← Back to history

Pipeline run

8a11950e-fa84-4026-9b48-8b1d48b50e1c

Pipeline LLM cost (USD)
API 1: $0.0027 API 2: $0.0001 API 3: $0.0000 Total: $0.0028

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 · Performance and production support
Build and debug web app code across the full lifecycle, write clean functional code, run UI tests, and work with front-end developers to connect user-facing elements to server-side logic while improving legacy apps.
""Troubleshoot and debug 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 (3)
Coding UI Testing Front-end Development
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Coding UI Testing Front-end Development
Show KRA description ↓
Participate in the entire application lifecycle, focusing on coding and debugging Write clean code to develop functional web applications Troubleshoot and debug applications Perform UI tests to optimize performance Manage cutting-edge technologies to improve legacy applications Collaborate with Front-end developers to integrate user-facing elements with server side logic

Signals

Skill
Alias backend-engineer
1.00
KRA flutter-developer
0.59

Post-classification

Centroidupdated · n=945
Alias collision log
New-role queue
New skills captured3
New KRA capturedyes

Captured for admin review

Coding primary Backend Developer pending
UI Testing Backend Developer pending
Front-end Development Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

Participate in the entire application lifecycle, focusing on coding and debugging Write clean code to develop functional web applications Troubleshoot and debug applications Perform UI tests to optimi…

Status: completed Created: 2026-05-27T15:27:34.285213Z Updated: 2026-06-12T16:26:32.201866Z API 3 duration: 5407 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
2
Skipped

Job description

We are looking for an experienced Back-end developer to join our IT team. You will be responsible for the server side of our web applications.

Responsibilities

Participate in the entire application lifecycle, focusing on coding and debugging

Write clean code to develop functional web applications

Troubleshoot and debug applications

Perform UI tests to optimize performance

Manage cutting-edge technologies to improve legacy applications

Collaborate with Front-end developers to integrate user-facing elements with server side logic

Other Details

Salary-30,000/- to 75,000/-

Required Experience-0 To 4

Minimum Age-18

Requirement

Qualification Required-Diploma,B.tech,M.tech,

Bachelors degree or equivalent in computer science

Work Department-Back-end developer

Work Industry-IT,Banking,Finance,FMCG

Skills-Hands on experience with programming languages like Java, Ruby, PHP and Python

for more clarification contact to this number-8510959821

Also Send Your CV -harsheeta.hs1987@gmail.com

Regards

HR Placement Team

This job is provided by Shine.com

Skills from this JD

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

Coding 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
Programming Languages
Sub-category
general
Skill nature
PRACTICE
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
UI Testing Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Widget Testing id=1609 · widget-testing

Aliases — catalog

  • Widget Testing (CANONICAL)

Context tags (catalog)

assertions bug tracking continuous integration integration tests mocking performance testing quality assurance regression testing test automation test cases test coverage test frameworks test-driven development unit tests user acceptance testing

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Testing Methodology
Confidence
0.90
Version strategy
NOT_APPLICABLE

Maturity reasoning: Widget testing is a common QA practice in Flutter/React Native JDs and docs, often listed alongside unit and integration testing; no sunset signal, and it remains a standard hiring-pipeline skill.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
44
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
Front-end 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

