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Pipeline run

303add38-42fc-440a-a13d-8a62e537bb5b

Pipeline LLM cost (USD)
API 1: $0.0094 API 2: $0.0000 API 3: $0.0000 Total: $0.0094

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work · API and service implementation
Build and maintain .NET applications end to end: gather requirements, code, test, debug, and deploy features with cross-functional teams, while keeping code clean, maintainable, and documented.
"Design and develop software applications using the .NET framework"
Tech stack maturity
Modern Cloud Native
Backend development today is typically built around cloud-hosted services, containers, CI/CD, and distributed systems, but AI is usually only an optional integration rather than the core of the role.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.80 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
Frameworks (×2):
Models / concepts (×3):
Evidence — skills matched in JD (1)
.NET
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
.NET
Show KRA description ↓
• Design and develop software applications using the .NET framework • Collaborate with cross-functional teams to define, design, and ship new features • Participate in all aspects of the software development lifecycle, including requirements gathering, coding, testing, and deployment • Troubleshoot and debug issues to improve software quality and performance • Write clean, scalable, and maintainable code • Contribute to technical documentation and participate in code reviews • Stay up to date with the latest industry trends and technologies

Signals

Skill dotnet-backend-developer
1.00
Alias dotnet-backend-developer
1.00
KRA react-native-developer
0.59

Post-classification

Centroidupdated · n=830
Alias collision log
New-role queue
New skills captured0
New KRA capturedyes

Captured for admin review

R&R fragment (sim 0.00) Backend Developer pending

• Design and develop software applications using the .NET framework • Collaborate with cross-functional teams to define, design, and ship new features • Participate in all aspects of the software deve…

Status: completed Created: 2026-05-27T15:10:19.067017Z Updated: 2026-06-12T16:48:39.468109Z API 3 duration: 5250 ms
Flow Current 3-step pipeline

1 POST /skills/extract-from-jd

2 POST /skills/extract-details

3 POST /skills/final-role-output

Role Chosen role & resolution

Backend Developer

.NET Backend Developer

sub-role · 0.99 domain · Software Engineering CASE DOMAIN

slug: backend-engineer · id: 1 · source: db · sub-role slug: dotnet-backend-developer

Domain=Software Engineering → sub-role dotnet-backend-developer; The JD explicitly targets .NET application development and general software engineering responsibilities, which best match the Backend Developer role alias set including .NET Developer.

Matched skills

.NET framework

Matched dimensions

Software Application DevelopmentSoftware Development LifecycleCode Quality and DebuggingTechnical DocumentationCode Review Collaboration

Matched KRAs

Design and develop software applications using the .NET frameworkCollaborate with cross-functional teams to define, design, and ship new featuresParticipate in all aspects of the software development lifecycleTroubleshoot and debug issues to improve software quality and performanceWrite clean, scalable, and maintainable codeContribute to technical documentation and participate in code reviews

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
Skipped

Job description

Skills:
• NET Framework, Microsoft SQL Server, Test Automation, MySQL, Software Development, Agile Development, JavaScript, Computer Science,


Company Overview

Sysol System Solutions Pvt. Ltd. is a premier IT solutions and services provider with offices in the Middle East and India. Established in 2010, we are committed to providing cutting-edge Website Design and Development, Branding, Digital Marketing, ERP Software, GIS Application Development, and Mobile App Development. Our expanding team comprises skilled software engineers and accomplished business analysts who ensure automated and streamlined workflow, advanced solutions, and unmatched customer satisfaction.

Job Overview

We are seeking a talented and dedicated Dotnet Developer to join our team at Sysol System Solutions Pvt. Ltd. As a Dotnet Developer, you will be responsible for designing, coding, testing, and implementing software solutions using the .NET framework. Your expertise in Microsoft SQL Server, Test Automation, MySQL, and Agile Development will be crucial in developing efficient and scalable applications. This is a full-time position based in Malappuram, Kerala, India.

