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Pipeline run

3db2ff6c-a615-4509-ad59-d7dd50ba375a

Pipeline LLM cost (USD)
API 1: $0.0029 API 2: $0.0002 API 3: $0.0000 Total: $0.0031

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
role baseline loaded sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd
Nature of work · End-to-end feature delivery
Build and configure chatbot use cases in Converse/Converse Engineering, integrating Dialogflow, Node.js, and cognitive/NLP/NLU APIs, while delivering 3–4 end-to-end chatbot projects.
""Must have completed at least 3-4 Chatbot Project Life Cycle from an end to end delivery perspective""
Tech stack maturity
Mainstream Modern
A fullstack developer with primary skills in artificial intelligence and Node.js typically aligns with a mainstream modern stack, combining widely adopted web development practices with contemporary AI integration.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.70 / 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): Artificial Intelligence
Evidence — skills matched in JD (5)
Node.js Google Dialogflow Artificial Intelligence Natural Language Processing Natural Language Understanding
Skill cluster (2 dimension groups, role-scoped)
Web Application Frameworks
Node.js
Cross-cutting / unaligned
Google Dialogflow Artificial Intelligence Natural Language Processing Natural Language Understanding
Show KRA description ↓
Key Responsibilities : A: Develop use cases in Converse Engineering portal and good knowledge of all the services in Converse Work with the Bot frame works using Google dialog flow B: Professional Experience in developing application using Nodejs C: Must have completed at least 3-4 Chatbot Project Life Cycle from an end to end delivery perspective D: Thorough understanding of the Full Stack Developer Concept E: Experience using the Cognitive APIs Excellent Communication skills Technical Experience : A: Design, build and configure applications using Converse 3,3 and above B: Should have experience in Configuring use cases in Converse Engineering Core C: Experience Converse, Good to have Converse 3x knowledge D: Must have Skills: Artificial Intelligence, Natural Language Processing, Up to speed on Natural Language Understandin Professional Attributes : A: Excellent analytical, technical ,communication, inter-personal n presentation skills, passion for research with ability to learn fast

Signals

Skill full-stack-engineer
0.20
Alias full-stack-engineer
1.00
KRA ai-engineer
0.41

Post-classification

Centroidupdated · n=155
Alias collision log
New-role queue
New skills captured3
New KRA capturedyes

Captured for admin review

Google Dialogflow primary Fullstack Developer pending
Natural Language Processing primary Fullstack Developer pending
Natural Language Understanding primary Fullstack Developer pending
R&R fragment (sim 0.39) Fullstack Developer pending

Key Responsibilities : A: Develop use cases in Converse Engineering portal and good knowledge of all the services in Converse Work with the Bot frame works using Google dialog flow B: Professional Exp…

Status: completed Created: 2026-05-27T14:07:29.350040Z Updated: 2026-05-27T14:08:33.560028Z API 3 duration: 10000 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

Fullstack Developer

CASE A

slug: full-stack-engineer · id: 15 · source: db

Exact alias hit on full-stack-engineer (1.0) — no other alias at this confidence; skill_top full-stack-engineer 0.20 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
0
Skipped

Job description

Project Role : Software Development Engineer

Project Role Description : Analyze, design, code and test multiple components of application code across one or more clients. Perform maintenance, enhancements and/or development work.

Must have skills : Node.js

Good to have skills : NA

Minimum 10+ year(s) of experience is required

Educational Qualification : minimum 15 years of full-time education

Project Role : Software Development Engineer Project Role Description : Analyze, design, code and test multiple components of application code across one or more clients. Perform maintenance, enhancements and/or development work. Must have Skills : Node.js, SSI: NON SSI: Good to Have Skills :SSI: No Technology Specialization NON SSI : Job Requirements : Key Responsibilities : A: Develop use cases in Converse Engineering portal and good knowledge of all the services in Converse Work with the Bot frame works using Google dialog flow B: Professional Experience in developing application using Nodejs C: Must have completed at least 3-4 Chatbot Project Life Cycle from an end to end delivery perspective D: Thorough understanding of the Full Stack Developer Concept E: Experience using the Cognitive APIs Excellent Communication skills Technical Experience : A: Design, build and configure applications using Converse 3,3 and above B: Should have experience in Configuring use cases in Converse Engineering Core C: Experience Converse, Good to have Converse 3x knowledge D: Must have Skills: Artificial Intelligence, Natural Language Processing, Up to speed on Natural Language Understandin Professional Attributes : A: Excellent analytical, technical ,communication, inter-personal n presentation skills, passion for research with ability to learn fast Educational Qualification: minimum 15 years of full-time education Additional Info : NA

minimum 15 years of full-time education

Skills from this JD

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

Node.js Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Node.js id=1564 · node-js

