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Pipeline run

9796b8bd-48b4-4c9c-86f5-084a8970553b

Pipeline LLM cost (USD)
API 1: $0.0038 API 2: $0.0000 API 3: $0.0000 Total: $0.0038

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 React UIs with hooks/state management, optimize performance and client caching, and wire in API loading/error handling. On the backend, design Postgres/Supabase schemas and RLS, maintain CI/CD, and ship/releases with product/design/engineering.
"Design and maintain PostgreSQL schemas, write Supabase migrations, and manage Row-Level Security (RLS) policies."
Tech stack maturity
Mainstream Modern
The stack centers on widely adopted modern web technologies like React, REST, PostgreSQL, and row-level security, with CI/CD and hooks indicating current mainstream engineering practices rather than legacy or bleeding-edge tooling.
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 (22)
React.js Hooks State Management PostgreSQL Supabase Supabase.js Row-Level Security REST CI/CD SQL Code Splitting Memoization Lazy Loading React Query SWR Auth Storage Real-time Linting Testing Staging Production Deployments
Skill cluster (8 dimension groups, role-scoped)
API Integration and Data Fetching
React Query SWR
Frontend Performance and Rendering Optimization
Code Splitting Lazy Loading
API Design and Contracts
REST
Performance and Rendering Optimization
Memoization
Relational Data Modeling
PostgreSQL
Screen Navigation and State
State Management
UI Frameworks and Rendering
Hooks
Cross-cutting / unaligned
React.js Supabase Supabase.js Row-Level Security CI/CD SQL Auth Storage Real-time Linting Testing Staging Production Deployments
Show KRA description ↓
Frontend (React.js) • Build rich, responsive UIs using React.js, with a strong command of hooks, component architecture, and state management. • Optimize frontend performance through code splitting, memoization, and lazy loading. • Implement client-side caching strategies using tools like React Query, SWR, or custom logic. • Manage API communication, error states, loading indicators, and graceful fallbacks. Backend (Supabase) • Design and maintain PostgreSQL schemas, write Supabase migrations, and manage Row-Level Security (RLS) policies. • Build efficient backend logic using Supabase.js, including auth, storage, and real-time features. • Maintain a clean API layer between frontend and backend, with clear contract-based interfaces. DevOps & Delivery • Own the CI/CD pipeline, including linting, testing, staging, and production deployments. • Monitor and improve application health, scalability, and release quality. • Collaborate closely with product, design, and engineering to ship and iterate fast. • 3+ years building production-grade applications with React.js. • Proficient with React Hooks, performance tuning, and state management patterns. • Strong experience using Supabase: schema design, migrations, RLS, and Supabase.js. • Understanding of RESTful patterns, frontend-backend integration, and secure API practices. • Experience building and maintaining CI/CD workflows for fullstack applications. • Comfortable working with SQL and managing schema evolutions over time. • Strong communication skills and ability to thrive in async, remote teams.

Signals

Skill frontend-engineer
0.14
Alias full-stack-engineer
1.00
KRA android-engineer
0.51

Post-classification

Centroidupdated · n=2
Alias collision log#22
New-role queue—
New skills captured11
New KRA capturedyes

Captured for admin review

Memoization ↔ Full Stack Engineer pending
React Query ↔ Full Stack Engineer pending
SWR ↔ Full Stack Engineer pending
Supabase primary ↔ Full Stack Engineer pending
Supabase.js primary ↔ Full Stack Engineer pending
Auth ↔ Full Stack Engineer pending
Storage ↔ Full Stack Engineer pending
Real-time ↔ Full Stack Engineer pending
Linting ↔ Full Stack Engineer pending
Testing ↔ Full Stack Engineer pending
Production Deployments ↔ Full Stack Engineer pending
R&R fragment (sim 0.00) ↔ Full Stack Engineer pending

Frontend (React.js) • Build rich, responsive UIs using React.js, with a strong command of hooks, component architecture, and state management. • Optimize frontend performance through code splitting, m…

Status: extract_from_jd_done Created: 2026-05-19T00:06:57.805418Z Updated: 2026-05-19T00:06:58.834777Z
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

No chosen role stored for this run.

Job description

Full Stack Engineer

About the Role
We’re looking for a Fullstack Engineer with deep experience in React.js and Supabase to join our core product team. You'll be responsible for building and optimizing both the frontend and backend of a modern web application—from designing responsive interfaces to managing database schemas and API layers. You’ll work across the stack with autonomy, helping us ship fast, scalable, and delightful experiences.


What You’ll Do
Frontend (React.js)
• Build rich, responsive UIs using React.js, with a strong command of hooks, component architecture, and state management.
• Optimize frontend performance through code splitting, memoization, and lazy loading.
• Implement client-side caching strategies using tools like React Query, SWR, or custom logic.
• Manage API communication, error states, loading indicators, and graceful fallbacks.


