Pipeline run
79bca4d5-9832-42f0-88c0-a811515006c9
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
domain · Software Engineering CASE DOMAINslug: full-stack-engineer · id: 15 · source: db
Domain=Software Engineering; The JD spans both application development and operational support across web/mobile solutions, which best matches a full-stack role rather than a purely frontend, backend, or mobile specialization.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Work From Office 5 Days Working Job Responsibilities Work with other engineers, managers, product management team, QA, and Operations teams to develop innovative web and mobile-based solutions that meet market needs. Must need the flexibility of handling both development and also work operational functionalities. Maintain software developed in Microsoft .NET Technologies, ASP.NET, SQL Server, and Mobile platforms. Write unit test code, maintain code quality and produce defect-free software. Prepare functional and design specification documents Work closely with QA and Product Management to resolve product issues in all parts of our software applications. Support our customers by proactively resolving reported issues. Handle multiple projects and work priorities to meet the delivery cycle. Qualifications Bachelors degree in Computer Engineering, Computer Science, or equivalent. 1+ years of working experience in developing Mobile Applications with Xamarin Forms Technologies Hands-on experience in C#.Net, ASP.Net, SQL Server, and other Microsoft Web Technologies Experience in deployments and maintenance of applications in servers is an added advantage. Familiarity in writing reusable C# libraries, SOAP/XML-based Web services, and Web APIs and SQL queries Familiarity with Microsoft SQL Programming. Familiarity with the .NET Framework 4.5 and MVC Familiarity with jQuery, jQuery UI, and Angular Strong understanding of object-oriented design and programming concepts Familiarity with various design and architectural patterns Implementing automated testing platforms and unit tests Excellent communication skills, both verbal and written Feel free to reach me mail capitalplacement21@gmail.com Renu@capitalplacementservices.com Contact Renu Singh- 8370014003
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
- Frameworks
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Web Frameworks
- Sub-category
- general
- Skill nature
- TOOL
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
Aliases — catalog
- SQL Server (CANONICAL) primary
- SQL Server 2000 (VERSION)
- SQL Server 2005 (VERSION)
- SQL Server 2008 (VERSION)
- SQL Server 2012 (VERSION)
- SQL Server 2014 (VERSION)
- SQL Server 2016 (VERSION)
- SQL Server 2017 (VERSION)
- SQL Server 2019 (VERSION)
- SQL Server 2022 (VERSION)
- SQL Server 6.5 (VERSION)
- SQL Server 7.0 (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Datastore
- Sub-category
- Relational Database
- Vendor
- Microsoft
- License
- proprietary
- Year introduced
- 1989
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: SQL Server appears in many enterprise job descriptions and remains a major Microsoft-supported RDBMS with active Azure SQL/SQL Server demand; it is a common hiring-pipeline staple, not a sunset technology.
Skill profile (library / DB)
- Skill nature
- TOOL
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 3
- Sub-category id
- 29
- 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
|
✓ | — | 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
- Platforms
- Sub-category
- general
- Skill nature
- PLATFORM
- Volatility
- MEDIUM
- Typical lifespan
- MULTI_YEAR
- Version strategy
- UNVERSIONED
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) |
Skill enrichment (orchestrator / LLM)
No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).
- Category
- Soft Skills
- Sub-category
- general
- Skill nature
- PRACTICE
- 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 |
|---|---|---|---|---|---|---|
| SQL Server | in_db |
Relational Database Design
relational-database-design
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Unit Testing | 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 | Microsoft .NET | type=Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | ASP.NET | type=Web Frameworks subtype=general nature=TOOL lifespan=MULTI_YEAR | |
| canonical_skill_proposed | Mobile platforms | type=Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR | |
| canonical_skill_proposed | QA | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Software Products"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Engineering / Computer Science (or equivalent)",
"raw": "Bachelors degree in Computer Engineering, Computer Science, or equivalent.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 1,
"raw": "1+ years of working experience in developing Mobile Applications"
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 7,
"heading": "Job Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Work with other engineers, managers,",
"last_5_words": "to meet the delivery cycle."
},
"text": "Work with other engineers, managers, product management team, QA, and Operations teams to develop innovative web and mobile-based solutions that meet market needs.\nMust need the flexibility of handling both development and also work operational functionalities.\nMaintain software developed in Microsoft .NET Technologies, ASP.NET, SQL Server, and Mobile platforms.\nWrite unit test code, maintain code quality and produce defect-free software.\nPrepare functional and design specification documents\nWork closely with QA and Product Management to resolve product issues in all parts of our software applications.\nSupport our customers by proactively resolving reported issues.\nHandle multiple projects and work priorities to meet the delivery cycle.",
"word_count": 104
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "Microsoft .NET"
},
{
"is_primary": true,
"skill_name": "ASP.NET"
},
{
"is_primary": true,
"skill_name": "SQL Server"
},
{
"is_primary": true,
"skill_name": "Mobile platforms"
},
{
"is_primary": true,
"skill_name": "Unit Testing"
},
{
"is_primary": true,
"skill_name": "QA"
}
],
"jd_role": null,
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [
"SaaS",
"Software Products"
],
"domain": "Software \u0026 SaaS Products"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE - Computer Engineering / Computer Science (or equivalent)",
"raw": "Bachelors degree in Computer Engineering, Computer Science, or equivalent.",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": 1,
"raw": "1+ years of working experience in developing Mobile Applications"
},
"job_locations": [],
"role": null,
"role_aliases": [],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 7,
"heading": "Job Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Work with other engineers, managers,",
"last_5_words": "to meet the delivery cycle."
