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Pipeline run

9a81f341-332f-4310-8717-5e950c1c0998

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 · Frontend and backend integration
Build and maintain MERN web apps, turning UI/UX designs into responsive interfaces, wiring frontend and backend components, and tuning performance/security through code reviews and debugging.
"Collaborate with design and content teams to integrate front-end and back-end components seamlessly."
Tech stack maturity
Mainstream Modern
A fullstack developer with code-review and UI/UX skills most commonly fits a broadly adopted, current web development stack rather than legacy, bleeding-edge, or strictly cloud-native specialization.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
0.00 / 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 (5)
MERN stack UI/UX Code Review Security Data Protection
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
MERN stack UI/UX Code Review Security Data Protection
Show KRA description ↓
• Develop, test, and maintain robust and scalable web applications using the MERN stack. • Design and implement intuitive user interfaces across various devices and platforms. • Collaborate with design and content teams to integrate front-end and back-end components seamlessly. • Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability. • Participate in code reviews to maintain consistency and quality within the codebase. • Troubleshoot and debug applications to resolve any issues and improve performance. • Stay updated with emerging technology trends and apply them to projects for increasing innovation. • Ensure adherence to software development best practices, including security and data protection standards.

Signals

Skill
Alias full-stack-engineer
1.00
KRA flutter-developer
0.61

Post-classification

Centroidupdated · n=215
Alias collision log
New-role queue
New skills captured3
New KRA captured

Captured for admin review

MERN stack primary Fullstack Developer pending
Security primary Fullstack Developer pending
Data Protection primary Fullstack Developer pending
Status: completed Created: 2026-05-27T14:27:34.187640Z Updated: 2026-05-27T14:28:25.175843Z API 3 duration: 9577 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 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
0
Skipped

Job description

Skills:
MongoDB, Express.js, React, Node.js, JavaScript ES6+, RESTful APIs, Git, GraphQL,

Company Name - Anderson Technology Pvt Ltd

 Website - Andreal.in

 Location - Near Ecospace, Kolkata

 Position Full Stack Developer

 Mob 9831778972

 Mail - hr@andreal.in

Company Overview

Andreal is a renowned graphic design agency headquartered in Kolkata. We specialize in crafting exceptional, unique designs across print, audiovisual, and digital media. Our dedicated team of graphic designers offers comprehensive 2D and 3D design and content solutions, making your brand stand out in the competitive market.

Job Overview

We are seeking a skilled MERN Stack Developer to join our dynamic team in Kolkata. This full-time, mid-level position requires a 2-5 years of relevant experience. The ideal candidate will be instrumental in developing engaging digital solutions to enhance our brand offerings.

Qualifications And Skills

• Proficiency in JavaScript (Mandatory skill) is crucial for enhancing dynamic applications and interaction within interfaces.
• Strong expertise in Node.js (Mandatory skill) for creating fast and scalable server-side and networking applications.
• Experience with React to build intuitive, responsive user interfaces and manage state efficiently.
• Familiarity with Angular, allowing the creation of modern single-page applications with enhanced functionality.
• Understanding of Python for backend development, helping in automating and configuring integration processes.
• Knowledge of Docker to enable consistent and reliable software deployment and scalability.
• Experience with GraphQL to streamline client-server interactions and develop flexible APIs.
• Ability to utilize AWS for cloud services, ensuring scalability, reliability, and security of applications.


Roles And Responsibilities

• Develop, test, and maintain robust and scalable web applications using the MERN stack.
• Design and implement intuitive user interfaces across various devices and platforms.
• Collaborate with design and content teams to integrate front-end and back-end components seamlessly.
• Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability.
• Participate in code reviews to maintain consistency and quality within the codebase.
• Troubleshoot and debug applications to resolve any issues and improve performance.
• Stay updated with emerging technology trends and apply them to projects for increasing innovation.
• Ensure adherence to software development best practices, including security and data protection standards.