Qualifications And Skills

• 1-3 years of experience in .NET Framework
• Strong proficiency in Microsoft SQL Server
• Experience in Test Automation and MySQL
• Solid understanding of software development principles and Agile methodologies
• Proficient in JavaScript and other web technologies
• Bachelor's or Master's degree in Computer Science or a related field


Roles And Responsibilities

• Design and develop software applications using the .NET framework
• Collaborate with cross-functional teams to define, design, and ship new features
• Participate in all aspects of the software development lifecycle, including requirements gathering, coding, testing, and deployment
• Troubleshoot and debug issues to improve software quality and performance
• Write clean, scalable, and maintainable code
• Contribute to technical documentation and participate in code reviews
• Stay up to date with the latest industry trends and technologies

Skills from this JD

Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.

.NET Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: .NET id=3237 · net

Aliases — catalog

  • .NET (CANONICAL) primary
  • .NET 5 (VERSION)
  • .NET 6 (VERSION)
  • .NET 7 (VERSION)
  • .NET 8 (VERSION)
  • .NET Core (VERSION)

Context tags (catalog)

ADO.NET ASP.NET Azure Blazor C# CLR Entity Framework LINQ MVC Microservices NuGet Visual Studio WPF Web API XAML

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)

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)

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleDotnet Developer
CompanySysol System Solutions Pvt. Ltd.
Experience1-3 years of experience in .NET Framework
DomainIT Services & Consulting
Location Malappuram, India (onsite)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Sysol System Solutions Pvt. Ltd.",
      "last_5_words": "and unmatched customer satisfaction."
    },
    "text": "Sysol System Solutions Pvt. Ltd. is a premier IT solutions and services provider with offices in the Middle East and India. Established in 2010, we are committed to providing cutting-edge Website Design and Development, Branding, Digital Marketing, ERP Software, GIS Application Development, and Mobile App Development. Our expanding team comprises skilled software engineers and accomplished business analysts who ensure automated and streamlined workflow, advanced solutions, and unmatched customer satisfaction.",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "Sysol System Solutions Pvt. Ltd.",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
        "BPO"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science or related",
      "raw": "Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 3,
    "min": 1,
    "raw": "1-3 years of experience in .NET Framework"
  },
  "job_locations": [
    {
      "aliases": [
        "Malappuram, KL"
      ],
      "city": "Malappuram",
      "country": "India",
      "state": "Kerala",
      "work_mode": "onsite"
    }
  ],
  "role": "Dotnet Developer",
  "role_aliases": [
    ".NET Developer",
    "Software Developer",
    "Dotnet Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 7,
      "heading": "Roles And Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Design and develop software",
        "last_5_words": "latest industry trends and technologies"
      },
      "text": "\u2022 Design and develop software applications using the .NET framework\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features\n\u2022 Participate in all aspects of the software development lifecycle, including requirements gathering, coding, testing, and deployment\n\u2022 Troubleshoot and debug issues to improve software quality and performance\n\u2022 Write clean, scalable, and maintainable code\n\u2022 Contribute to technical documentation and participate in code reviews\n\u2022 Stay up to date with the latest industry trends and technologies",
      "word_count": 66
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": ".NET"
    }
  ],
  "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": "Sysol System Solutions Pvt. Ltd.",
        "last_5_words": "and unmatched customer satisfaction."
      },
      "text": "Sysol System Solutions Pvt. Ltd. is a premier IT solutions and services provider with offices in the Middle East and India. Established in 2010, we are committed to providing cutting-edge Website Design and Development, Branding, Digital Marketing, ERP Software, GIS Application Development, and Mobile App Development. Our expanding team comprises skilled software engineers and accomplished business analysts who ensure automated and streamlined workflow, advanced solutions, and unmatched customer satisfaction.",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "Sysol System Solutions Pvt. Ltd.",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "ITES",
          "BPO"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science or related",
        "raw": "Bachelor\u0027s or Master\u0027s degree in Computer Science or a related field",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 3,
      "min": 1,
      "raw": "1-3 years of experience in .NET Framework"
    },
    "job_locations": [
      {
        "aliases": [
          "Malappuram, KL"
        ],
        "city": "Malappuram",
        "country": "India",
        "state": "Kerala",
        "work_mode": "onsite"
      }
    ],
    "role": "Dotnet Developer",
    "role_aliases": [
      ".NET Developer",
      "Software Developer",
      "Dotnet Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 7,
        "heading": "Roles And Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Design and develop software",
          "last_5_words": "latest industry trends and technologies"
        },
        "text": "\u2022 Design and develop software applications using the .NET framework\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features\n\u2022 Participate in all aspects of the software development lifecycle, including requirements gathering, coding, testing, and deployment\n\u2022 Troubleshoot and debug issues to improve software quality and performance\n\u2022 Write clean, scalable, and maintainable code\n\u2022 Contribute to technical documentation and participate in code reviews\n\u2022 Stay up to date with the latest industry trends and technologies",
