Pipeline run
b5d2200e-4ee0-4354-b682-85c0a1707c34
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
Work with our development team, customers and stakeholders to define requirements and specifications. Candidate will be responsible for working with delivery team as well as creating accelerator and P…
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 centered on .NET development, requirements/specifications, code delivery, and best-practice software engineering, which best matches Backend Developer / .NET Developer.
Matched skills
Matched dimensions
Matched KRAs
Resolution:
in_db
— role exists in library; skill↔dim and role↔dim links saved when applicable.
Job description
Our MS Service Line is looking forward to hire .NET Professionals who thrive on challenges and desire to make a real difference in the business world. The shortlisted candidate should have strong communication, interpersonal, analytical, and problem-solving skills. Should have the ability to effectively communicate complex technical designs within the team, and able to guide the team to achieve project goals. You are required to have skills in the following areas: 3 to 6 years of experience in a .NET environment. .NET Framework, .NET Core and SQL Server. Entity Framework, C# , ASP.Net MVC 6 Develop Microservices and Web API. Desired Skills Angular . Typescript, Node.JS, Azure PaaS. Responsibilities Work with our development team, customers and stakeholders to define requirements and specifications. Candidate will be responsible for working with delivery team as well as creating accelerator and POC for MS COE. Should have strong .NET background . Develop code, documentation and specifications in accordance with our Quality Assurance plan. Design includes participating in defining and interpreting feature requests, documenting those requests in functional specifications, and designing specific product and features for stability, usability, and maintainability Ability to self-manage and complete projects/tasks on a timely basis, according to commitments made to stakeholders and management. Ability to follow coding standards and best practices according to Agile Development Process.
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
- 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
- 367
- Extractable
- True
- Also category
- False
Dimensions (API 2 worklist)
-
React Frontend Development Catalog dimension db id 96
Library dimension (catalog)
API 3 link attempts (this skill)
| Dimension | Skill↔dim | Role↔dim | Outcome |
|---|---|---|---|
|
React Frontend Development
d_init_01
|
✓ | — | Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role) |
All API 3 persistence rows
Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.
| Skill | Tag | Dimension | Skill↔dim | Role↔dim | Outcome | Notes |
|---|---|---|---|---|---|---|
| .NET | in_db |
C# and .NET Languages
c-and-net-languages
|
✓ | — | 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) |
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": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 6,
"min": 3,
"raw": "3 to 6 years of experience in a .NET environment."
},
"job_locations": [],
"role": ".NET Professional",
"role_aliases": [
".NET Developer",
"Software Engineer",
"C# Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Work with our development team,",
"last_5_words": "standards and best practices according"
},
"text": "Work with our development team, customers and stakeholders to define requirements and specifications. Candidate will be responsible for working with delivery team as well as creating accelerator and POC for MS COE. Should have strong .NET background. Develop code, documentation and specifications in accordance with our Quality Assurance plan. Design includes participating in defining and interpreting feature requests, documenting those requests in functional specifications, and designing specific product and features for stability, usability, and maintainability. Ability to self-manage and complete projects/tasks on a timely basis, according to commitments made to stakeholders and management. Ability to follow coding standards and best practices according to Agile Development Process.",
"word_count": 104
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": ".NET"
},
{
"is_primary": true,
"skill_name": "Agile"
}
],
"jd_role": {
"display_name": ".NET Professional",
"rationale": null,
"role_aliases": [
".NET Developer",
"Software Engineer",
"C# Developer"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": null,
"certifications": [],
"company_name": null,
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "IT Services \u0026 Consulting"
},
"secondary": null
},
"education": [],
"experience": {
"max": 6,
"min": 3,
"raw": "3 to 6 years of experience in a .NET environment."
