Pipeline run
d087de5b-1d00-48f0-86b4-cb4b21d552c3
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
This is a full-time, on-site role for a Dotnet Developer with 2-4 years of experience located in Bengaluru. The Dotnet Developer will be responsible for software development and programming using .NET…
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
→.NET Backend Developer
sub-role · 0.99 domain · Software Engineering CASE DOMAINslug: backend-engineer · id: 1 · source: db · sub-role slug: dotnet-backend-developer
Domain=Software Engineering → sub-role dotnet-backend-developer; The JD is for a .NET Core/ASP.NET MVC software development role, which aligns best with backend application development rather than frontend or mobile work.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Company Description Vikgol is a software development company that provides on-demand access to teams of developers, designers, and product managers. The company has a high quality network of engineers, product managers, and designers that is empowered by automation to streamline the software development process. Within hours, users can access a fixed price quote and be paired with top-tier talent. Role Description This is a full-time, on-site role for a Dotnet Developer with 2-4 years of experience located in Bengaluru. The Dotnet Developer will be responsible for software development and programming using .NET Core and ASP.NET MVC. The role involves day-to-day tasks associated with Object-Oriented Programming (OOP) and software development. Qualifications • Strong understanding of Object-Oriented Programming (OOP) principles • Experience in Software Development and Programming • Proficient in .NET Core and ASP.NET MVC • Ability to write clean, readable, and easily maintainable code • Problem-solving skills and attention to detail • Excellent written and verbal communication skills • Bachelor's degree in Computer Science, Software Engineering, or related field • Experience in Agile development methodologies is a plus
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
- .NET (CANONICAL) primary
- .NET 5 (VERSION)
- .NET 6 (VERSION)
- .NET 7 (VERSION)
- .NET 8 (VERSION)
- .NET Core (VERSION)
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Runtime
- Sub-category
- Runtime Platform
- Vendor
- Microsoft
- License
- mit
- Year introduced
- 2002
- Confidence
- 0.90
- Version strategy
- SEPARATE_ENTITY
- Version tag
- .NET (modern, i.e., .NET 6+)
Maturity reasoning: .NET appears in large volumes of job postings across enterprise, cloud, and backend roles, and Microsoft continues active releases and LTS support, indicating broad hiring-pipeline adoption.
Skill profile (library / DB)
- Skill nature
- RUNTIME
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 67
- Sub-category id
- 2564
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
C# and .NET Languages Catalog dimension db id 362
Library dimension (catalog)
Roles linked in library: .NET Backend Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Aliases — catalog
- ASP.NET MVC (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Framework
- Sub-category
- Web Framework
- Vendor
- Microsoft
- License
- apache_2
- Year introduced
- 2009
- Confidence
- 0.96
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Vendor market signal: Microsoft has superseded ASP.NET MVC with ASP.NET Core MVC; new docs and hiring JDs overwhelmingly specify ASP.NET Core/.NET 6+ rather than classic ASP.NET MVC.
Skill profile (library / DB)
- Skill nature
- FRAMEWORK
- Volatility
- DEPRECATED
- Typical lifespan
- EVERGREEN
- Category id
- 5
- Sub-category id
- 35
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
Application Frameworks & Libraries Catalog dimension db id 451
Library dimension (catalog)
Roles linked in library: Sitecore Dev
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | 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
- Programming Concepts
- Sub-category
- general
- Skill nature
- CONCEPT
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Version strategy
- UNVERSIONED
Aliases — catalog
- Agile (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Methodology
- Sub-category
- Agile
- Confidence
- 0.99
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.
Skill profile (library / DB)
- Skill nature
- METHODOLOGY
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 8
- Sub-category id
- 3594
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
-
Software Concepts, Patterns & Practices Catalog dimension db id 478
Library dimension (catalog)
Roles linked in library: Engineering Manager
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) |
|
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | — | 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 |
|---|---|---|---|---|---|---|
| .NET Core | in_db |
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| ASP.NET MVC | in_db |
Application Frameworks & Libraries
application-frameworks-libraries
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Agile | in_db |
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| Agile | in_db |
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
Library artifacts (this run)
| Kind | Detail | DB id |
|---|---|---|
| canonical_skill_proposed | Object-Oriented Programming | type=Programming Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN |
nano JD Parser — gpt-4.1-nano click to toggle
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Vikgol is a software development",
"last_5_words": "paired with top-tier talent."