Aliases — catalog

  • Node.js (CANONICAL) primary
  • Node 20 LTS (VERSION)
  • Node 20.x (VERSION)
  • Node.js 20 (VERSION)
  • Node.js 20 LTS (VERSION)
  • Node.js 20.x (VERSION)
  • node (VERSION)
  • node 10 (VERSION)
  • node 12 (VERSION)
  • node 14 (VERSION)
  • node 16 (VERSION)
  • node 18 (VERSION)
  • node 20 (VERSION)
  • node v10 (VERSION)
  • node v12 (VERSION)
  • node v14 (VERSION)
  • node v16 (VERSION)
  • node v18 (VERSION)
  • node v20 (VERSION)
  • node.js (VERSION)
  • node.js 10 (VERSION)
  • node.js 12 (VERSION)
  • node.js 14 (VERSION)
  • node.js 16 (VERSION)
  • node.js 18 (VERSION)
  • node.js 20 (VERSION)
  • nodejs (VERSION)
  • nodejs 10 (VERSION)
  • nodejs 12 (VERSION)
  • nodejs 14 (VERSION)
  • nodejs 16 (VERSION)
  • nodejs 18 (VERSION)
  • nodejs 20 (VERSION)

Context tags (catalog)

API Asynchronous Event-driven Express GraphQL JavaScript Jest Koa Microservices Middleware Mocha MongoDB Mongoose NestJS RESTful Socket.io TypeScript npm

Stored enrichment (catalog DB)

Category
Runtime
Sub-category
Javascript Runtime
Vendor
OpenJS Foundation
License
mit
Year introduced
2009
Confidence
0.99
Version strategy
SEPARATE_ENTITY
Version tag
20

Maturity reasoning: Node.js appears in high-volume job postings across backend/full-stack roles and is a standard runtime in major cloud/vendor docs and ecosystem tooling, indicating broad hiring-pipeline adoption.

Skill profile (library / DB)

Skill nature
RUNTIME
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
67
Sub-category id
1872
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • JavaScript and TypeScript Catalog dimension db id 114

    Library dimension (catalog)

    Roles linked in library: Angular Frontend Developer, Frontend Developer, Ionic Developer, Node.js Backend Developer, React Frontend Developer, React Native Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

  • Web Application Frameworks Catalog dimension db id 2

    Library dimension (catalog)

    Roles linked in library: Backend Developer, Fullstack Developer, Fullstack Developer, Java Backend Developer, Node.js Backend Developer, PHP Backend Developer, Python Backend Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Web Application Frameworks
web-application-frameworks
Existing dimension (library) · Role↔dimension saved
Google Dialogflow 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
Cloud Platforms
Sub-category
general
Skill nature
PLATFORM
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Artificial Intelligence Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Artificial Intelligence id=1357 · artificial-intelligence

Aliases — catalog

  • Artificial Intelligence (CANONICAL)

Context tags (catalog)

AI ethics PyTorch TensorFlow algorithm optimization computer vision data mining deep learning machine learning model training natural language processing neural networks predictive analytics reinforcement learning supervised learning unsupervised learning

Stored enrichment (catalog DB)

Category
Concept
Sub-category
Artificial Intelligence
Confidence
0.98
Version strategy
NOT_APPLICABLE

