Pipeline run

e21beb29-1081-48e7-a92a-72e961f6549d

Pipeline LLM cost (USD)

API 1: $0.0035 API 2: $0.0000 API 3: $0.0000 Total: $0.0035

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 ship full-stack web features in React and Supabase: craft responsive UIs, manage state/API flows, design PostgreSQL schemas and RLS, and keep CI/CD and release quality tight.

"building and optimizing both the frontend and backend of a modern web application—from designing responsive interfaces to managing database schemas and API layers"

Tech stack maturity

Mainstream Modern cache hit

The skill set centers on widely adopted, current web development and delivery practices—React Hooks, REST, PostgreSQL, SQL, and CI/CD—typical of modern mainstream stacks rather than legacy or bleeding-edge ones.

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 (11)

React.js Supabase PostgreSQL Supabase.js React Hooks SQL CI/CD REST RLS React Query SWR

Skill cluster (4 dimension groups, role-scoped)

API Integration and Data Fetching

React Query SWR

API Design and Contracts

REST

Relational Data Modeling

PostgreSQL

Cross-cutting / unaligned

React.js Supabase Supabase.js React Hooks SQL CI/CD RLS

Show KRA description ↓

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. 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 full-stack-engineer

0.36

Alias full-stack-engineer

1.00

KRA devops-engineer

0.38

Post-classification

Centroidupdated · n=13

Alias collision log#68

New-role queue—

New skills captured4

New KRA capturedyes

Captured for admin review

Supabase primary ↔ Full Stack Engineer pending

Supabase.js primary ↔ Full Stack Engineer pending

React Hooks primary ↔ Full Stack Engineer pending

RLS primary ↔ Full Stack Engineer pending

R&R fragment (sim 0.31) ↔ Full Stack Engineer pending

Status: extract_from_jd_done Created: 2026-05-19T23:07:56.967704Z Updated: 2026-05-19T23:07:58.012364Z

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)

Supabase Primary 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.js Primary No API 2 row (run stopped after API 1 or history missing)

React Hooks Primary 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)

SQL 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)

REST Primary No API 2 row (run stopped after API 1 or history missing)

RLS Primary 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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  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
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  "experience": {
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      },
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      "word_count": 56
    },
    {
      "bullet_count": 12,
      "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."
      },
      "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.",
      "word_count": 265
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    {
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      "heading": "Requirements",
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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
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "React.js"
    },
    {
      "is_primary": true,
      "skill_name": "Supabase"
    },
    {
      "is_primary": true,
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    },
    {
      "is_primary": true,
      "skill_name": "Supabase.js"
    },
    {
      "is_primary": true,
      "skill_name": "React Hooks"
    },
    {
      "is_primary": false,
      "skill_name": "React Query"
    },
    {
      "is_primary": false,
      "skill_name": "SWR"
    },
    {
      "is_primary": true,
      "skill_name": "SQL"
    },
    {
      "is_primary": true,
      "skill_name": "CI/CD"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": true,
      "skill_name": "RLS"
    }
  ],
  "jd_role": {
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    "rationale": null,
    "role_aliases": [
      "Fullstack Engineer",
      "Software Engineer",
      "SWE"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
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    "experience": {
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      "min": 3,
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    },
    "job_locations": [],
    "role": "Full Stack Engineer",
    "role_aliases": [
      "Fullstack Engineer",
      "Software Engineer",
      "SWE"
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    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
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        "heading": "About the Role",
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        "source_marker": {
          "first_5_words": "We\u2019re looking for a Fullstack",
          "last_5_words": "fast, scalable, and delightful experiences."
        },
        "text": "We\u2019re looking for a Fullstack Engineer with deep experience in React.js and Supabase to join our core product team. You\u0027ll be responsible for building and optimizing both the frontend and backend of a modern web application\u2014from designing responsive interfaces to managing database schemas and API layers. You\u2019ll work across the stack with autonomy, helping us ship fast, scalable, and delightful experiences.",
        "word_count": 56
      },
      {
        "bullet_count": 12,
        "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."
        },
        "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.",
        "word_count": 265
      },
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        "bullet_count": 7,
        "heading": "Requirements",
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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
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "e21beb29-1081-48e7-a92a-72e961f6549d",
  "stage3_signals": {
    "alias_found": true,
    "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": "DevOps Engineer",
        "matched_count": null,
        "role_id": 10,
        "score": 0.3781,
        "slug": "devops-engineer",
        "total_count": null
      },
      {
        "display_name": "Frontend Engineer",
        "matched_count": null,
        "role_id": 7,
        "score": 0.3578,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "matched_count": null,
        "role_id": 2,
        "score": 0.3191,
        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "Android Engineer",
        "matched_count": null,
        "role_id": 4,
        "score": 0.3137,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Full Stack Engineer",
        "matched_count": null,
        "role_id": 15,
        "score": 0.3109,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Full Stack Engineer",
        "matched_count": 4,
        "role_id": 15,
        "score": 0.3636,
        "slug": "full-stack-engineer",
        "total_count": 11
      },
      {
        "display_name": "Backend Engineer",
        "matched_count": 2,
        "role_id": 1,
        "score": 0.1818,
        "slug": "backend-engineer",
        "total_count": 11
      },
      {
        "display_name": "Frontend Engineer",
        "matched_count": 2,
        "role_id": 7,
        "score": 0.1818,
        "slug": "frontend-engineer",
        "total_count": 11
      },
      {
        "display_name": "Data Engineer",
        "matched_count": 1,
        "role_id": 2,
        "score": 0.0909,
        "slug": "data-engineer",
        "total_count": 11
      },
      {
        "display_name": "ML Engineer",
        "matched_count": 1,
        "role_id": 3,
        "score": 0.0909,
        "slug": "ml-engineer",
        "total_count": 11
      }
    ]
  },
  "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": 0.96,
    "llm2_fired": true,
    "llm2_reasoning": "The role\u2019s core responsibilities of building React UIs, managing Supabase schemas and APIs, and owning fullstack CI/CD align directly with a Full Stack Engineer\u2019s day-to-day work.",
    "queued": false,
    "reasoning": "LLM2 picked full-stack-engineer (confidence 0.96)"
  },
  "stage5_updates": {
    "centroid_n_after": 13,
    "centroid_updated": true,
    "collision_log_id": 68,
    "new_kra_attached": {
      "best_kra_similarity": 0.3109,
      "queue_id": 44,
      "r_and_r_preview": "We\u2019re looking for a Fullstack Engineer with deep experience in React.js and Supabase to join our core product team. You\u0027ll be responsible for building and optimizing both the frontend and backend of a",
      "role_display_name": "Full Stack Engineer",
      "role_slug": "full-stack-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 1480,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Supabase",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1481,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "Supabase.js",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1482,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "React Hooks",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 1483,
        "role_display_name": "Full Stack Engineer",
        "role_slug": "full-stack-engineer",
        "skill_name": "RLS",
        "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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