": "Software Developer",
"role_aliases": [
"Software Engineer",
"SDE",
"Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 6,
"heading": "Job Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u25cf Design, code, test, and",
"last_5_words": "work as a team member"
},
"text": "\u25cf Design, code, test, and manage various applications\n\u25cf Collaborate with the engineering team and product team to establish the best products\n\u25cf Follow outlined standards of quality related to coding and systems\n\u25cf Develop automated tests and conduct performance tuning\n\u25cf Ability to create and support documentation for all new applications\n\u25cf Willing to work as a team member",
"word_count": 54
}
],
"urls": [
{
"type": "website",
"url": "http://www.actosoft.in"
}
]
},
"rejected": false,
"rejection_reason": null,
"run_id": "215de6a9-8849-46ee-ad2e-9ef229e7405c",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Collaborate with the engineering team and product team to establish the best products",
"similarity": 0.7072
},
{
"kra_text": "optimize responsiveness and performance",
"sentence": "Develop automated tests and conduct performance tuning",
"similarity": 0.5521
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Design, code, test, and manage various applications",
"similarity": 0.528
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5958,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "performance tuning and resource efficiency",
"sentence": "Develop automated tests and conduct performance tuning",
"similarity": 0.5794
},
{
"kra_text": "code review and testing support",
"sentence": "Design, code, test, and manage various applications",
"similarity": 0.4917
},
{
"kra_text": "code review and testing support",
"sentence": "Follow outlined standards of quality related to coding and systems",
"similarity": 0.467
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.5127,
"slug": "go-backend-developer",
"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": "Collaborate with the engineering team and product team to establish the best products",
"similarity": 0.5299
},
{
"kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
"sentence": "Design, code, test, and manage various applications",
"similarity": 0.5274
},
{
"kra_text": "Monitors CI/CD pipeline reliability, identifies bottlenecks in delivery workflows, and improves deployment frequency, lead time, and failure recovery rate.",
"sentence": "Develop automated tests and conduct performance tuning",
"similarity": 0.4741
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 10,
"score": 0.5105,
"slug": "devops-engineer",
"total_count": null
},
{
"display_name": "Java Backend Developer",
"kra_matches": [
{
"kra_text": "backend performance tuning",
"sentence": "Develop automated tests and conduct performance tuning",
"similarity": 0.6442
},
{
"kra_text": "code refactoring and defect fixes",
"sentence": "Follow outlined standards of quality related to coding and systems",
"similarity": 0.4496
},
{
"kra_text": "code refactoring and defect fixes",
"sentence": "Design, code, test, and manage various applications",
"similarity": 0.4228
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 79,
"score": 0.5055,
"slug": "java-backend-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Follow outlined standards of quality related to coding and systems",
"similarity": 0.5888
},
{
"kra_text": "maintain code quality",
"sentence": "Develop automated tests and conduct performance tuning",
"similarity": 0.4854
},
{
"kra_text": "maintain code quality",
"sentence": "Design, code, test, and manage various applications",
"similarity": 0.4411
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5051,
"slug": "react-native-developer",
"total_count": null
}
],
"skill_match_roles": []
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.75,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.75,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Application Development",
"Software Quality Assurance",
"Performance Optimization",
"Technical Documentation",
"Cross-functional Collaboration"
],
"matched_kras": [
"Design, code, test, and manage various applications",
"Collaborate with the engineering team and product team",
"Follow outlined standards of quality related to coding and systems",
"Develop automated tests and conduct performance tuning",
"Create and support documentation for all new applications"
],
"matched_skills": [
"coding",
"automated tests",
"performance tuning",
"documentation",
"applications"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD describes general application development, testing, performance tuning, documentation, and cross-functional collaboration, which best fits a broad full-stack/software engineering role.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 505,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1097,
"r_and_r_preview": "\u25cf Design, code, test, and manage various applications\n\u25cf Collaborate with the engineering team and product team to establish the best products\n\u25cf Follow outlined standards of quality related to coding a",
