← Back to history

Pipeline run

fb32acfd-0c50-4221-9dc8-136df97acec6

Pipeline LLM cost (USD)
API 1: $0.0099 API 2: $0.0001 API 3: $0.0000 Total: $0.0100

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: jd
Nature of work · API and service implementation
Build and support .NET Core/ASP.NET MVC features for a healthcare app, applying OOP and programming fundamentals to implement software components, solve issues, and collaborate remotely with the team.
"Proficiency in .NET Core, ASP.NET MVC, and Programming"
Tech stack maturity
Mainstream Modern cache hit
ASP.NET MVC and .NET Core are widely used, established backend technologies that are modern but not bleeding-edge cloud-native stacks.
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): AI, Artificial Intelligence
Evidence — skills matched in JD (3)
.NET Core ASP.NET MVC Object-Oriented Programming
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
.NET Core ASP.NET MVC Object-Oriented Programming
Show KRA description ↓
This is a remote internship role for a Dotnet Developer at GenixAi Healthcare. The Dotnet Developer intern will be responsible for tasks related to Object-Oriented Programming (OOP), Software Development, .NET Core, Programming, and ASP.NET MVC to support the development of innovative healthcare solutions. • Experience in Object-Oriented Programming (OOP) and Software Development • Proficiency in .NET Core, ASP.NET MVC, and Programming • Strong problem-solving and analytical skills • Ability to work independently and remotely • Excellent communication and teamwork skills • Pursuing or completed a degree in Computer Science, Software Engineering, or related field

Signals

Skill dotnet-backend-developer
0.67
Alias
KRA java-backend-developer
0.36

Post-classification

Centroidupdated · n=376
Alias collision log
New-role queue
New skills captured1
New KRA capturedyes

Captured for admin review

Object-Oriented Programming primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

This is a remote internship role for a Dotnet Developer at GenixAi Healthcare. The Dotnet Developer intern will be responsible for tasks related to Object-Oriented Programming (OOP), Software Developm…

Status: completed Created: 2026-05-27T14:12:22.632255Z Updated: 2026-05-27T14:13:17.667402Z API 3 duration: 9656 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 centers on .NET Core and ASP.NET MVC software development, which best matches a Backend Developer role.

Matched skills

Object-Oriented Programming (OOP)Software Development.NET CoreProgrammingASP.NET MVCproblem-solvinganalytical skillscommunicationteamwork

Matched dimensions

Backend/.NET Application DevelopmentObject-Oriented Software EngineeringProblem Solving and AnalysisRemote Independent WorkCollaboration and Communication

Matched KRAs

responsible for tasks related to Object-Oriented Programming (OOP)support the development of innovative healthcare solutionsProficiency in .NET Core, ASP.NET MVC, and ProgrammingAbility to work independently and remotelyExcellent communication and teamwork skills

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

Company Description
 Genix AI Healthcare is a pioneer in revolutionizing healthcare delivery through artificial intelligence-driven telehealth solutions. The company's mission is to empower healthcare providers with intelligent tools that enhance operational efficiency, improve patient outcomes, and break down barriers to care.

Role Description
 This is a remote internship role for a Dotnet Developer at GenixAi Healthcare. The Dotnet Developer intern will be responsible for tasks related to Object-Oriented Programming (OOP), Software Development, .NET Core, Programming, and ASP.NET MVC to support the development of innovative healthcare solutions.