Maturity reasoning: AI appears in a large and growing share of job descriptions across software, data, and product roles, and major vendors (Microsoft, Google, AWS) have standardized AI offerings, signaling broad market adoption.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
2
Sub-category id
1020
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)
Natural Language Processing 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
Natural Language Understanding 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
Node.js in_db
JavaScript and TypeScript
javascript-and-typescript
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Node.js in_db
Web Application Frameworks
web-application-frameworks
Existing dimension (library) · Role↔dimension saved
Artificial Intelligence 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 Google Dialogflow | type=Cloud Platforms subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed Natural Language Processing | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Natural Language Understanding | type=Concepts subtype=general nature=CONCEPT lifespan=EVERGREEN
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Development Engineer
ExperienceMinimum 10+ year(s) of experience is required
DomainOther
JD type pass
Show raw JSON
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  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
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      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "null",
      "qualification": "null - null",
      "raw": "minimum 15 years of full-time education",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
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    "raw": "Minimum 10+ year(s) of experience is required"
  },
  "job_locations": [],
  "role": "Software Development Engineer",
  "role_aliases": [
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  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
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      "source_marker": {
        "first_5_words": "Key Responsibilities : A: Develop use",
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      },
      "text": "Key Responsibilities : A: Develop use cases in Converse Engineering portal and good knowledge of all the services in Converse Work with the Bot frame works using Google dialog flow B: Professional Experience in developing application using Nodejs C: Must have completed at least 3-4 Chatbot Project Life Cycle from an end to end delivery perspective D: Thorough understanding of the Full Stack Developer Concept E: Experience using the Cognitive APIs Excellent Communication skills Technical Experience : A: Design, build and configure applications using Converse 3,3 and above B: Should have experience in Configuring use cases in Converse Engineering Core C: Experience Converse, Good to have Converse 3x knowledge D: Must have Skills: Artificial Intelligence, Natural Language Processing, Up to speed on Natural Language Understandin Professional Attributes : A: Excellent analytical, technical ,communication, inter-personal n presentation skills, passion for research with ability to learn fast",
      "word_count": 305
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Node.js"
    },
    {
      "is_primary": true,
      "skill_name": "Google Dialogflow"
    },
    {
      "is_primary": true,
      "skill_name": "Artificial Intelligence"
    },
    {
      "is_primary": true,
      "skill_name": "Natural Language Processing"
    },
    {
      "is_primary": true,
      "skill_name": "Natural Language Understanding"
    }
  ],
  "jd_role": {
    "display_name": "Software Development Engineer",
    "rationale": null,
    "role_aliases": [
      "SDE",
      "Software Engineer",
      "Full Stack Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
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    },
    "education": [
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        "level": "null",
        "qualification": "null - null",
        "raw": "minimum 15 years of full-time education",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 10,
      "raw": "Minimum 10+ year(s) of experience is required"
    },
    "job_locations": [],
    "role": "Software Development Engineer",
    "role_aliases": [
      "SDE",
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    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Job Requirements",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Key Responsibilities : A: Develop use",
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        },
        "text": "Key Responsibilities : A: Develop use cases in Converse Engineering portal and good knowledge of all the services in Converse Work with the Bot frame works using Google dialog flow B: Professional Experience in developing application using Nodejs C: Must have completed at least 3-4 Chatbot Project Life Cycle from an end to end delivery perspective D: Thorough understanding of the Full Stack Developer Concept E: Experience using the Cognitive APIs Excellent Communication skills Technical Experience : A: Design, build and configure applications using Converse 3,3 and above B: Should have experience in Configuring use cases in Converse Engineering Core C: Experience Converse, Good to have Converse 3x knowledge D: Must have Skills: Artificial Intelligence, Natural Language Processing, Up to speed on Natural Language Understandin Professional Attributes : A: Excellent analytical, technical ,communication, inter-personal n presentation skills, passion for research with ability to learn fast",
        "word_count": 305
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "3db2ff6c-a615-4509-ad59-d7dd50ba375a",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Fullstack Developer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 1.0,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "AI Engineer",
        "kra_matches": [
          {
            "kra_text": "Translates product requirements into AI-powered features by integrating large language models like GPT-4, Claude, or Gemini into application workflows via API.",