Skills from this JD

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

MERN stack 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
Web Frameworks
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
UI/UX Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: UI/UX id=1662 · ui-ux

Aliases — catalog

  • UI/UX (CANONICAL)

Context tags (catalog)

A/B testing Adobe XD Figma Sketch design systems information architecture interaction design prototyping responsive design usability testing user journey user personas user research visual hierarchy wireframing

Stored enrichment (catalog DB)

Category
Domain
Sub-category
Ui Ux Design
Confidence
0.96
Version strategy
NOT_APPLICABLE

Maturity reasoning: UI/UX appears in a large share of product/design job descriptions across industries and is a standard hiring requirement, with strong demand on major job boards and design-tool ecosystems.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
37
Sub-category id
1255
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)
Code Review Primary 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)
Security 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
Soft Skills
Sub-category
general
Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Version strategy
UNVERSIONED
Data Protection 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
Soft Skills
Sub-category
general
Skill nature
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
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
UI/UX in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
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 MERN stack | type=Web Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed Security | type=Soft Skills subtype=general nature=CONCEPT lifespan=EVERGREEN
canonical_skill_proposed Data Protection | type=Soft Skills subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleFull Stack Developer
CompanyAnderson Technology Pvt Ltd
Experience2-5 years of relevant experience
DomainOther
Location Kolkata, India (onsite)
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Andreal is a renowned graphic",
      "last_5_words": "stand out in the competitive market."
    },
    "text": "Andreal is a renowned graphic design agency headquartered in Kolkata. We specialize in crafting exceptional, unique designs across print, audiovisual, and digital media. Our dedicated team of graphic designers offers comprehensive 2D and 3D design and content solutions, making your brand stand out in the competitive market.",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "Anderson Technology Pvt Ltd",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": 5,
    "min": 2,
    "raw": "2-5 years of relevant experience"
  },
  "job_locations": [
    {
      "aliases": [
        "Calcutta"
      ],
      "city": "Kolkata",
      "country": "India",
      "state": null,
      "work_mode": "onsite"
    }
  ],
  "role": "Full Stack Developer",
  "role_aliases": [
    "MERN Stack Developer",
    "Full Stack Developer",
    "Software Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 8,
      "heading": "Roles And Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Develop, test, and maintain",
        "last_5_words": "security and data protection standards."
      },
      "text": "\u2022 Develop, test, and maintain robust and scalable web applications using the MERN stack.\n\u2022 Design and implement intuitive user interfaces across various devices and platforms.\n\u2022 Collaborate with design and content teams to integrate front-end and back-end components seamlessly.\n\u2022 Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability.\n\u2022 Participate in code reviews to maintain consistency and quality within the codebase.\n\u2022 Troubleshoot and debug applications to resolve any issues and improve performance.\n\u2022 Stay updated with emerging technology trends and apply them to projects for increasing innovation.\n\u2022 Ensure adherence to software development best practices, including security and data protection standards.",
      "word_count": 102
    }
  ],
  "urls": [
    {
      "type": "website",
      "url": "http://andreal.in"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "MERN stack"
    },
    {
      "is_primary": true,
      "skill_name": "UI/UX"
    },
    {
      "is_primary": true,
      "skill_name": "Code Review"
    },
    {
      "is_primary": true,
      "skill_name": "Security"
    },
    {
      "is_primary": true,
      "skill_name": "Data Protection"
    }
  ],
  "jd_role": {
    "display_name": "Full Stack Developer",
    "rationale": null,
    "role_aliases": [
      "MERN Stack Developer",
      "Full Stack Developer",
      "Software Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Andreal is a renowned graphic",
        "last_5_words": "stand out in the competitive market."
      },
      "text": "Andreal is a renowned graphic design agency headquartered in Kolkata. We specialize in crafting exceptional, unique designs across print, audiovisual, and digital media. Our dedicated team of graphic designers offers comprehensive 2D and 3D design and content solutions, making your brand stand out in the competitive market.",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "Anderson Technology Pvt Ltd",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": 5,
      "min": 2,
      "raw": "2-5 years of relevant experience"
    },
    "job_locations": [
      {
        "aliases": [
          "Calcutta"
        ],
        "city": "Kolkata",
        "country": "India",
        "state": null,
        "work_mode": "onsite"
      }
    ],
    "role": "Full Stack Developer",
    "role_aliases": [
      "MERN Stack Developer",
      "Full Stack Developer",
      "Software Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 8,
        "heading": "Roles And Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Develop, test, and maintain",
          "last_5_words": "security and data protection standards."
        },
        "text": "\u2022 Develop, test, and maintain robust and scalable web applications using the MERN stack.\n\u2022 Design and implement intuitive user interfaces across various devices and platforms.\n\u2022 Collaborate with design and content teams to integrate front-end and back-end components seamlessly.\n\u2022 Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability.\n\u2022 Participate in code reviews to maintain consistency and quality within the codebase.\n\u2022 Troubleshoot and debug applications to resolve any issues and improve performance.\n\u2022 Stay updated with emerging technology trends and apply them to projects for increasing innovation.\n\u2022 Ensure adherence to software development best practices, including security and data protection standards.",
        "word_count": 102
      }
    ],
    "urls": [
      {
        "type": "website",
        "url": "http://andreal.in"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "9a81f341-332f-4310-8717-5e950c1c0998",
  "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": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with design and content teams to integrate front-end and back-end components seamlessly.",