},
"text": "Vikgol is a software development company that provides on-demand access to teams of developers, designers, and product managers. The company has a high quality network of engineers, product managers, and designers that is empowered by automation to streamline the software development process. Within hours, users can access a fixed price quote and be paired with top-tier talent.",
"word_count": 64
},
"certifications": [],
"company_name": "Vikgol",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science / Software Engineering (or related)",
"raw": "Bachelor\u0027s degree in Computer Science, Software Engineering, or related field",
"requirement": "required"
}
],
"experience": {
"max": 4,
"min": 2,
"raw": "2-4 years of experience"
},
"job_locations": [
{
"aliases": [
"Bangalore"
],
"city": "Bengaluru",
"country": "India",
"state": "Karnataka",
"work_mode": "onsite"
}
],
"role": "Dotnet Developer",
"role_aliases": [
".NET Developer",
"Software Developer",
"Dotnet Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This is a full-time, on-site",
"last_5_words": "OOP) and software development."
},
"text": "This is a full-time, on-site role for a Dotnet Developer with 2-4 years of experience located in Bengaluru. The Dotnet Developer will be responsible for software development and programming using .NET Core and ASP.NET MVC. The role involves day-to-day tasks associated with Object-Oriented Programming (OOP) and software development.",
"word_count": 50
},
{
"bullet_count": 8,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Strong understanding of Object-Oriented",
"last_5_words": "is a plus"
},
"text": "\u2022 Strong understanding of Object-Oriented Programming (OOP) principles\n\u2022 Experience in Software Development and Programming\n\u2022 Proficient in .NET Core and ASP.NET MVC\n\u2022 Ability to write clean, readable, and easily maintainable code\n\u2022 Problem-solving skills and attention to detail\n\u2022 Excellent written and verbal communication skills\n\u2022 Bachelor\u0027s degree in Computer Science, Software Engineering, or related field\n\u2022 Experience in Agile development methodologies is a plus",
"word_count": 66
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": ".NET Core"
},
{
"is_primary": true,
"skill_name": "ASP.NET MVC"
},
{
"is_primary": true,
"skill_name": "Object-Oriented Programming"
},
{
"is_primary": false,
"skill_name": "Agile"
}
],
"jd_role": {
"display_name": "Dotnet Developer",
"rationale": null,
"role_aliases": [
".NET Developer",
"Software Developer",
"Dotnet Engineer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "Vikgol is a software development",
"last_5_words": "paired with top-tier talent."
},
"text": "Vikgol is a software development company that provides on-demand access to teams of developers, designers, and product managers. The company has a high quality network of engineers, product managers, and designers that is empowered by automation to streamline the software development process. Within hours, users can access a fixed price quote and be paired with top-tier talent.",
"word_count": 64
},
"certifications": [],
"company_name": "Vikgol",
"ctc": null,
"domain": {
"primary": {
"aliases": [
"ITES",
"BPO"
],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [
{
"level": "Bachelor\u0027s",
"qualification": "BTECH/BE/BSC - Computer Science / Software Engineering (or related)",
"raw": "Bachelor\u0027s degree in Computer Science, Software Engineering, or related field",
"requirement": "required"
}
],
"experience": {
"max": 4,
"min": 2,
"raw": "2-4 years of experience"
},
"job_locations": [
{
"aliases": [
"Bangalore"
],
"city": "Bengaluru",
"country": "India",
"state": "Karnataka",
"work_mode": "onsite"
}
],
"role": "Dotnet Developer",
"role_aliases": [
".NET Developer",
"Software Developer",
"Dotnet Engineer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Role Description",
"heading_was_present": true,
"source_marker": {
"first_5_words": "This is a full-time, on-site",
"last_5_words": "OOP) and software development."