            "sentence": "Key Responsibilities : A: Develop use cases in Converse Engineering portal and good knowledge of all the services in Converse Work with the Bot frame works using Google dialog flow B: Professional Experience in developing application using Nodejs C: Must have completed at least 3-4 Chatbot Project Life Cycle from an end to end delivery perspective D: Thorough understanding of the Full Stack Developer Concept E: Experience using the Cognitive APIs Excellent Communication skills Technical Experience : A: Design, build and configure applications using Converse 3,3 and above B: Should have experience in Configuring use cases in Converse Engineering Core C: Experience Converse, Good to have Converse 3x knowledge D: Must have Skills: Artificial Intelligence, Natural Language Processing, Up to speed on Natural Language Understandin Professional Attributes : A: Excellent analytical, technical ,communication, inter-personal n presentation skills, passion for research with ability to learn fast",
            "similarity": 0.4076
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 13,
        "score": 0.4076,
        "slug": "ai-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Key Responsibilities : A: Develop use cases in Converse Engineering portal and good knowledge of all the services in Converse Work with the Bot frame works using Google dialog flow B: Professional Experience in developing application using Nodejs C: Must have completed at least 3-4 Chatbot Project Life Cycle from an end to end delivery perspective D: Thorough understanding of the Full Stack Developer Concept E: Experience using the Cognitive APIs Excellent Communication skills Technical Experience : A: Design, build and configure applications using Converse 3,3 and above B: Should have experience in Configuring use cases in Converse Engineering Core C: Experience Converse, Good to have Converse 3x knowledge D: Must have Skills: Artificial Intelligence, Natural Language Processing, Up to speed on Natural Language Understandin Professional Attributes : A: Excellent analytical, technical ,communication, inter-personal n presentation skills, passion for research with ability to learn fast",
            "similarity": 0.4003
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.4003,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Key Responsibilities : A: Develop use cases in Converse Engineering portal and good knowledge of all the services in Converse Work with the Bot frame works using Google dialog flow B: Professional Experience in developing application using Nodejs C: Must have completed at least 3-4 Chatbot Project Life Cycle from an end to end delivery perspective D: Thorough understanding of the Full Stack Developer Concept E: Experience using the Cognitive APIs Excellent Communication skills Technical Experience : A: Design, build and configure applications using Converse 3,3 and above B: Should have experience in Configuring use cases in Converse Engineering Core C: Experience Converse, Good to have Converse 3x knowledge D: Must have Skills: Artificial Intelligence, Natural Language Processing, Up to speed on Natural Language Understandin Professional Attributes : A: Excellent analytical, technical ,communication, inter-personal n presentation skills, passion for research with ability to learn fast",
            "similarity": 0.3855
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.3855,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "AR/VR Engineer",
        "kra_matches": [
          {
            "kra_text": "Designs and implements immersive user interaction flows and spatial UI elements for augmented reality and virtual reality applications using Unity or Unreal Engine.",
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            "similarity": 0.3824
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 8,
        "score": 0.3824,
        "slug": "ar-vr-engineer",
        "total_count": null
      },
      {
        "display_name": "Cloud Architect",
        "kra_matches": [
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            "sentence": "Key Responsibilities : A: Develop use cases in Converse Engineering portal and good knowledge of all the services in Converse Work with the Bot frame works using Google dialog flow B: Professional Experience in developing application using Nodejs C: Must have completed at least 3-4 Chatbot Project Life Cycle from an end to end delivery perspective D: Thorough understanding of the Full Stack Developer Concept E: Experience using the Cognitive APIs Excellent Communication skills Technical Experience : A: Design, build and configure applications using Converse 3,3 and above B: Should have experience in Configuring use cases in Converse Engineering Core C: Experience Converse, Good to have Converse 3x knowledge D: Must have Skills: Artificial Intelligence, Natural Language Processing, Up to speed on Natural Language Understandin Professional Attributes : A: Excellent analytical, technical ,communication, inter-personal n presentation skills, passion for research with ability to learn fast",
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        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 9,
        "score": 0.3661,
        "slug": "cloud-architect",
        "total_count": null
      }
    ],
    "skill_match_roles": [
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        "matched_skills": [
          "Node.js"
        ],
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        "score": 0.2,
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      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
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        "matched_skills": [
          "Node.js"
        ],
        "role_id": 7,
        "score": 0.2,
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        "total_count": 5
      },
      {
        "display_name": "Web Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Node.js"
        ],
        "role_id": 25,
        "score": 0.2,
        "slug": "web-developer",
        "total_count": 5
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Node.js"
        ],
        "role_id": 73,
        "score": 0.2,
        "slug": "react-native-developer",
        "total_count": 5
      },
      {
        "display_name": "Backend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "Node.js"
        ],
        "role_id": 1,
        "score": 0.2,
        "slug": "backend-engineer",
        "total_count": 5
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Fullstack Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 15,
      "score": 1.0,
      "slug": "full-stack-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 full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top full-stack-engineer 0.20 does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 155,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.3855,
      "queue_id": 370,