            "similarity": 0.7476
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability.",
            "similarity": 0.5558
          },
          {
            "kra_text": "Implement user-facing screens and flows",
            "sentence": "Design and implement intuitive user interfaces across various devices and platforms.",
            "similarity": 0.5411
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.6148,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "React Native Developer",
        "kra_matches": [
          {
            "kra_text": "maintain code quality",
            "sentence": "Participate in code reviews to maintain consistency and quality within the codebase.",
            "similarity": 0.7073
          },
          {
            "kra_text": "Implement mobile screens and flows",
            "sentence": "Design and implement intuitive user interfaces across various devices and platforms.",
            "similarity": 0.5223
          },
          {
            "kra_text": "integrate backend APIs",
            "sentence": "Collaborate with design and content teams to integrate front-end and back-end components seamlessly.",
            "similarity": 0.5207
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 73,
        "score": 0.5835,
        "slug": "react-native-developer",
        "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": "Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability.",
            "similarity": 0.6021
          },
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Design and implement intuitive user interfaces across various devices and platforms.",
            "similarity": 0.5784
          },
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Collaborate with design and content teams to integrate front-end and back-end components seamlessly.",
            "similarity": 0.5664
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.5823,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "UI responsiveness and performance",
            "sentence": "Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability.",
            "similarity": 0.5866
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Participate in code reviews to maintain consistency and quality within the codebase.",
            "similarity": 0.5703
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with design and content teams to integrate front-end and back-end components seamlessly.",
            "similarity": 0.5703
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5757,
        "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 design and content teams to integrate front-end and back-end components seamlessly.",
            "similarity": 0.5872
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Ensure the technical feasibility of UI/UX designs and optimize applications for maximum speed and scalability.",
            "similarity": 0.5656
          },
          {
            "kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
            "sentence": "Troubleshoot and debug applications to resolve any issues and improve performance.",
            "similarity": 0.5505
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5678,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "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 absent does not contradict",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 215,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 9059,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "MERN stack",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9060,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Security",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 9061,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Data Protection",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "alias_matches": [
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 2632,
      "existing_alias_text": "UI/UX",
      "input_term": "UI/UX",
      "matched_canonical": {
        "category_id": 37,
        "display_name": "UI/UX",
        "id": 1662,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "ui-ux",
        "sub_category_id": 1255,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 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": "Fullstack Developer",
    "id": 15,
    "rationale": "Exact alias hit on full-stack-engineer (1.0) \u2014 no other alias at this confidence; skill_top absent does not contradict",
    "role_archetype": null,
    "slug": "full-stack-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/UX",
      "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": [
    "MERN stack",
    "UI/UX",
    "Code Review",
    "Security",
    "Data Protection"
  ],
  "input_llm_skills": [
    "MERN stack",
    "UI/UX",
    "Code Review",
    "Security",
    "Data Protection"
  ],
  "new_aliases_persisted": 0,
  "run_id": "9a81f341-332f-4310-8717-5e950c1c0998",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "MERN stack",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Frameworks",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "mern-stack",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "UI/UX",
          "alias_type": "CANONICAL",
          "id": 2632,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 37,
        "display_name": "UI/UX",
        "id": 1662,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "ui-ux",
        "sub_category_id": 1255,
        "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/UX",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "UI/UX",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "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
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Security",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "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": "security",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Data Protection",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Soft Skills",
          "skill_nature": "CONCEPT",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "data-protection",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "MERN stack",
    "Security",
    "Data Protection"
  ]
}
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 absent does not contradict",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "MERN stack",
      "tag": "new"
    },
    {
      "skill": "UI/UX",
      "tag": "in_db"
    },
    {
      "skill": "Code Review",
      "tag": "in_db"
    },
    {
      "skill": "Security",
      "tag": "new"
    },
    {
      "skill": "Data Protection",
      "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": "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/UX",
        "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": 1662,
        "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": "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": 0
  },
  "planner_output": null,
  "run_id": "9a81f341-332f-4310-8717-5e950c1c0998"
}

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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