Pipeline run
b5685ec1-d1ac-4d6c-b1d6-22b0d445d384
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
In web application developer can able to make web as well Software by MVC as per requirement. If Experienced in Desktop Based work also then candidates will preferable first.
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Backend Developer
→.NET Backend Developer
sub-role · 0.97 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 explicitly mentions a .NET-style web application developer using MVC and also notes desktop-based work, which best aligns with backend/application development and secondarily desktop development.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
GIGGLES INFOTECH have urgent requirements of 2 Dot Net developers. Min. 1 yr Experience of .Net Development required Skill required : must have knowledge of C#, Asp.Net, MVC, SQL Server. ( Linq, ANGULAR, .NET CORE) any of it will be plus point. Developer can able to develop Web Application. Experience Criteria : min. 1yr to max. 3 Year Exp. as a developer. (Given Salary Criteria for this Experience only. if candidate have more experience or More Knowledge then Salary Criteria may be Changeable) Responsibilities and Duties In web application developer can able to make web as well Software by MVC as per requirement. If Experienced in Desktop Based work also then candidates will preferable first. Interested candidate can share cv on hr@gigglesinfotech.in or Contact us on 8200099637
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
- MVC (CANONICAL) primary
Context tags (catalog)
Stored enrichment (catalog DB)
- Category
- Architecture
- Sub-category
- Model View Controller
- Year introduced
- 1979
- Confidence
- 0.93
- Version strategy
- NOT_APPLICABLE
Maturity reasoning: MVC remains a standard web/app architecture in many job descriptions and frameworks (e.g., ASP.NET MVC, Spring MVC, Rails), with no vendor sunset or replacement making it obsolete.
Skill profile (library / DB)
- Skill nature
- PATTERN
- Volatility
- STABLE
- Typical lifespan
- EVERGREEN
- Category id
- 1
- Sub-category id
- 2462
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
ASP.NET Core Web Frameworks Catalog dimension db id 363
Library dimension (catalog)
Roles linked in library: .NET Backend Developer
-
App Architecture and Dependency Injection Catalog dimension db id 94
Library dimension (catalog)
Roles linked in library: Android Developer, iOS Developer
-
Application Architecture and Code Organization Catalog dimension db id 220
Library dimension (catalog)
Roles linked in library: Fullstack Developer
-
Native Mobile App Architecture and Dependency Injection Catalog dimension db id 273
Library dimension (catalog)
Roles linked in library: Native Mobile Developer
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
ASP.NET Core Web Frameworks
asp-net-core-web-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Application Architecture and Code Organization
application-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
|
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
|
✓ | — | 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 | in_db |
C# and .NET Languages
c-and-net-languages
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVC | in_db |
ASP.NET Core Web Frameworks
asp-net-core-web-frameworks
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVC | in_db |
App Architecture and Dependency Injection
app-architecture-and-dependency-injection
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVC | in_db |
Application Architecture and Code Organization
application-architecture-and-code-organization
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) | |
| MVC | in_db |
Native Mobile App Architecture and Dependency Injection
native-mobile-app-architecture-and-dependency-injection
|
✓ | — | 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": null,
"certifications": [],
"company_name": "GIGGLES INFOTECH",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 3,
"min": 1,
"raw": "min. 1yr to max. 3 Year Exp. as a developer"
},
"job_locations": [],
"role": "Dot Net Developer",
"role_aliases": [
".Net Developer",
"C# Developer",
"Software Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities and Duties",
"heading_was_present": true,
"source_marker": {
"first_5_words": "In web application developer can",
"last_5_words": "preferable first."
},
"text": "In web application developer can able to make web as well Software by MVC as per requirement.\nIf Experienced in Desktop Based work also then candidates will preferable first.",
"word_count": 30
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": ".NET"
},
{
"is_primary": true,
"skill_name": "MVC"
}
],
"jd_role": {
"display_name": "Dot Net Developer",
"rationale": null,
"role_aliases": [
".Net Developer",
"C# Developer",
"Software Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": "GIGGLES INFOTECH",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 3,
"min": 1,
"raw": "min. 1yr to max. 3 Year Exp. as a developer"
},
"job_locations": [],
"role": "Dot Net Developer",
"role_aliases": [
".Net Developer",
"C# Developer",
"Software Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities and Duties",
"heading_was_present": true,
"source_marker": {
"first_5_words": "In web application developer can",
"last_5_words": "preferable first."