      "r_and_r_preview": "Key Responsibilities : A: Develop use cases in Converse Engineering portal and good knowledge of all the services in Converse Work with the Bot frame works using Google dialog flow B: Professional Exp",
      "role_display_name": "Fullstack Developer",
      "role_slug": "full-stack-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 7025,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Google Dialogflow",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7026,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Natural Language Processing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 7027,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Natural Language Understanding",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
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        "is_also_category": false,
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        "skill_nature": "RUNTIME",
        "slug": "node-js",
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      "matched_via": "alias"
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      "alias_persisted": false,
      "existing_alias_id": 2016,
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    {
      "aliases_in_db": [
        {
          "alias_text": "Artificial Intelligence",
          "alias_type": "CANONICAL",
          "id": 2016,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "Artificial Intelligence",
        "id": 1357,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "artificial-intelligence",
        "sub_category_id": 1020,
        "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": "Artificial Intelligence",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Artificial Intelligence",
      "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": "Natural Language Processing",
      "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": "natural-language-processing",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Natural Language Understanding",
      "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": "natural-language-understanding",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Google Dialogflow",
    "Natural Language Processing",
    "Natural Language Understanding"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top full-stack-engineer 0.20 does not contradict",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Node.js",
      "tag": "in_db"
    },
    {
      "skill": "Google Dialogflow",
      "tag": "new"
    },
    {
      "skill": "Artificial Intelligence",
      "tag": "in_db"
    },
    {
      "skill": "Natural Language Processing",
      "tag": "new"
    },
    {
      "skill": "Natural Language Understanding",
      "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": 15,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "JavaScript and TypeScript",
          "id": 114,
          "rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
          "slug": "javascript-and-typescript",
          "source": "db"
        },
        "dimension_id": 114,
        "input_skill": "Node.js",
        "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": "Angular Frontend Developer",
            "id": 90,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "angular-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Frontend Developer",
            "id": 7,
            "rationale": null,
            "role_archetype": null,
            "slug": "frontend-engineer",
            "source": "db"
          },
          {
            "display_name": "Ionic Developer",
            "id": 434,
            "rationale": null,
            "role_archetype": null,
            "slug": "ionic-developer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "React Frontend Developer",
            "id": 89,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "React Native Developer",
            "id": 73,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-native-developer",
            "source": "db"
          },
          {
            "display_name": "Svelte Frontend Developer",
            "id": 92,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "svelte-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Vue Frontend Developer",
            "id": 91,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "vue-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
            "id": 25,
            "rationale": null,
            "role_archetype": null,
            "slug": "web-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1564,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 15,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Web Application Frameworks",
          "id": 2,
          "rationale": "Server frameworks and runtimes used to build HTTP services, controllers, middleware, and request pipelines. These frameworks shape how backend endpoints are structured and delivered.",
          "slug": "web-application-frameworks",
          "source": "db"
        },
        "dimension_id": 2,
        "input_skill": "Node.js",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
            "display_name": "Backend Developer",
            "id": 1,
            "rationale": null,
            "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"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 15,
            "rationale": null,
            "role_archetype": null,
            "slug": "full-stack-engineer",
            "source": "db"
          },
          {
            "display_name": "Fullstack Developer",
            "id": 435,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "fullstack-developer",
            "source": "db"
          },
          {
            "display_name": "Java Backend Developer",
            "id": 79,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "java-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
            "id": 82,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "PHP Backend Developer",
            "id": 86,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "php-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Python Backend Developer",
            "id": 80,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "python-backend-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1564,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 15,
        "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": "Artificial Intelligence",
        "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": 1357,
        "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": "3db2ff6c-a615-4509-ad59-d7dd50ba375a"
}

LLM Calls

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

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