Backend (Supabase)
• Design and maintain PostgreSQL schemas, write Supabase migrations, and manage Row-Level Security (RLS) policies.
• Build efficient backend logic using Supabase.js, including auth, storage, and real-time features.
• Maintain a clean API layer between frontend and backend, with clear contract-based interfaces.


DevOps & Delivery
• Own the CI/CD pipeline, including linting, testing, staging, and production deployments.
• Monitor and improve application health, scalability, and release quality.
• Collaborate closely with product, design, and engineering to ship and iterate fast.


Requirements
• 3+ years building production-grade applications with React.js.
• Proficient with React Hooks, performance tuning, and state management patterns.
• Strong experience using Supabase: schema design, migrations, RLS, and Supabase.js.
• Understanding of RESTful patterns, frontend-backend integration, and secure API practices.
• Experience building and maintaining CI/CD workflows for fullstack applications.
• Comfortable working with SQL and managing schema evolutions over time.
• Strong communication skills and ability to thrive in async, remote teams.

Skills from this JD

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

React.js Primary No API 2 row (run stopped after API 1 or history missing)
Hooks Primary No API 2 row (run stopped after API 1 or history missing)
State Management Primary No API 2 row (run stopped after API 1 or history missing)
Code Splitting Secondary No API 2 row (run stopped after API 1 or history missing)
Memoization Secondary No API 2 row (run stopped after API 1 or history missing)
Lazy Loading Secondary No API 2 row (run stopped after API 1 or history missing)
React Query Secondary No API 2 row (run stopped after API 1 or history missing)
SWR Secondary No API 2 row (run stopped after API 1 or history missing)
PostgreSQL Primary No API 2 row (run stopped after API 1 or history missing)
Supabase Primary No API 2 row (run stopped after API 1 or history missing)
Supabase.js Primary No API 2 row (run stopped after API 1 or history missing)
Row-Level Security Primary No API 2 row (run stopped after API 1 or history missing)
Auth Secondary No API 2 row (run stopped after API 1 or history missing)
Storage Secondary No API 2 row (run stopped after API 1 or history missing)
Real-time Secondary No API 2 row (run stopped after API 1 or history missing)
REST Primary No API 2 row (run stopped after API 1 or history missing)
CI/CD Primary No API 2 row (run stopped after API 1 or history missing)
SQL Primary No API 2 row (run stopped after API 1 or history missing)
Linting Secondary No API 2 row (run stopped after API 1 or history missing)
Testing Secondary No API 2 row (run stopped after API 1 or history missing)
Staging Secondary No API 2 row (run stopped after API 1 or history missing)
Production Deployments Secondary No API 2 row (run stopped after API 1 or history missing)