},
"job_locations": [],
"role": ".NET Professional",
"role_aliases": [
".NET Developer",
"Software Engineer",
"C# Developer"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 0,
"heading": "Responsibilities",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Work with our development team,",
"last_5_words": "standards and best practices according"
},
"text": "Work with our development team, customers and stakeholders to define requirements and specifications. Candidate will be responsible for working with delivery team as well as creating accelerator and POC for MS COE. Should have strong .NET background. Develop code, documentation and specifications in accordance with our Quality Assurance plan. Design includes participating in defining and interpreting feature requests, documenting those requests in functional specifications, and designing specific product and features for stability, usability, and maintainability. Ability to self-manage and complete projects/tasks on a timely basis, according to commitments made to stakeholders and management. Ability to follow coding standards and best practices according to Agile Development Process.",
"word_count": 104
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "b5d2200e-4ee0-4354-b682-85c0a1707c34",
"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": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Work with our development team, customers and stakeholders to define requirements and specifications.",
"similarity": 0.6526
},
{
"kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
"sentence": "Design includes participating in defining and interpreting feature requests, documenting those requests in functional specifications, and designing specific product and features for stability, usability, and maintainability.",
"similarity": 0.6248
},
{
"kra_text": "Delivers features through CI/CD pipelines using automated tests, staged rollouts, feature flags, and incremental deployments.",
"sentence": "Ability to follow coding standards and best practices according to Agile Development Process.",
"similarity": 0.4297
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 15,
"score": 0.569,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Angular Frontend Developer",
"kra_matches": [
{
"kra_text": "collaboration with design and QA",
"sentence": "Develop code, documentation and specifications in accordance with our Quality Assurance plan.",
"similarity": 0.5404
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Work with our development team, customers and stakeholders to define requirements and specifications.",
"similarity": 0.5085
},
{
"kra_text": "collaboration with design and QA",
"sentence": "Design includes participating in defining and interpreting feature requests, documenting those requests in functional specifications, and designing specific product and features for stability, usability, and maintainability.",
"similarity": 0.5043
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 90,
"score": 0.5177,
"slug": "angular-frontend-developer",
"total_count": null
},
{
"display_name": "React Native Developer",
"kra_matches": [
{
"kra_text": "maintain code quality",
"sentence": "Ability to follow coding standards and best practices according to Agile Development Process.",
"similarity": 0.5711
},
{
"kra_text": "maintain code quality",
"sentence": "Develop code, documentation and specifications in accordance with our Quality Assurance plan.",
"similarity": 0.5619
},
{
"kra_text": "maintain code quality",
"sentence": "Design includes participating in defining and interpreting feature requests, documenting those requests in functional specifications, and designing specific product and features for stability, usability, and maintainability.",
"similarity": 0.3282
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 73,
"score": 0.4871,
"slug": "react-native-developer",
"total_count": null
},
{
"display_name": "Flutter Developer",
"kra_matches": [
{
"kra_text": "collaborate with design, product, and backend teams",
"sentence": "Work with our development team, customers and stakeholders to define requirements and specifications.",
"similarity": 0.5442
},
{
"kra_text": "translate product and design requirements",
"sentence": "Design includes participating in defining and interpreting feature requests, documenting those requests in functional specifications, and designing specific product and features for stability, usability, and maintainability.",
"similarity": 0.5113
},
{
"kra_text": "structure reusable application code",
"sentence": "Ability to follow coding standards and best practices according to Agile Development Process.",
"similarity": 0.3962
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 74,
"score": 0.4839,
"slug": "flutter-developer",
"total_count": null
},
{
"display_name": "Go Backend Developer",
"kra_matches": [
{
"kra_text": "service interface design",
"sentence": "Design includes participating in defining and interpreting feature requests, documenting those requests in functional specifications, and designing specific product and features for stability, usability, and maintainability.",
"similarity": 0.4993
},
{
"kra_text": "code review and testing support",
"sentence": "Ability to follow coding standards and best practices according to Agile Development Process.",
"similarity": 0.4746
},
{
"kra_text": "code review and testing support",
"sentence": "Develop code, documentation and specifications in accordance with our Quality Assurance plan.",
"similarity": 0.4611
}
],
"matched_count": null,
