← Back to history

Pipeline run

c43be74a-36a4-4ecf-aba1-2a745bcefd2b

Pipeline LLM cost (USD)
API 1: $0.0028 API 2: $0.0001 API 3: $0.0000 Total: $0.0030

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, test, and maintain backend systems, wiring them to frontend code, then optimize for speed/scalability while adding security controls and fixing bugs during reviews and team collaboration.
"Developing, testing, and maintaining backend systems and applications"
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 (4)
Backend Systems Server-side Logic Frontend Development Code Review
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Backend Systems Server-side Logic Frontend Development Code Review
Show KRA description ↓
• Developing, testing, and maintaining backend systems and applications • Collaborating with frontend developers to integrate user-facing elements with server-side logic • Optimizing applications for maximum speed and scalability • Implementing security and data protection measures • Troubleshooting and debugging issues • Participating in code reviews and team meetings

Signals

Skill
Alias backend-engineer
1.00
KRA flutter-developer
0.58

Post-classification

Centroidupdated · n=763
Alias collision log
New-role queue
New skills captured3
New KRA capturedyes

Captured for admin review

Backend Systems primary Backend Developer pending
Frontend Development Backend Developer pending
Server-side Logic primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

• Developing, testing, and maintaining backend systems and applications • Collaborating with frontend developers to integrate user-facing elements with server-side logic • Optimizing applications for …

Status: completed Created: 2026-05-27T15:00:52.343392Z Updated: 2026-06-12T16:58:00.608778Z API 3 duration: 3485 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

CASE A

slug: backend-engineer · id: 1 · source: db

Exact alias hit on backend-engineer (1.0) — no other alias at this confidence; skill_top absent does not contradict

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
1
Skipped

Job description

Skills:
C#, .NET, SQL, .NET Core, Microsoft SQL Server, Troubleshooting,

Company Overview

ABBINENI BUSINESS MANAGEMENT is a leading staffing company providing workforce solutions to various industries since 2019. Committed to excellence and personalized service, connecting talent with top-notch professionals.

Job Overview

Senior Backend Developer role with 7 to 10 years of experience, full-time position in Hyderabad, Chennai, or Mysuru. Salary range: Competitive. Company has 51-200 employees in IT Services and IT Consulting industry.

Qualifications And Skills

• 7 to 10 years of experience in backend development
• Proficiency in C#, .NET, SQL, .NET Core, and Microsoft SQL Server
• Strong problem-solving skills
• Ability to work independently and in a team environment
• Excellent communication and interpersonal skills
• Bachelor's degree in Computer Science or related field preferred


Roles And Responsibilities

• Developing, testing, and maintaining backend systems and applications
• Collaborating with frontend developers to integrate user-facing elements with server-side logic
• Optimizing applications for maximum speed and scalability
• Implementing security and data protection measures
• Troubleshooting and debugging issues
• Participating in code reviews and team meetings

Skills from this JD

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

Backend Systems 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
Frontend Development Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Frontend id=1663 · frontend

Aliases — catalog

  • Frontend (CANONICAL)

Context tags (catalog)

Angular Babel CSS3 Cross-Browser Compatibility HTML5 JavaScript Progressive Web Apps React Responsive Design Sass Single Page Applications TypeScript UI/UX Design Vue.js Webpack

Stored enrichment (catalog DB)

Category
Domain
Sub-category
Frontend Development
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: Frontend is a hiring-pipeline staple: job postings routinely require HTML/CSS/JavaScript plus React/Angular/Vue, and major platforms (e.g., Stack Overflow survey, GitHub repos) show sustained high usage.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
37
Sub-category id
1256
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
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed
Server-side Logic 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
Code Review Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Code Review id=516 · code-review

Aliases — catalog

  • Code Review (CANONICAL)

Context tags (catalog)

Bitbucket GitHub GitLab PR review approval workflow branch protection code quality diff inline comments linting merge request pair programming pull request review checklist static analysis

Stored enrichment (catalog DB)

Category
SoftSkill
Sub-category
Code Review
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: Code review is a standard hiring-pipeline requirement in engineering JDs and is built into major platforms like GitHub/GitLab pull-request workflows, indicating broad adoption.

Skill profile (library / DB)