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleFull Stack Engineer
Experience3+ years building production-grade applications with React.js.
DomainSoftware & SaaS Products
JD type pass
Show raw JSON 
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  "certifications": [],
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  "education": [],
  "experience": {
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        "first_5_words": "Frontend (React.js) \u2022 Build rich,",
        "last_5_words": "and iterate fast."
      },
      "text": "Frontend (React.js)\n\u2022 Build rich, responsive UIs using React.js, with a strong command of hooks, component architecture, and state management.\n\u2022 Optimize frontend performance through code splitting, memoization, and lazy loading.\n\u2022 Implement client-side caching strategies using tools like React Query, SWR, or custom logic.\n\u2022 Manage API communication, error states, loading indicators, and graceful fallbacks.\n\nBackend (Supabase)\n\u2022 Design and maintain PostgreSQL schemas, write Supabase migrations, and manage Row-Level Security (RLS) policies.\n\u2022 Build efficient backend logic using Supabase.js, including auth, storage, and real-time features.\n\u2022 Maintain a clean API layer between frontend and backend, with clear contract-based interfaces.\n\nDevOps \u0026 Delivery\n\u2022 Own the CI/CD pipeline, including linting, testing, staging, and production deployments.\n\u2022 Monitor and improve application health, scalability, and release quality.\n\u2022 Collaborate closely with product, design, and engineering to ship and iterate fast.",
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      "word_count": 83
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle 
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "React.js"
    },
    {
      "is_primary": true,
      "skill_name": "Hooks"
    },
    {
      "is_primary": true,
      "skill_name": "State Management"
    },
    {
      "is_primary": false,
      "skill_name": "Code Splitting"
    },
    {
      "is_primary": false,
      "skill_name": "Memoization"
    },
    {
      "is_primary": false,
      "skill_name": "Lazy Loading"
    },
    {
      "is_primary": false,
      "skill_name": "React Query"
    },
    {
      "is_primary": false,
      "skill_name": "SWR"
    },
    {
      "is_primary": true,
      "skill_name": "PostgreSQL"
    },
    {
      "is_primary": true,
      "skill_name": "Supabase"
    },
    {
      "is_primary": true,
      "skill_name": "Supabase.js"
    },
    {
      "is_primary": true,
      "skill_name": "Row-Level Security"
    },
    {
      "is_primary": false,
      "skill_name": "Auth"
    },
    {
      "is_primary": false,
      "skill_name": "Storage"
    },
    {
      "is_primary": false,
      "skill_name": "Real-time"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": true,
      "skill_name": "CI/CD"
    },
    {
      "is_primary": true,
      "skill_name": "SQL"
    },
    {
      "is_primary": false,
      "skill_name": "Linting"
    },
    {
      "is_primary": false,
      "skill_name": "Testing"
    },
    {
      "is_primary": false,
      "skill_name": "Staging"
    },
    {
      "is_primary": false,
      "skill_name": "Production Deployments"
    }
  ],
  "jd_role": {
    "display_name": "Full Stack Engineer",
    "rationale": null,
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
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        "domain": "Software \u0026 SaaS Products"
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    "education": [],
    "experience": {
      "max": null,
      "min": 3,
      "raw": "3+ years building production-grade applications with React.js."
    },
    "job_locations": [],
    "role": "Full Stack Engineer",
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 13,
        "heading": "What You\u2019ll Do",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Frontend (React.js) \u2022 Build rich,",
          "last_5_words": "and iterate fast."
        },
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        "source_marker": {
          "first_5_words": "\u2022 3+ years building production-grade",
          "last_5_words": "in async, remote teams."
        },
        "text": "\u2022 3+ years building production-grade applications with React.js.\n\u2022 Proficient with React Hooks, performance tuning, and state management patterns.\n\u2022 Strong experience using Supabase: schema design, migrations, RLS, and Supabase.js.\n\u2022 Understanding of RESTful patterns, frontend-backend integration, and secure API practices.\n\u2022 Experience building and maintaining CI/CD workflows for fullstack applications.\n\u2022 Comfortable working with SQL and managing schema evolutions over time.\n\u2022 Strong communication skills and ability to thrive in async, remote teams.",
        "word_count": 83
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    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "9796b8bd-48b4-4c9c-86f5-084a8970553b",
  "stage3_signals": {
    "alias_match_roles": [
      {
        "display_name": "Full Stack Engineer",
        "matched_count": null,
        "role_id": 15,
        "score": 1.0,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Android Engineer",
        "matched_count": null,
        "role_id": 4,
        "score": 0.5091,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Frontend Engineer",
        "matched_count": null,
        "role_id": 7,
        "score": 0.4559,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "AR/VR Engineer",
        "matched_count": null,
        "role_id": 8,
        "score": 0.4402,
        "slug": "ar-vr-engineer",
        "total_count": null
      },
      {
        "display_name": "Backend Engineer",
        "matched_count": null,
        "role_id": 1,
        "score": 0.4321,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "DevOps Engineer",
        "matched_count": null,
        "role_id": 10,
        "score": 0.4176,
        "slug": "devops-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Frontend Engineer",
        "matched_count": 3,
        "role_id": 7,
        "score": 0.1364,
        "slug": "frontend-engineer",
        "total_count": 22
      },
      {
        "display_name": "Data Engineer",
        "matched_count": 2,
        "role_id": 2,
        "score": 0.0909,
        "slug": "data-engineer",
        "total_count": 22
      },
      {
        "display_name": "Backend Engineer",
        "matched_count": 2,
        "role_id": 1,
        "score": 0.0909,
        "slug": "backend-engineer",
        "total_count": 22
      },
      {
        "display_name": "DevOps Engineer",
        "matched_count": 2,
        "role_id": 10,
        "score": 0.0909,
        "slug": "devops-engineer",
        "total_count": 22
      },
      {
        "display_name": "Hybrid Mobile Developer",
        "matched_count": 2,
        "role_id": 11,
        "score": 0.0909,
        "slug": "hybrid-mobile-developer",
        "total_count": 22
      }
    ],
    "stage35_ran": false
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "D",
    "chosen_role": {
      "display_name": "Full Stack Engineer",
      "matched_count": null,
      "role_id": 15,
      "score": 1.0,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 0.94,
    "llm2_fired": true,
    "llm2_reasoning": "The JD\u2019s focus on React.js front-end development, Supabase-based backend schema design, and full-stack CI/CD workflows aligns directly with the Full Stack Engineer role.",
    "queued": false,
    "reasoning": "LLM2 picked full-stack-engineer (confidence 0.94)"
  },
  "stage5_updates": {
    "centroid_n_after": 2,
    "centroid_updated": true,
    "collision_log_id": 22,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 10,
      "r_and_r_preview": "Frontend (React.js)\n\u2022 Build rich, responsive UIs using React.js, with a strong command of hooks, component architecture, and state management.\n\u2022 Optimize frontend performance through code splitting, m",
      "role_display_name": "Full Stack Engineer",
      "role_slug": "full-stack-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": false,
        "queue_id": 369,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Memoization",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 370,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "React Query",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 371,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "SWR",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 372,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Supabase",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 373,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Supabase.js",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 374,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Auth",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 375,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Storage",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 376,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Real-time",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 377,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Linting",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 378,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Testing",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 379,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Production Deployments",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details 
{}
API 3 — final-role-output 
{}

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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