        "word_count": 66
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "303add38-42fc-440a-a13d-8a62e537bb5b",
  "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": "Write clean, scalable, and maintainable code",
            "similarity": 0.7063
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Troubleshoot and debug issues to improve software quality and performance",
            "similarity": 0.5431
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Contribute to technical documentation and participate in code reviews",
            "similarity": 0.535
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.5948,
        "slug": "react-native-developer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features",
            "similarity": 0.7428
          },
          {
            "kra_text": "structure reusable application code",
            "sentence": "Write clean, scalable, and maintainable code",
            "similarity": 0.5116
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Participate in all aspects of the software development lifecycle, including requirements gathering, coding, testing, and deployment",
            "similarity": 0.5037
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.586,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "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": "Collaborate with cross-functional teams to define, design, and ship new features",
            "similarity": 0.6154
          },
          {
            "kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
            "sentence": "Troubleshoot and debug issues to improve software quality and performance",
            "similarity": 0.5615
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Participate in all aspects of the software development lifecycle, including requirements gathering, coding, testing, and deployment",
            "similarity": 0.5393
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.572,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with cross-functional teams to define, design, and ship new features",
            "similarity": 0.5936
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Write clean, scalable, and maintainable code",
            "similarity": 0.5817
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Contribute to technical documentation and participate in code reviews",
            "similarity": 0.5139
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5631,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and refactoring",
            "sentence": "Write clean, scalable, and maintainable code",
            "similarity": 0.5817
          },
          {
            "kra_text": "defect diagnosis and performance tuning",
            "sentence": "Troubleshoot and debug issues to improve software quality and performance",
            "similarity": 0.574
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Contribute to technical documentation and participate in code reviews",
            "similarity": 0.5139
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 82,
        "score": 0.5565,
        "slug": "node-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": 1.0,
        "slug": "dotnet-backend-developer",
        "total_count": 1
      }
    ]
  },
  "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": 0.98,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.98,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Software Application Development",
      "Software Development Lifecycle",
      "Code Quality and Debugging",
      "Technical Documentation",
      "Code Review Collaboration"
    ],
    "matched_kras": [
      "Design and develop software applications using the .NET framework",
      "Collaborate with cross-functional teams to define, design, and ship new features",
      "Participate in all aspects of the software development lifecycle",
      "Troubleshoot and debug issues to improve software quality and performance",
      "Write clean, scalable, and maintainable code",
      "Contribute to technical documentation and participate in code reviews"
    ],
    "matched_skills": [
      ".NET framework"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD explicitly targets .NET application development and general software engineering responsibilities, which best match the Backend Developer role alias set including .NET Developer.",
    "sub_role": {
      "confidence": 0.99,
      "display_name": ".NET Backend Developer",
      "reasoning": "The JD explicitly centers on the .NET framework and the title is Dotnet Developer, which directly matches the .NET backend child.",
      "role_id": 83,
      "slug": "dotnet-backend-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 830,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 882,
      "r_and_r_preview": "\u2022 Design and develop software applications using the .NET framework\n\u2022 Collaborate with cross-functional teams to define, design, and ship new features\n\u2022 Participate in all aspects of the software deve",
      "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"
    }
  ],
  "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 explicitly targets .NET application development and general software engineering responsibilities, which best match the Backend Developer role alias set including .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"
        }
      ]
    }
  ],
  "input_final_skills": [
    ".NET"
  ],
  "input_llm_skills": [
    ".NET"
  ],
  "new_aliases_persisted": 0,
  "run_id": "303add38-42fc-440a-a13d-8a62e537bb5b",
  "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
    }
  ],
  "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 explicitly targets .NET application development and general software engineering responsibilities, which best match the Backend Developer role alias set including .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"
    }
  ],
  "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
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "303add38-42fc-440a-a13d-8a62e537bb5b"
}

LLM Calls

Every model call made for this run, in pipeline order. Click a card to see the model's response.

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