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
UI Testing new
React Frontend Development
d_init_01
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed
Front-end Development new
React Frontend Development
d_init_01
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Coding | type=Programming Languages subtype=general nature=PRACTICE lifespan=EVERGREEN
dimension_skill_link_proposed UI Testing ↔ React Frontend Development
dimension_skill_link_proposed Front-end Development ↔ React Frontend Development
nano JD Parser — gpt-4.1-nano click to toggle
RoleBack-end developer
Experience0 To 4
CTC{'max': 75, 'min': 30, 'raw': '30,000/- to 75,000/-', 'period': 'monthly', 'currency': 'INR'}
DomainIT Services & Consulting
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": {
    "currency": "INR",
    "max": 75,
    "min": 30,
    "period": "monthly",
    "raw": "30,000/- to 75,000/-"
  },
  "domain": {
    "primary": {
      "aliases": [
        "IT",
        "Information Technology"
      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": {
      "aliases": [
        "Finance",
        "FMCG"
      ],
      "domain": "Banking, Finance, FMCG"
    }
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "Diploma/BTECH/BE/MTECH - Computer Science (or equivalent)",
      "raw": "Bachelors degree or equivalent in computer science",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 4,
    "min": 0,
    "raw": "0 To 4"
  },
  "job_locations": [],
  "role": "Back-end developer",
  "role_aliases": [
    "Backend Developer",
    "Back-end Engineer",
    "Server-side Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Participate in the entire application",
        "last_5_words": "with server side logic"
      },
      "text": "Participate in the entire application lifecycle, focusing on coding and debugging\nWrite clean code to develop functional web applications\nTroubleshoot and debug applications\nPerform UI tests to optimize performance\nManage cutting-edge technologies to improve legacy applications\nCollaborate with Front-end developers to integrate user-facing elements with server side logic",
      "word_count": 42
    }
  ],
  "urls": [
    {
      "type": "website",
      "url": "https://shine.com"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Coding"
    },
    {
      "is_primary": false,
      "skill_name": "UI Testing"
    },
    {
      "is_primary": false,
      "skill_name": "Front-end Development"
    }
  ],
  "jd_role": {
    "display_name": "Back-end developer",
    "rationale": null,
    "role_aliases": [
      "Backend Developer",
      "Back-end Engineer",
      "Server-side Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": {
      "currency": "INR",
      "max": 75,
      "min": 30,
      "period": "monthly",
      "raw": "30,000/- to 75,000/-"
    },
    "domain": {
      "primary": {
        "aliases": [
          "IT",
          "Information Technology"
        ],
        "domain": "IT Services \u0026 Consulting"
      },
      "secondary": {
        "aliases": [
          "Finance",
          "FMCG"
        ],
        "domain": "Banking, Finance, FMCG"
      }
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "Diploma/BTECH/BE/MTECH - Computer Science (or equivalent)",
        "raw": "Bachelors degree or equivalent in computer science",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 4,
      "min": 0,
      "raw": "0 To 4"
    },
    "job_locations": [],
    "role": "Back-end developer",
    "role_aliases": [
      "Backend Developer",
      "Back-end Engineer",
      "Server-side Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Participate in the entire application",
          "last_5_words": "with server side logic"
        },
        "text": "Participate in the entire application lifecycle, focusing on coding and debugging\nWrite clean code to develop functional web applications\nTroubleshoot and debug applications\nPerform UI tests to optimize performance\nManage cutting-edge technologies to improve legacy applications\nCollaborate with Front-end developers to integrate user-facing elements with server side logic",
        "word_count": 42
      }
    ],
    "urls": [
      {
        "type": "website",
        "url": "https://shine.com"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "8a11950e-fa84-4026-9b48-8b1d48b50e1c",
  "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": "Collaborate with Front-end developers to integrate user-facing elements with server side logic",
            "similarity": 0.6689
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Perform UI tests to optimize performance",
            "similarity": 0.5659
          },
          {
            "kra_text": "structure reusable application code",
            "sentence": "Write clean code to develop functional web applications",
            "similarity": 0.542
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5923,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "UI responsiveness and performance",
            "sentence": "Perform UI tests to optimize performance",
            "similarity": 0.5995
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with Front-end developers to integrate user-facing elements with server side logic",
            "similarity": 0.5493
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Write clean code to develop functional web applications",
            "similarity": 0.5207
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5565,
        "slug": "angular-frontend-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": "Collaborate with Front-end developers to integrate user-facing elements with server side logic",
            "similarity": 0.616
          },
          {
            "kra_text": "Writes application logic across the presentation layer, service layer, and data access layer of web applications following MVC or clean architecture patterns.",
            "sentence": "Write clean code to develop functional web applications",
            "similarity": 0.5286
          },
          {
            "kra_text": "Optimizes application performance from database query efficiency through API response latency to frontend rendering speed and bundle size.",
            "sentence": "Perform UI tests to optimize performance",
            "similarity": 0.5062
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5503,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Collaborate with Front-end developers to integrate user-facing elements with server side logic",
            "similarity": 0.5837
          },
          {
            "kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
            "sentence": "Write clean code to develop functional web applications",
            "similarity": 0.5484
          },
          {
            "kra_text": "Optimizes web application performance through code splitting, lazy loading, tree shaking, bundle size reduction, and Core Web Vitals improvements.",
            "sentence": "Perform UI tests to optimize performance",
            "similarity": 0.5026
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.5449,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Write clean code to develop functional web applications",
            "similarity": 0.5569
          },
          {
            "kra_text": "integrate backend APIs",
            "sentence": "Collaborate with Front-end developers to integrate user-facing elements with server side logic",
            "similarity": 0.4921
          },
          {
            "kra_text": "maintain code quality",
            "sentence": "Participate in the entire application lifecycle, focusing on coding and debugging",
            "similarity": 0.4908
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.5133,
        "slug": "react-native-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": 945,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 997,
      "r_and_r_preview": "Participate in the entire application lifecycle, focusing on coding and debugging\nWrite clean code to develop functional web applications\nTroubleshoot and debug applications\nPerform UI tests to optimi",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 14497,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Coding",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 14498,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "UI Testing",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 14499,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "Front-end Development",
        "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": 2561,
      "existing_alias_text": "Widget Testing",
      "input_term": "UI Testing",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Widget Testing",
        "id": 1609,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "widget-testing",
        "sub_category_id": 44,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "embedding_alias"
    },
    {
      "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": "Front-end 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"
    }
  ],
  "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": "UI Testing",
      "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": "Front-end Development",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "Coding",
    "UI Testing",
    "Front-end Development"
  ],
  "input_llm_skills": [
    "Coding",
    "UI Testing",
    "Front-end Development"
  ],
  "new_aliases_persisted": 0,
  "run_id": "8a11950e-fa84-4026-9b48-8b1d48b50e1c",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Coding",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Programming Languages",
          "skill_nature": "PRACTICE",
          "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": "coding",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Widget Testing",
          "alias_type": "CANONICAL",
          "id": 2561,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Widget Testing",
        "id": 1609,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "widget-testing",
        "sub_category_id": 44,
        "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": "UI Testing",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "UI Testing",
      "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": [
        {
          "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": "Front-end Development",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Front-end 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
    }
  ],
  "unmatched_skills": [
    "Coding"
  ]
}
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": "Coding",
      "tag": "new"
    },
    {
      "skill": "UI Testing",
      "tag": "in_db"
    },
    {
      "skill": "Front-end Development",
      "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": "UI Testing",
        "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": "Front-end 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"
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 2
  },
  "planner_output": null,
  "run_id": "8a11950e-fa84-4026-9b48-8b1d48b50e1c"
}

LLM Calls

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

Loading…