Qualifications
 • Experience in Object-Oriented Programming (OOP) and Software Development
• Proficiency in .NET Core, ASP.NET MVC, and Programming
• Strong problem-solving and analytical skills
• Ability to work independently and remotely
• Excellent communication and teamwork skills
• Pursuing or completed a degree in Computer Science, Software Engineering, or related field

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 Core 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)
ASP.NET MVC Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: ASP.NET MVC id=4205 · asp-net-mvc

Aliases — catalog

  • ASP.NET MVC (CANONICAL) primary

Context tags (catalog)

ASP.NET Core Action Filters Dependency Injection Entity Framework HTML Helpers MVC pattern Model Binding NuGet Razor Routing Scaffolding Tag Helpers Unit Testing ViewBag Web API

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)
Object-Oriented Programming Primary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields
Category
Concepts
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
.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)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Object-Oriented Programming | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
nano JD Parser — gpt-4.1-nano click to toggle
RoleDotnet Developer Intern
CompanyGenix AI Healthcare
DomainHealthcare
Location(remote)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Genix AI Healthcare is a",
      "last_5_words": "barriers to care."
    },
    "text": "Genix AI Healthcare is a pioneer in revolutionizing healthcare delivery through artificial intelligence-driven telehealth solutions. The company\u0027s mission is to empower healthcare providers with intelligent tools that enhance operational efficiency, improve patient outcomes, and break down barriers to care.",
    "word_count": 50
  },
  "certifications": [],
  "company_name": "Genix AI Healthcare",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "HealthTech",
        "Telehealth"
      ],
      "domain": "Healthcare"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science / Software Engineering (or related)",
      "raw": "Pursuing or completed a degree in Computer Science, Software Engineering, or related field",
      "requirement": "preferred"
    }
  ],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [
    {
      "aliases": [],
      "city": null,
      "country": null,
      "state": null,
      "work_mode": "remote"
    }
  ],
  "role": "Dotnet Developer Intern",
  "role_aliases": [
    "Dotnet Developer",
    "Software Developer Intern",
    "Intern .NET Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Role Description",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "This is a remote internship",
        "last_5_words": "innovative healthcare solutions."
      },
      "text": "This is a remote internship role for a Dotnet Developer at GenixAi Healthcare. The Dotnet Developer intern will be responsible for tasks related to Object-Oriented Programming (OOP), Software Development, .NET Core, Programming, and ASP.NET MVC to support the development of innovative healthcare solutions.",
      "word_count": 47
    },
    {
      "bullet_count": 6,
      "heading": "Qualifications",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Experience in Object-Oriented Programming",
        "last_5_words": "or related field"
      },
      "text": "\u2022 Experience in Object-Oriented Programming (OOP) and Software Development\n\u2022 Proficiency in .NET Core, ASP.NET MVC, and Programming\n\u2022 Strong problem-solving and analytical skills\n\u2022 Ability to work independently and remotely\n\u2022 Excellent communication and teamwork skills\n\u2022 Pursuing or completed a degree in Computer Science, Software Engineering, or related field",
      "word_count": 54
    }
  ],
  "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"
    }
  ],
  "jd_role": {
    "display_name": "Dotnet Developer Intern",
    "rationale": null,
    "role_aliases": [
      "Dotnet Developer",
      "Software Developer Intern",
      "Intern .NET Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Genix AI Healthcare is a",
        "last_5_words": "barriers to care."
      },
      "text": "Genix AI Healthcare is a pioneer in revolutionizing healthcare delivery through artificial intelligence-driven telehealth solutions. The company\u0027s mission is to empower healthcare providers with intelligent tools that enhance operational efficiency, improve patient outcomes, and break down barriers to care.",
      "word_count": 50
    },
    "certifications": [],
    "company_name": "Genix AI Healthcare",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "HealthTech",
          "Telehealth"
        ],
        "domain": "Healthcare"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science / Software Engineering (or related)",
        "raw": "Pursuing or completed a degree in Computer Science, Software Engineering, or related field",
        "requirement": "preferred"
      }
    ],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [
      {
        "aliases": [],
        "city": null,
        "country": null,
        "state": null,
        "work_mode": "remote"
      }
    ],
    "role": "Dotnet Developer Intern",
    "role_aliases": [
      "Dotnet Developer",
      "Software Developer Intern",
      "Intern .NET Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Role Description",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "This is a remote internship",