"matched_skills": null,
"role_id": 81,
"score": 0.4783,
"slug": "go-backend-developer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": ".NET Backend Developer",
"kra_matches": null,
"matched_count": 1,
"matched_skills": [
".NET"
],
"role_id": 83,
"score": 0.5,
"slug": "dotnet-backend-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": 0.95,
"slug": "backend-engineer",
"total_count": null
},
"confidence": 0.95,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"matched_dimensions": [
"Software Development",
"Requirements Analysis",
"Specification Documentation",
"Quality Assurance",
"Agile Delivery",
"Stakeholder Management",
"Solution Prototyping"
],
"matched_kras": [
"define requirements and specifications",
"creating accelerator and POC for MS COE",
"Develop code, documentation and specifications",
"documenting those requests in functional specifications",
"designing specific product and features",
"self-manage and complete projects/tasks on a timely basis",
"follow coding standards and best practices"
],
"matched_skills": [
".NET",
"functional specifications",
"Quality Assurance plan",
"Agile Development Process",
"coding standards",
"best practices"
],
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is centered on .NET development, requirements/specifications, code delivery, and best-practice software engineering, which best matches Backend Developer / .NET Developer.",
"sub_role": {
"confidence": 0.99,
"display_name": ".NET Backend Developer",
"reasoning": "The JD explicitly centers on strong .NET experience and creating code/POCs in an MS COE context, which best matches the .NET backend specialization.",
"role_id": 83,
"slug": "dotnet-backend-developer"
}
},
"stage5_updates": {
"centroid_n_after": 220,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": {
"best_kra_similarity": 0.0,
"queue_id": 260,
"r_and_r_preview": "Work with our development team, customers and stakeholders to define requirements and specifications. Candidate will be responsible for working with delivery team as well as creating accelerator and P",
"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": 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": 367,
"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"
}
],
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is centered on .NET development, requirements/specifications, code delivery, and best-practice software engineering, which best matches Backend Developer / .NET Developer.",
"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": "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": "Agile",
"llm_role": null,
"roles_from_db": []
}
],
"input_final_skills": [
".NET",
"Agile"
],
"input_llm_skills": [
".NET",
"Agile"
],
"new_aliases_persisted": 0,
"run_id": "b5d2200e-4ee0-4354-b682-85c0a1707c34",
"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",
"slug": "net",
"sub_category_id": 2564,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"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"
}
]
}
],
"input_skill": ".NET",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
},
{
"aliases_in_db": [
{
"alias_text": "Agile",
"alias_type": "CANONICAL",
"id": 868,
"is_primary": false,
"match_strategy": "CASE_INSENSITIVE"
}
],
"canonical": {
"category_id": 8,
"display_name": "Agile",
"id": 520,
"is_also_category": false,
"is_extractable": true,
"skill_nature": "METHODOLOGY",
"slug": "agile",
"sub_category_id": 367,
"typical_lifespan": "EVERGREEN",
"volatility": "STABLE"
},
"dimensions": [
{
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"input_skill": "Agile",
"llm_role": null,
"roles_from_db": []
}
],
"input_skill": "Agile",
"matched_via": "alias",
"new_alias_persisted": false,
"new_alias_text": null,
"new_skill_meta": null,
"source_tag": "db",
"was_in_llm_skills": true
}
],
"unmatched_skills": []
}
API 3 — final-role-output
{
"chosen_role": {
"display_name": "Backend Developer",
"id": 1,
"rationale": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD is centered on .NET development, requirements/specifications, code delivery, and best-practice software engineering, which best matches Backend Developer / .NET Developer.",
"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"
},
"chosen_role_resolution": "in_db",
"final_input_skills": [
{
"skill": ".NET",
"tag": "in_db"
},
{
"skill": "Agile",
"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": 1,
"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"
},
"dimension_id": 362,
"input_skill": ".NET",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [
{
"display_name": ".NET Backend Developer",
"id": 83,
"rationale": null,
"role_archetype": "Engineering",
"slug": "dotnet-backend-developer",
"source": "db"
}
],
"skill_dimension_saved": true,
"skill_id": 3237,
"skill_tag": "in_db",
"skipped_reason": null
},
{
"chosen_role_id": 1,
"dimension": {
"difficulty_hint": "well_known",
"display_name": "React Frontend Development",
"id": 96,
"rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
"slug": "d_init_01",
"source": "db"
},
"dimension_id": 96,
"input_skill": "Agile",
"llm_role": null,
"matched_chosen_role": false,
"outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
"role_dimension_saved": false,
"roles_from_db": [],
"skill_dimension_saved": true,
"skill_id": 520,
"skill_tag": "in_db",
"skipped_reason": null
}
],
"new_skills_created": 0,
"role_dimension_saved": 0,
"skill_dimension_saved": 0,
"skipped": 0
},
"planner_output": null,
"run_id": "b5d2200e-4ee0-4354-b682-85c0a1707c34"
}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.