},
"text": "In web application developer can able to make web as well Software by MVC as per requirement.\nIf Experienced in Desktop Based work also then candidates will preferable first.",
"word_count": 30
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "b5685ec1-d1ac-4d6c-b1d6-22b0d445d384",
"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": "Fullstack Developer",
"kra_matches": [
{
"kra_text": "Writes application logic across the presentation layer, service layer, and data access layer of web applications following MVC or clean architecture patterns.",
"sentence": "In web application developer can able to make web as well Software by MVC as per requirement.",
"similarity": 0.5757
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "If Experienced in Desktop Based work also then candidates will preferable first.",
"similarity": 0.2558
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.4157,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Frontend Developer",
"kra_matches": [
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "In web application developer can able to make web as well Software by MVC as per requirement.",
"similarity": 0.3954
},
{
"kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
"sentence": "If Experienced in Desktop Based work also then candidates will preferable first.",
"similarity": 0.3021
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 7,
"score": 0.3488,
"slug": "frontend-engineer",
"total_count": null
},
{
"display_name": "Web Developer",
"kra_matches": [
{
"kra_text": "maintain existing web features",
"sentence": "In web application developer can able to make web as well Software by MVC as per requirement.",
"similarity": 0.414
},
{
"kra_text": "Implement browser-based UI flows",
"sentence": "If Experienced in Desktop Based work also then candidates will preferable first.",
"similarity": 0.2802
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 25,
"score": 0.3471,
"slug": "web-developer",
"total_count": null
},
{
"display_name": "Vue Frontend Developer",
"kra_matches": [
{
"kra_text": "connect UI to application services",
"sentence": "In web application developer can able to make web as well Software by MVC as per requirement.",
"similarity": 0.3832
},
{
"kra_text": "Implement browser-based user interfaces",
"sentence": "If Experienced in Desktop Based work also then candidates will preferable first.",
"similarity": 0.2939
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 91,
"score": 0.3386,
"slug": "vue-frontend-developer",
"total_count": null
},
{
"display_name": "Java Backend Developer",
"kra_matches": [
{
"kra_text": "service endpoint development",
"sentence": "In web application developer can able to make web as well Software by MVC as per requirement.",
"similarity": 0.3865
},
{
"kra_text": "service endpoint development",
"sentence": "If Experienced in Desktop Based work also then candidates will preferable first.",
"similarity": 0.2799
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 79,
"score": 0.3332,
"slug": "java-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": 2,
"matched_skills": [
".NET",
"MVC"
],
"role_id": 83,
"score": 1.0,
"slug": "dotnet-backend-developer",
"total_count": 2
},
{
"display_name": "Fullstack Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"MVC"
],
"role_id": 15,
"score": 0.5,
"slug": "full-stack-engineer",
"total_count": 2
},
{
"display_name": "Android Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"MVC"
],
"role_id": 4,
"score": 0.5,
"slug": "android-engineer",
"total_count": 2
},
{
"display_name": "iOS Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"MVC"
],
"role_id": 6,
"score": 0.5,
"slug": "ios-engineer",
"total_count": 2
},
{
"display_name": "Native Mobile Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
"MVC"
],
"role_id": 75,
"score": 0.5,
"slug": "native-mobile-developer",
"total_count": 2
}
]
},
"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": 0.89,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.89,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Web Application Development",
"Desktop Application Development",
"MVC-based Software Development"
],
"matched_kras": [
"make web as well Software by MVC as per requirement",
"develop web applications",
"candidates will preferable first"
],
"matched_skills": [
"MVC",
".Net",
"web application",
"Desktop Based work"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD explicitly mentions a .NET-style web application developer using MVC and also notes desktop-based work, which best aligns with backend/application development and secondarily desktop development.",
"sub_role": {
"confidence": 0.97,
"display_name": ".NET Backend Developer",
"reasoning": "The JD title explicitly says Dot Net Developer and the responsibilities mention MVC and desktop-based work, which strongly point to .NET.",
"role_id": 83,
"slug": "dotnet-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 729,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 786,
"r_and_r_preview": "In web application developer can able to make web as well Software by MVC as per requirement.\nIf Experienced in Desktop Based work also then candidates will preferable first.",
"role_display_name": "Backend Developer",
"role_slug": "backend-engineer",
"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": 4766,
"existing_alias_text": ".NET",
"input_term": ".NET",
"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": 831,
"existing_alias_text": "MVC",
"input_term": "MVC",
"matched_canonical": {
"category_id": 1,
"display_name": "MVC",
"id": 505,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "PATTERN",
"slug": "mvc",
"sub_category_id": 2462,
"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": "Android Developer",
"id": 4,
"rationale": null,
"role_archetype": null,
"slug": "android-engineer",
"source": "db"
},
{
"display_name": "iOS Developer",
"id": 6,
"rationale": null,
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
},
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
},
{
"display_name": "Native Mobile Developer",
"id": 75,
"rationale": null,