          "last_5_words": "innovative healthcare solutions."
        },
        "text": "This is a remote internship role for a Dotnet Developer at GenixAi Healthcare. The Dotnet Developer intern will be responsible for tasks related to Object-Oriented Programming (OOP), Software Development, .NET Core, Programming, and ASP.NET MVC to support the development of innovative healthcare solutions.",
        "word_count": 47
      },
      {
        "bullet_count": 6,
        "heading": "Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Experience in Object-Oriented Programming",
          "last_5_words": "or related field"
        },
        "text": "\u2022 Experience in Object-Oriented Programming (OOP) and Software Development\n\u2022 Proficiency in .NET Core, ASP.NET MVC, and Programming\n\u2022 Strong problem-solving and analytical skills\n\u2022 Ability to work independently and remotely\n\u2022 Excellent communication and teamwork skills\n\u2022 Pursuing or completed a degree in Computer Science, Software Engineering, or related field",
        "word_count": 54
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "fb32acfd-0c50-4221-9dc8-136df97acec6",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Java Backend Developer",
        "kra_matches": [
          {
            "kra_text": "service endpoint development",
            "sentence": "The Dotnet Developer intern will be responsible for tasks related to Object-Oriented Programming (OOP), Software Development, .NET Core, Programming, and ASP.NET MVC to support the development of innovative healthcare solutions.",
            "similarity": 0.3666
          },
          {
            "kra_text": "service endpoint development",
            "sentence": "Ability to work independently and remotely",
            "similarity": 0.3535
          },
          {
            "kra_text": "service contract collaboration",
            "sentence": "Excellent communication and teamwork skills",
            "similarity": 0.3514
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 0.3572,
        "slug": "java-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Excellent communication and teamwork skills",
            "similarity": 0.3838
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "The Dotnet Developer intern will be responsible for tasks related to Object-Oriented Programming (OOP), Software Development, .NET Core, Programming, and ASP.NET MVC to support the development of innovative healthcare solutions.",
            "similarity": 0.3323
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Ability to work independently and remotely",
            "similarity": 0.3228
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.3463,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Cyber Security Engineer",
        "kra_matches": [
          {
            "kra_text": "Performs threat modeling, security architecture reviews, and quantitative risk analysis for new product features and infrastructure changes.",
            "sentence": "Strong problem-solving and analytical skills",
            "similarity": 0.3718
          },
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "Pursuing or completed a degree in Computer Science, Software Engineering, or related field",
            "similarity": 0.3593
          },
          {
            "kra_text": "Defines secure engineering standards, secure coding guidelines, threat intelligence feeds, and compliance requirements for the organization.",
            "sentence": "Excellent communication and teamwork skills",
            "similarity": 0.297
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 5,
        "score": 0.3427,
        "slug": "cybersecurity-engineer",
        "total_count": null
      },
      {
        "display_name": "Scala Backend Developer",
        "kra_matches": [
          {
            "kra_text": "service endpoint development",
            "sentence": "The Dotnet Developer intern will be responsible for tasks related to Object-Oriented Programming (OOP), Software Development, .NET Core, Programming, and ASP.NET MVC to support the development of innovative healthcare solutions.",
            "similarity": 0.3666
          },
          {
            "kra_text": "service endpoint development",
            "sentence": "Ability to work independently and remotely",
            "similarity": 0.3535
          },
          {
            "kra_text": "backend workflow orchestration",
            "sentence": "Excellent communication and teamwork skills",
            "similarity": 0.2999
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 87,
        "score": 0.34,
        "slug": "scala-backend-developer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "Excellent communication and teamwork skills",
            "similarity": 0.3613
          },
          {
            "kra_text": "Collaborates with development teams to improve build processes, reduce deployment friction, containerize applications, and adopt DevOps best practices.",
            "sentence": "The Dotnet Developer intern will be responsible for tasks related to Object-Oriented Programming (OOP), Software Development, .NET Core, Programming, and ASP.NET MVC to support the development of innovative healthcare solutions.",
            "similarity": 0.3417
          },
          {
            "kra_text": "Provisions and manages cloud infrastructure on AWS, Azure, or GCP using Terraform or CloudFormation to enforce infrastructure-as-code standards.",