},
"text": "This is a full-time, on-site role for a Dotnet Developer with 2-4 years of experience located in Bengaluru. The Dotnet Developer will be responsible for software development and programming using .NET Core and ASP.NET MVC. The role involves day-to-day tasks associated with Object-Oriented Programming (OOP) and software development.",
"word_count": 50
},
{
"bullet_count": 8,
"heading": "Qualifications",
"heading_was_present": true,
"source_marker": {
"first_5_words": "\u2022 Strong understanding of Object-Oriented",
"last_5_words": "is a plus"
},
"text": "\u2022 Strong understanding of Object-Oriented Programming (OOP) principles\n\u2022 Experience in Software Development and Programming\n\u2022 Proficient in .NET Core and ASP.NET MVC\n\u2022 Ability to write clean, readable, and easily maintainable code\n\u2022 Problem-solving skills and attention to detail\n\u2022 Excellent written and verbal communication skills\n\u2022 Bachelor\u0027s degree in Computer Science, Software Engineering, or related field\n\u2022 Experience in Agile development methodologies is a plus",
"word_count": 66
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "d087de5b-1d00-48f0-86b4-cb4b21d552c3",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 1.0,
"slug": "dotnet-backend-developer",
"total_count": null
},
{
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 1.0,
"slug": "backend-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Ability to write clean, readable, and easily maintainable code",
"similarity": 0.6445
},
{
"kra_text": "maintain code quality",
"sentence": "The role involves day-to-day tasks associated with Object-Oriented Programming (OOP) and software development.",
"similarity": 0.3131
},
{
"kra_text": "maintain code quality",
"sentence": "Problem-solving skills and attention to detail",
"similarity": 0.3127
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.4234,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": ".NET Backend Developer",
"kra_matches": [
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "Ability to write clean, readable, and easily maintainable code",
"similarity": 0.5303
},
{
"kra_text": "defect investigation and resolution",
"sentence": "Problem-solving skills and attention to detail",
"similarity": 0.3626
},
{
"kra_text": "backend code refactoring and maintenance",
"sentence": "The role involves day-to-day tasks associated with Object-Oriented Programming (OOP) and software development.",
"similarity": 0.3563
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 83,
"score": 0.4164,
"slug": "dotnet-backend-developer",
"total_count": null
},
{
"display_name": "Node.js Backend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Ability to write clean, readable, and easily maintainable code",
"similarity": 0.5262
},
{
"kra_text": "defect diagnosis and performance tuning",
"sentence": "Problem-solving skills and attention to detail",
"similarity": 0.3579
},
{
"kra_text": "code review and refactoring",
"sentence": "The role involves day-to-day tasks associated with Object-Oriented Programming (OOP) and software development.",
"similarity": 0.3434
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 82,
"score": 0.4092,
"slug": "node-backend-developer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "code review and refactoring",
"sentence": "Ability to write clean, readable, and easily maintainable code",
"similarity": 0.5261
},
{
"kra_text": "defect diagnosis and fixes",
"sentence": "Problem-solving skills and attention to detail",
"similarity": 0.3557
},
{
"kra_text": "code review and refactoring",
"sentence": "The role involves day-to-day tasks associated with Object-Oriented Programming (OOP) and software development.",
"similarity": 0.3435
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.4084,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "code review and testing support",
"sentence": "Ability to write clean, readable, and easily maintainable code",
"similarity": 0.5
},
{
"kra_text": "defect investigation and resolution",
"sentence": "Problem-solving skills and attention to detail",
"similarity": 0.3626
},
{
"kra_text": "code review and testing support",
"sentence": "The role involves day-to-day tasks associated with Object-Oriented Programming (OOP) and software development.",
"similarity": 0.3567
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.4064,
"slug": "go-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
".NET",
".NET Core"
],
"role_id": 83,
"score": 0.6667,
"slug": "dotnet-backend-developer",
"total_count": 3
},
{
"display_name": "Sitecore Dev",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
".NET Core",
"ASP.NET MVC"
],
"role_id": 233,
"score": 0.6667,
"slug": "sitecore-dev",
"total_count": 3
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "DOMAIN",
"chosen_role": {
"display_name": "Backend Developer",
"kra_matches": null,
"matched_count": null,
"matched_skills": null,
"role_id": 1,
"score": 0.97,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.97,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Backend Application Development",
"Object-Oriented Programming",
"Code Quality and Maintainability",
"Problem Solving",
"Agile Development"
],
"matched_kras": [
"software development and programming using .NET Core and ASP.NET MVC",
"day-to-day tasks associated with Object-Oriented Programming (OOP)",
"write clean, readable, and easily maintainable code"
],
"matched_skills": [
".NET Core",
"ASP.NET MVC",
"Object-Oriented Programming (OOP)",
"Software Development",
"Programming",
"clean, readable, and easily maintainable code",
"Agile development methodologies"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is for a .NET Core/ASP.NET MVC software development role, which aligns best with backend application development rather than frontend or mobile work.",
"sub_role": {
"confidence": 0.99,
"display_name": ".NET Backend Developer",
"reasoning": "The JD explicitly centers on .NET Core and ASP.NET MVC, which clearly matches the .NET backend specialization.",
"role_id": 83,
"slug": "dotnet-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 1459,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 1562,
"r_and_r_preview": "This is a full-time, on-site role for a Dotnet Developer with 2-4 years of experience located in Bengaluru. The Dotnet Developer will be responsible for software development and programming using .NET",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"status": "pending"
},