"role_archetype": "Engineering",
"slug": "native-mobile-developer",
"source": "db"
}
],
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD explicitly mentions a .NET-style web application developer using MVC and also notes desktop-based work, which best aligns with backend/application development and secondarily desktop development.",
"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",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "ASP.NET Core Web Frameworks",
"id": 363,
"rationale": "Server-side web frameworks and hosting models used to build HTTP APIs, middleware, filters, and request pipelines. This cluster is coherent because it defines how backend services receive, process, and return requests.",
"slug": "asp-net-core-web-frameworks",
"source": "db"
},
"input_skill": "MVC",
"llm_role": null,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "App Architecture and Dependency Injection",
"id": 94,
"rationale": "Structural patterns used to organize iOS code into testable, maintainable feature modules and layers. iOS engineers use these patterns to separate UI, state, and service integration concerns.",
"slug": "app-architecture-and-dependency-injection",
"source": "db"
},
"input_skill": "MVC",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Android Developer",
"id": 4,
"rationale": null,
"role_archetype": null,
"slug": "android-engineer",
"source": "db"
},
{
"display_name": "iOS Developer",
"id": 6,
"rationale": null,
"role_archetype": null,
"slug": "ios-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Application Architecture and Code Organization",
"id": 220,
"rationale": "Structural patterns for organizing product code into maintainable modules, layers, and feature boundaries. Full stack engineers need this to keep cross-layer feature work understandable as the product grows.",
"slug": "application-architecture-and-code-organization",
"source": "db"
},
"input_skill": "MVC",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Fullstack Developer",
"id": 15,
"rationale": null,
"role_archetype": null,
"slug": "full-stack-engineer",
"source": "db"
}
]
},
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "Native Mobile App Architecture and Dependency Injection",
"id": 273,
"rationale": "Structural patterns for organizing native mobile application code into maintainable, testable modules, layers, and feature boundaries. This includes app architecture patterns such as MVVM, MVC, MVI, VIPER, and Clean Architecture; dependency injection frameworks and patterns such as Hilt, Dagger, and Koin; and code organization techniques such as modularization, feature modules, repository pattern, and use-case layering to separate UI, state, data, and platform concerns across a growing codebase.",
"slug": "native-mobile-app-architecture-and-dependency-injection",
"source": "db"
},
"input_skill": "MVC",
"llm_role": null,
"roles_from_db": [
{
"display_name": "Native Mobile Developer",
"id": 75,
"rationale": null,
"role_archetype": "Engineering",
"slug": "native-mobile-developer",
"source": "db"
}
]
}
],
"input_final_skills": [
".NET",
"MVC"
],
"input_llm_skills": [
".NET",
"MVC"
],
"new_aliases_persisted": 0,
"run_id": "b5685ec1-d1ac-4d6c-b1d6-22b0d445d384",
"skills_detail": [
{
"aliases_in_db": [
{
"alias_text": ".NET",
"alias_type": "CANONICAL",
"id": 4766,
"is_primary": true,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": ".NET 5",
"alias_type": "VERSION",
"id": 4767,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": ".NET 6",
"alias_type": "VERSION",
"id": 4768,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": ".NET 7",
"alias_type": "VERSION",
"id": 4769,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": ".NET 8",
"alias_type": "VERSION",
"id": 4770,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
},
{
"alias_text": ".NET Core",
"alias_type": "VERSION",
"id": 4771,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 67,
"display_name": ".NET",
"id": 3237,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "RUNTIME",
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"sub_category_id": 2564,
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"volatility": "STABLE"
},
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{
"dimension": {
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},
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}
]
}
],
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"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "MVC",
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}
],
"canonical": {
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"is_extractable": true,
"skill_nature": "PATTERN",
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{
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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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},
{
"dimension": {
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},
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"roles_from_db": [
{
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]
},
{
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],
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],
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}
API 3 — final-role-output
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"source": "db"
},
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{
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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)",
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{
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],
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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)",
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{
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{
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{
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],
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],
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LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.