            "sentence": "Ability to work independently and remotely",
            "similarity": 0.3129
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 10,
        "score": 0.3386,
        "slug": "devops-engineer",
        "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": 0.95,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.95,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Backend/.NET Application Development",
      "Object-Oriented Software Engineering",
      "Problem Solving and Analysis",
      "Remote Independent Work",
      "Collaboration and Communication"
    ],
    "matched_kras": [
      "responsible for tasks related to Object-Oriented Programming (OOP)",
      "support the development of innovative healthcare solutions",
      "Proficiency in .NET Core, ASP.NET MVC, and Programming",
      "Ability to work independently and remotely",
      "Excellent communication and teamwork skills"
    ],
    "matched_skills": [
      "Object-Oriented Programming (OOP)",
      "Software Development",
      ".NET Core",
      "Programming",
      "ASP.NET MVC",
      "problem-solving",
      "analytical skills",
      "communication",
      "teamwork"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD centers on .NET Core and ASP.NET MVC software development, which best matches a Backend Developer role.",
    "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": 376,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 418,
      "r_and_r_preview": "This is a remote internship role for a Dotnet Developer at GenixAi Healthcare. The Dotnet Developer intern will be responsible for tasks related to Object-Oriented Programming (OOP), Software Developm",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 7621,
        "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"
    }
  ],
  "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"
    }
  ],
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering \u2192 sub-role dotnet-backend-developer; The JD centers on .NET Core and ASP.NET MVC software development, which best matches a Backend Developer role.",
    "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": [
        {
          "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": "Application Frameworks \u0026 Libraries",
        "id": 451,
        "rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
        "slug": "application-frameworks-libraries",
        "source": "db"
      },
      "input_skill": "ASP.NET MVC",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Sitecore Dev",
          "id": 233,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "sitecore-dev",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    ".NET Core",
    "ASP.NET MVC",
    "Object-Oriented Programming"
  ],
  "input_llm_skills": [
    ".NET Core",
    "ASP.NET MVC",
    "Object-Oriented Programming"
  ],
  "new_aliases_persisted": 0,
  "run_id": "fb32acfd-0c50-4221-9dc8-136df97acec6",
  "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 Core",
          "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 Core",
      "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": "ASP.NET MVC",
          "alias_type": "CANONICAL",
          "id": 5928,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "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"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Application Frameworks \u0026 Libraries",
            "id": 451,
            "rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
            "slug": "application-frameworks-libraries",
            "source": "db"
          },
          "input_skill": "ASP.NET MVC",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Sitecore Dev",
              "id": 233,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "sitecore-dev",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "ASP.NET MVC",
      "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": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Object-Oriented Programming",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Concepts",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "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",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Object-Oriented Programming"
  ]
}
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 centers on .NET Core and ASP.NET MVC software development, which best matches a Backend Developer role.",
    "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 Core",
      "tag": "in_db"
    },
    {
      "skill": "ASP.NET MVC",
      "tag": "in_db"
    },
    {
      "skill": "Object-Oriented Programming",
      "tag": "new"
    }
  ],
  "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 Core",
        "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": "Application Frameworks \u0026 Libraries",
          "id": 451,
          "rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
          "slug": "application-frameworks-libraries",
          "source": "db"
        },
        "dimension_id": 451,
        "input_skill": "ASP.NET MVC",
        "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": "Sitecore Dev",
            "id": 233,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "sitecore-dev",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 4205,
        "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": "fb32acfd-0c50-4221-9dc8-136df97acec6"
}

LLM Calls

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

Loading…