Skill nature
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
58
Sub-category id
364
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
Frontend Development new
React Frontend Development
d_init_01
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
Code Review in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Backend Systems | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Server-side Logic | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
dimension_skill_link_proposed Frontend Development ↔ React Frontend Development
nano JD Parser — gpt-4.1-nano click to toggle
RoleSenior Backend Developer
CompanyABBINENI BUSINESS MANAGEMENT
Experience7 to 10 years of experience
CTC{'max': None, 'min': None, 'raw': 'Competitive', 'period': None, 'currency': None}
DomainIT Services & Consulting
Location Hyderabad, India (null)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "ABBINENI BUSINESS MANAGEMENT is a",
      "last_5_words": "with top-notch professionals."
    },
    "text": "ABBINENI BUSINESS MANAGEMENT is a leading staffing company providing workforce solutions to various industries since 2019. Committed to excellence and personalized service, connecting talent with top-notch professionals.",
    "word_count": 36
  },
  "certifications": [],
  "company_name": "ABBINENI BUSINESS MANAGEMENT",
  "ctc": {
    "currency": null,
    "max": null,
    "min": null,
    "period": null,
    "raw": "Competitive"
  },
  "domain": {
    "primary": {
      "aliases": [
        "IT Consulting",
        "Staffing"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science (or related)",
      "raw": "Bachelor\u0027s degree in Computer Science or related field preferred",
      "requirement": "preferred"
    }
  ],
  "experience": {
    "max": 10,
    "min": 7,
    "raw": "7 to 10 years of experience"
  },
  "job_locations": [
    {
      "aliases": [],
      "city": "Hyderabad",
      "country": "India",
      "state": null,
      "work_mode": "null"
    },
    {
      "aliases": [],
      "city": "Chennai",
      "country": "India",
      "state": null,
      "work_mode": "null"
    },
    {
      "aliases": [],
      "city": "Mysuru",
      "country": "India",
      "state": null,
      "work_mode": "null"
    }
  ],
  "role": "Senior Backend Developer",
  "role_aliases": [
    "Backend Developer",
    "Software Engineer",
    "SDE"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Roles And Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Developing, testing, and maintaining",
        "last_5_words": "code reviews and team meetings"
      },
      "text": "\u2022 Developing, testing, and maintaining backend systems and applications\n\u2022 Collaborating with frontend developers to integrate user-facing elements with server-side logic\n\u2022 Optimizing applications for maximum speed and scalability\n\u2022 Implementing security and data protection measures\n\u2022 Troubleshooting and debugging issues\n\u2022 Participating in code reviews and team meetings",
      "word_count": 42
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Backend Systems"
    },
    {
      "is_primary": false,
      "skill_name": "Frontend Development"
    },
    {
      "is_primary": true,
      "skill_name": "Server-side Logic"
    },
    {
      "is_primary": false,
      "skill_name": "Code Review"
    }
  ],
  "jd_role": {
    "display_name": "Senior Backend Developer",
    "rationale": null,
    "role_aliases": [
      "Backend Developer",
      "Software Engineer",
      "SDE"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "ABBINENI BUSINESS MANAGEMENT is a",
        "last_5_words": "with top-notch professionals."
      },
      "text": "ABBINENI BUSINESS MANAGEMENT is a leading staffing company providing workforce solutions to various industries since 2019. Committed to excellence and personalized service, connecting talent with top-notch professionals.",
      "word_count": 36
    },
    "certifications": [],
    "company_name": "ABBINENI BUSINESS MANAGEMENT",
    "ctc": {
      "currency": null,
      "max": null,
      "min": null,
      "period": null,
      "raw": "Competitive"
    },
    "domain": {
      "primary": {
        "aliases": [
          "IT Consulting",
          "Staffing"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or related)",
        "raw": "Bachelor\u0027s degree in Computer Science or related field preferred",
        "requirement": "preferred"
      }
    ],
    "experience": {
      "max": 10,
      "min": 7,
      "raw": "7 to 10 years of experience"
    },
    "job_locations": [
      {
        "aliases": [],
        "city": "Hyderabad",
        "country": "India",
        "state": null,
        "work_mode": "null"
      },
      {
        "aliases": [],
        "city": "Chennai",
        "country": "India",
        "state": null,
        "work_mode": "null"
      },
      {
        "aliases": [],
        "city": "Mysuru",
        "country": "India",
        "state": null,
        "work_mode": "null"
      }
    ],
    "role": "Senior Backend Developer",
    "role_aliases": [
      "Backend Developer",
      "Software Engineer",
      "SDE"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Roles And Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Developing, testing, and maintaining",
          "last_5_words": "code reviews and team meetings"
        },
        "text": "\u2022 Developing, testing, and maintaining backend systems and applications\n\u2022 Collaborating with frontend developers to integrate user-facing elements with server-side logic\n\u2022 Optimizing applications for maximum speed and scalability\n\u2022 Implementing security and data protection measures\n\u2022 Troubleshooting and debugging issues\n\u2022 Participating in code reviews and team meetings",
        "word_count": 42
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "c43be74a-36a4-4ecf-aba1-2a745bcefd2b",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "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": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborating with frontend developers to integrate user-facing elements with server-side logic",
            "similarity": 0.6314
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Optimizing applications for maximum speed and scalability",
            "similarity": 0.5948
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Developing, testing, and maintaining backend systems and applications",
            "similarity": 0.5107
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5789,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Go Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and testing support",
            "sentence": "Participating in code reviews and team meetings",
            "similarity": 0.597
          },
          {
            "kra_text": "performance tuning and resource efficiency",
            "sentence": "Optimizing applications for maximum speed and scalability",
            "similarity": 0.5908
          },
          {
            "kra_text": "Server-side business logic implementation",
            "sentence": "Collaborating with frontend developers to integrate user-facing elements with server-side logic",
            "similarity": 0.5172
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 81,
        "score": 0.5683,
        "slug": "go-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Builds and integrates client-side React or Vue components with server-side Node.js or Django APIs, managing bidirectional data flow across frontend and backend layers.",