"new_skills_attached": [
{
"is_primary": true,
"queue_id": 20898,
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"skill_name": "Object-Oriented Programming",
"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": 4771,
"existing_alias_text": ".NET Core",
"input_term": ".NET Core",
"matched_canonical": {
"category_id": 67,
"display_name": ".NET",
"id": 3237,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "RUNTIME",
"slug": "net",
"sub_category_id": 2564,
"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": 5928,
"existing_alias_text": "ASP.NET MVC",
"input_term": "ASP.NET MVC",
"matched_canonical": {
"category_id": 5,
"display_name": "ASP.NET MVC",
"id": 4205,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "FRAMEWORK",
"slug": "asp-net-mvc",
"sub_category_id": 35,
"typical_lifespan": "EVERGREEN",
"volatility": "DEPRECATED"
},
"matched_via": "alias"
},
{
"alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
"alias_persisted": false,
"existing_alias_id": 868,
"existing_alias_text": "Agile",
"input_term": "Agile",
"matched_canonical": {
"category_id": 8,
"display_name": "Agile",
"id": 520,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "agile",
"sub_category_id": 3594,
"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": "Sitecore Dev",
"id": 233,
"rationale": null,
"role_archetype": "Engineering",
"slug": "sitecore-dev",
"source": "db"
},
{
"display_name": "Engineering Manager",
"id": 121,
"rationale": null,
"role_archetype": null,
"slug": "engineering-manager",
"source": "db"
}
],
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is for a .NET Core/ASP.NET MVC software development role, which aligns best with backend application development rather than frontend or mobile work.",
"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"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "C# and .NET Languages",
"id": 362,
"rationale": "Primary implementation languages and runtime features used to build backend service logic in the .NET ecosystem. This is the core coding surface for request handling, domain logic, and service internals.",
"slug": "c-and-net-languages",
"source": "db"
},
"input_skill": ".NET Core",
"llm_role": null,
"roles_from_db": [
{
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}
]
},
{
"dimension": {
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"rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
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},
"input_skill": "ASP.NET MVC",
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{
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]
},
{
"dimension": {
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},
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},
{
"dimension": {
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},
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}
]
}
],
"input_final_skills": [
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],
"input_llm_skills": [
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"new_aliases_persisted": 0,
"run_id": "d087de5b-1d00-48f0-86b4-cb4b21d552c3",
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},
{
"alias_text": ".NET 5",
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},
{
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},
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},
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"is_primary": false,
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},
{
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"is_primary": false,
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],
"canonical": {
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"is_extractable": true,
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},
{
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"is_extractable": true,
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},
{
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"new_alias_persisted": false,
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"new_skill_meta": {
"derived": {
"category": "Programming Concepts",
"skill_nature": "CONCEPT",
"sub_category": "general",
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"version_strategy": "UNVERSIONED",
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},
"enrichment": null,
"keep_log": [],
"locked_dimensions": [],
"merge_log": [],
"placed": null,
"relationships": null,
"skill_id": "object-oriented-programming",
"split_log": [],
"typed": null,
"warnings": []
},
"source_tag": "llm",
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},
{
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],
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"is_extractable": true,
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{
"dimension": {
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},
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}
],
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}
API 3 — final-role-output
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"source": "db"
},
"chosen_role_resolution": "in_db",
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{
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"tag": "in_db"
},
{
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"tag": "in_db"
},
{
"skill": "Object-Oriented Programming",
"tag": "new"
},
{
"skill": "Agile",
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],
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"persistence": {
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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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],
"skill_dimension_saved": true,
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},
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},
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
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],
"skill_dimension_saved": true,
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},
{
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},
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"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": true,
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},
{
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},
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],
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}
],
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},
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