},
"text": "Work with other engineers, managers, product management team, QA, and Operations teams to develop innovative web and mobile-based solutions that meet market needs.\nMust need the flexibility of handling both development and also work operational functionalities.\nMaintain software developed in Microsoft .NET Technologies, ASP.NET, SQL Server, and Mobile platforms.\nWrite unit test code, maintain code quality and produce defect-free software.\nPrepare functional and design specification documents\nWork closely with QA and Product Management to resolve product issues in all parts of our software applications.\nSupport our customers by proactively resolving reported issues.\nHandle multiple projects and work priorities to meet the delivery cycle.",
"word_count": 104
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "79bca4d5-9832-42f0-88c0-a811515006c9",
"stage3_signals": {
"alias_found": false,
"alias_match_roles": [],
"kra_match_roles": [
{
"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": "Work with other engineers, managers, product management team, QA, and Operations teams to develop innovative web and mobile-based solutions that meet market needs.",
"similarity": 0.6368
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Work closely with QA and Product Management to resolve product issues in all parts of our software applications.",
"similarity": 0.6067
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Prepare functional and design specification documents",
"similarity": 0.4914
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.5783,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Work with other engineers, managers, product management team, QA, and Operations teams to develop innovative web and mobile-based solutions that meet market needs.",
"similarity": 0.6245
},
{
"kra_text": "translate product and design requirements",
"sentence": "Prepare functional and design specification documents",
"similarity": 0.5482
},
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Work closely with QA and Product Management to resolve product issues in all parts of our software applications.",
"similarity": 0.5364
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.5697,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Work closely with QA and Product Management to resolve product issues in all parts of our software applications.",
"similarity": 0.6059
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Work with other engineers, managers, product management team, QA, and Operations teams to develop innovative web and mobile-based solutions that meet market needs.",
"similarity": 0.5605
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Prepare functional and design specification documents",
"similarity": 0.5201
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5622,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Write unit test code, maintain code quality and produce defect-free software.",
"similarity": 0.7287
},
{
"kra_text": "maintain code quality",
"sentence": "Maintain software developed in Microsoft .NET Technologies, ASP.NET, SQL Server, and Mobile platforms.",
"similarity": 0.4259
},
{
"kra_text": "maintain code quality",
"sentence": "Work closely with QA and Product Management to resolve product issues in all parts of our software applications.",
"similarity": 0.4158
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.5235,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Engineering Manager",
"kra_matches": [
{
"kra_text": "Set team goals and delivery plans",
"sentence": "Handle multiple projects and work priorities to meet the delivery cycle.",
"similarity": 0.5783
},
{
"kra_text": "Set team goals and delivery plans",
"sentence": "Work with other engineers, managers, product management team, QA, and Operations teams to develop innovative web and mobile-based solutions that meet market needs.",
"similarity": 0.4515
},
{
"kra_text": "Set team goals and delivery plans",
"sentence": "Prepare functional and design specification documents",
"similarity": 0.4367
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 121,
"score": 0.4888,
"slug": "engineering-manager",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQL Server"
],
"role_id": 1,
"score": 0.1667,
"slug": "backend-engineer",
"total_count": 6
},
{
"display_name": "Python Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQL Server"
],
"role_id": 80,
"score": 0.1667,
"slug": "python-backend-developer",
"total_count": 6
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQL Server"
],
"role_id": 82,
"score": 0.1667,
"slug": "node-backend-developer",
"total_count": 6
},
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQL Server"
],
"role_id": 83,
"score": 0.1667,
"slug": "dotnet-backend-developer",
"total_count": 6
},
{
"display_name": "Kotlin Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"SQL Server"
],
"role_id": 84,
"score": 0.1667,
"slug": "kotlin-server-backend-developer",
"total_count": 6
}
]
},
"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": 0.89,
"slug": "full-stack-engineer",
"total_count": null
},
"confidence": 0.89,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Web and mobile application development",
"Application maintenance and support",
"Development and operations coordination",
"Quality assurance and defect resolution",
"Technical documentation",
"Customer issue support",
"Multi-project delivery management"
],
"matched_kras": [
"develop innovative web and mobile-based solutions",
"handling both development and also work operational functionalities",
"Maintain software developed in Microsoft .NET Technologies",
"Write unit test code",
"maintain code quality and produce defect-free software",
"Prepare functional and design specification documents",
"resolve product issues in all parts of our software applications",
"Support our customers by proactively resolving reported issues",
"Handle multiple projects and work priorities"
],
"matched_skills": [
"Microsoft .NET Technologies",
"ASP.NET",
"SQL Server",
"Mobile platforms",
"unit test code",
"QA",
"Product Management",
"functional and design specification documents"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering; The JD spans both application development and operational support across web/mobile solutions, which best matches a full-stack role rather than a purely frontend, backend, or mobile specialization.",
"sub_role": null
},
"stage5_updates": {
"centroid_n_after": 587,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 17602,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Microsoft .NET",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 17603,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "ASP.NET",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 17604,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "Mobile platforms",
"status": "pending"
},
{
"is_primary": true,
"queue_id": 17605,
"role_display_name": "Fullstack Developer",
"role_slug": "full-stack-engineer",
"skill_name": "QA",
"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": 135,
"existing_alias_text": "SQL Server",
"input_term": "SQL Server",
"matched_canonical": {
"category_id": 3,
"display_name": "SQL Server",
"id": 18,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "TOOL",
"slug": "sql-server",
"sub_category_id": 29,
"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": 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"