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 15729,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Automated Testing",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 15730,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Performance Tuning",
"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": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
"alias_persisted": false,
"existing_alias_id": 5584,
"existing_alias_text": "Query Tuning",
"input_term": "Performance Tuning",
"matched_canonical": {
"category_id": 2,
"display_name": "query tuning",
"id": 3553,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "query-tuning",
"sub_category_id": 3067,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"matched_via": "embedding_alias"
}
],
"candidate_roles": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The JD describes general application development, testing, performance tuning, documentation, and cross-functional collaboration, which best fits a broad full-stack/software engineering role.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Relational Database Design",
"id": 4,
"rationale": "Modeling and operating relational persistence for backend services. Includes schema design, normalization, indexing, transactions, and query tuning for operational data stores.",
"slug": "relational-database-design",
"source": "db"
},
"input_skill": "Performance Tuning",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_final_skills": [
"Automated Testing",
"Performance Tuning"
],
"input_llm_skills": [
"Automated Testing",
"Performance Tuning"
],
"new_aliases_persisted": 0,
"run_id": "215de6a9-8849-46ee-ad2e-9ef229e7405c",
"skills_detail": [
{
"aliases_in_db": [],
"canonical": null,
"dimensions": [],
"input_skill": "Automated Testing",
"matched_via": null,
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": {
"derived": {
"category": "Testing Tools",
"skill_nature": "PRACTICE",
"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": "automated-testing",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "query tuning",
"alias_type": "CANONICAL",
"id": 5119,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "Query Tuning",
"alias_type": "CANONICAL",
"id": 5584,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 2,
"display_name": "query tuning",
"id": 3553,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "CONCEPT",
"slug": "query-tuning",
"sub_category_id": 3067,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Relational Database Design",
"id": 4,
"rationale": "Modeling and operating relational persistence for backend services. Includes schema design, normalization, indexing, transactions, and query tuning for operational data stores.",
"slug": "relational-database-design",
"source": "db"
},
"input_skill": "Performance Tuning",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
]
}
],
"input_skill": "Performance Tuning",
"matched_via": "embedding_alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": [
"Automated Testing"
]
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Fullstack Developer",
"id": 15,
"rationale": "Domain=Software Engineering; The JD describes general application development, testing, performance tuning, documentation, and cross-functional collaboration, which best fits a broad full-stack/software engineering role.",
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Automated Testing",
"tag": "new"
},
{
"skill": "Performance Tuning",
"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": 15,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Relational Database Design",
"id": 4,
"rationale": "Modeling and operating relational persistence for backend services. Includes schema design, normalization, indexing, transactions, and query tuning for operational data stores.",
"slug": "relational-database-design",
"source": "db"
},
"dimension_id": 4,
"input_skill": "Performance Tuning",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
},
{
"display_name": "Backend Developer",
"id": 1,
"rationale": null,
"role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
"id": 84,
"rationale": null,
"role_archetype": "Engineering",
"slug": "kotlin-server-backend-developer",
"source": "db"
},
{
"display_name": "Node.js Backend Developer",
"id": 82,
"rationale": null,
"role_archetype": "Engineering",
"slug": "node-backend-developer",
"source": "db"
},
{
"display_name": "Python Backend Developer",
"id": 80,
"rationale": null,
"role_archetype": "Engineering",
"slug": "python-backend-developer",
"source": "db"
},
{
"display_name": "Ruby Backend Developer",
"id": 85,
"rationale": null,
"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
"source": "db"
},
{
"display_name": "Scala Backend Developer",
"id": 87,
"rationale": null,
"role_archetype": "Engineering",
"slug": "scala-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": false,
"skill_id": null,
"skill_tag": "new",
"skipped_reason": "skill_not_in_db_v3_proposed"
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 1
},
"planner_output": null,
"run_id": "215de6a9-8849-46ee-ad2e-9ef229e7405c"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.