            "sentence": "Collaborating with frontend developers to integrate user-facing elements with server-side logic",
            "similarity": 0.622
          },
          {
            "kra_text": "Optimizes application performance from database query efficiency through API response latency to frontend rendering speed and bundle size.",
            "sentence": "Optimizing applications for maximum speed and scalability",
            "similarity": 0.5809
          },
          {
            "kra_text": "Implements complete product features end-to-end from database schema design through backend API to frontend UI using JavaScript, TypeScript, Python, or Ruby on Rails.",
            "sentence": "Developing, testing, and maintaining backend systems and applications",
            "similarity": 0.4767
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5599,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Python Backend Developer",
        "kra_matches": [
          {
            "kra_text": "Design backend endpoints and request handling",
            "sentence": "Collaborating with frontend developers to integrate user-facing elements with server-side logic",
            "similarity": 0.5858
          },
          {
            "kra_text": "Maintain data access and persistence",
            "sentence": "Implementing security and data protection measures",
            "similarity": 0.5262
          },
          {
            "kra_text": "Write backend-focused automated checks",
            "sentence": "Developing, testing, and maintaining backend systems and applications",
            "similarity": 0.5151
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 80,
        "score": 0.5424,
        "slug": "python-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Java Backend Developer",
        "kra_matches": [
          {
            "kra_text": "backend performance tuning",
            "sentence": "Optimizing applications for maximum speed and scalability",
            "similarity": 0.6038
          },
          {
            "kra_text": "Server-side business logic implementation",
            "sentence": "Collaborating with frontend developers to integrate user-facing elements with server-side logic",
            "similarity": 0.5172
          },
          {
            "kra_text": "code refactoring and defect fixes",
            "sentence": "Participating in code reviews and team meetings",
            "similarity": 0.4958
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 79,
        "score": 0.5389,
        "slug": "java-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "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
    },
    "confidence": 1.0,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [],
    "matched_kras": [],
    "matched_skills": [],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 763,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 821,
      "r_and_r_preview": "\u2022 Developing, testing, and maintaining backend systems and applications\n\u2022 Collaborating with frontend developers to integrate user-facing elements with server-side logic\n\u2022 Optimizing applications for ",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 12161,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Backend Systems",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 12162,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Frontend Development",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 12163,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Server-side Logic",
        "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": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
      "alias_persisted": false,
      "existing_alias_id": 2633,
      "existing_alias_text": "Frontend",
      "input_term": "Frontend Development",
      "matched_canonical": {
        "category_id": 37,
        "display_name": "Frontend",
        "id": 1663,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "frontend",
        "sub_category_id": 1256,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "embedding_alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 864,
      "existing_alias_text": "Code Review",
      "input_term": "Code Review",
      "matched_canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "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": "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": "Frontend Development",
      "llm_role": null,
      "roles_from_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": "Code Review",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "Backend Systems",
    "Frontend Development",
    "Server-side Logic",
    "Code Review"
  ],
  "input_llm_skills": [
    "Backend Systems",
    "Frontend Development",
    "Server-side Logic",
    "Code Review"
  ],
  "new_aliases_persisted": 0,
  "run_id": "c43be74a-36a4-4ecf-aba1-2a745bcefd2b",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Backend Systems",
      "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": "backend-systems",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Frontend",
          "alias_type": "CANONICAL",
          "id": 2633,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 37,
        "display_name": "Frontend",
        "id": 1663,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "frontend",
        "sub_category_id": 1256,
        "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": "Frontend Development",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Frontend Development",
      "matched_via": "embedding_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": "Server-side Logic",
      "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": "server-side-logic",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Code Review",
          "alias_type": "CANONICAL",
          "id": 864,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 58,
        "display_name": "Code Review",
        "id": 516,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "PRACTICE",
        "slug": "code-review",
        "sub_category_id": 364,
        "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": "Code Review",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Code Review",
      "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": [
    "Backend Systems",
    "Server-side Logic"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Exact alias hit on backend-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "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": "Backend Systems",
      "tag": "new"
    },
    {
      "skill": "Frontend Development",
      "tag": "in_db"
    },
    {
      "skill": "Server-side Logic",
      "tag": "new"
    },
    {
      "skill": "Code Review",
      "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": "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": "Frontend Development",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      },
      {
        "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": "Code Review",
        "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": 516,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 1
  },
  "planner_output": null,
  "run_id": "c43be74a-36a4-4ecf-aba1-2a745bcefd2b"
}

LLM Calls

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

Loading…