}
],
"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 spans both application development and operational support across web/mobile solutions, which best matches a full-stack role rather than a purely frontend, backend, or mobile specialization.",
"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": "SQL Server",
"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"
}
]
},
{
"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_final_skills": [
"Microsoft .NET",
"ASP.NET",
"SQL Server",
"Mobile platforms",
"Unit Testing",
"QA"
],
"input_llm_skills": [
"Microsoft .NET",
"ASP.NET",
"SQL Server",
"Mobile platforms",
"Unit Testing",
"QA"
],
"new_aliases_persisted": 0,
"run_id": "79bca4d5-9832-42f0-88c0-a811515006c9",
"skills_detail": [
{
"aliases_in_db": [],
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"category": "Frameworks",
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"typical_lifespan": "MULTI_YEAR",
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"volatility": "MEDIUM"
},
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},
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},
{
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"input_skill": "ASP.NET",
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},
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},
"source_tag": "llm",
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},
{
"aliases_in_db": [
{
"alias_text": "SQL Server",
"alias_type": "CANONICAL",
"id": 135,
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},
{
"alias_text": "SQL Server 2000",
"alias_type": "VERSION",
"id": 138,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2005",
"alias_type": "VERSION",
"id": 139,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2008",
"alias_type": "VERSION",
"id": 140,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2012",
"alias_type": "VERSION",
"id": 141,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2014",
"alias_type": "VERSION",
"id": 142,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2016",
"alias_type": "VERSION",
"id": 143,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2017",
"alias_type": "VERSION",
"id": 144,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2019",
"alias_type": "VERSION",
"id": 145,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 2022",
"alias_type": "VERSION",
"id": 146,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 6.5",
"alias_type": "VERSION",
"id": 136,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": "SQL Server 7.0",
"alias_type": "VERSION",
"id": 137,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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"is_extractable": true,
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"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
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},
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{
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},
{
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"slug": "backend-engineer",
"source": "db"
},
{
"display_name": "Kotlin Backend Developer",
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},
{
"display_name": "Node.js Backend Developer",
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},
{
"display_name": "Python Backend Developer",
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},
{
"display_name": "Ruby Backend Developer",
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"role_archetype": "Engineering",
"slug": "ruby-backend-developer",
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},
{
"display_name": "Scala Backend Developer",
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"role_archetype": "Engineering",
"slug": "scala-backend-developer",
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}
]
}
],
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"was_in_llm_skills": true
},
{
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"input_skill": "Mobile platforms",
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"new_alias_persisted": false,
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"new_skill_meta": {
"derived": {
"category": "Platforms",
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"typical_lifespan": "MULTI_YEAR",
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"volatility": "MEDIUM"
},
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"merge_log": [],
"placed": null,
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"skill_id": "mobile-platforms",
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"typed": null,
"warnings": []
},
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"was_in_llm_skills": true
},
{
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{
"alias_text": "Unit Testing",
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"id": 865,
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"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
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},
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{
"dimension": {
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},
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}
],
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},
{
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"derived": {
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},
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}
],
"unmatched_skills": [
"Microsoft .NET",
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]
}
API 3 — final-role-output
{
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"role_archetype": null,
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},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": "Microsoft .NET",
"tag": "new"
},
{
"skill": "ASP.NET",
"tag": "new"
},
{
"skill": "SQL Server",
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},
{
"skill": "Mobile platforms",
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},
{
"skill": "Unit Testing",
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},
{
"skill": "QA",
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}
],
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"llm_cost_total_usd": null,
"persistence": {
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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,
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{
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{
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{
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},
{
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},
{
"display_name": "Python Backend Developer",
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},
{
"display_name": "Ruby Backend Developer",
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},
{
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],
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},
{
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},
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"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
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}
],
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},
"planner_output": null,
"run_id": "79bca4d5-9832-42f0-88c0-a811515006c9"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.