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Pipeline run

75f49659-e511-47ba-87e4-4c9b937a9ff5

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

Nature of work

—

no_db_connection

Tech stack maturity

Mainstream Modern

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 Component Architecture State Management PostgreSQL Supabase Supabase.js Row-Level Security Auth Storage Real-time CI/CD REST SQL Code Splitting Memoization Lazy Loading React Query SWR Linting Testing Deployments

Skill cluster (0 dimension groups, role-scoped)

No dimension groups computed for this JD.

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 frontend-engineer

0.39

KRA android-engineer

0.51

Status: extract_from_jd_done Created: 2026-05-18T20:49:49.417968Z Updated: 2026-05-18T20:49:49.417968Z

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)

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

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

Real-time 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)

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)

Deployments 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)

SQL 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

{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "SaaS",
        "Product Companies"
      ],
      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "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": 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": 211
    },
    {
      "bullet_count": 7,
      "heading": "Requirements",
      "heading_was_present": true,
      "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": "Hooks"
    },
    {
      "is_primary": true,
      "skill_name": "Component Architecture"
    },
    {
      "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": true,
      "skill_name": "Auth"
    },
    {
      "is_primary": true,
      "skill_name": "Storage"
    },
    {
      "is_primary": true,
      "skill_name": "Real-time"
    },
    {
      "is_primary": true,
      "skill_name": "CI/CD"
    },
    {
      "is_primary": false,
      "skill_name": "Linting"
    },
    {
      "is_primary": false,
      "skill_name": "Testing"
    },
    {
      "is_primary": false,
      "skill_name": "Deployments"
    },
    {
      "is_primary": true,
      "skill_name": "REST"
    },
    {
      "is_primary": true,
      "skill_name": "SQL"
    }
  ],
  "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": {
      "primary": {
        "aliases": [
          "SaaS",
          "Product Companies"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "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": 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": 211
      },
      {
        "bullet_count": 7,
        "heading": "Requirements",
        "heading_was_present": true,
        "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": []
  },
  "run_id": null,
  "stage3_signals": {
    "alias_match_roles": [
      {
        "display_name": "Frontend Engineer",
        "matched_count": null,
        "role_id": 7,
        "score": 0.3913,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "ML Engineer",
        "matched_count": null,
        "role_id": 3,
        "score": 0.3913,
        "slug": "ml-engineer",
        "total_count": null
      },
      {
        "display_name": "AR/VR Engineer",
        "matched_count": null,
        "role_id": 8,
        "score": 0.3913,
        "slug": "ar-vr-engineer",
        "total_count": null
      },
      {
        "display_name": "Ios engineer",
        "matched_count": null,
        "role_id": 6,
        "score": 0.375,
        "slug": "ios-engineer",
        "total_count": null
      },
      {
        "display_name": "Backend Engineer",
        "matched_count": null,
        "role_id": 1,
        "score": 0.3704,
        "slug": "backend-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": "Backend Engineer",
        "matched_count": 2,
        "role_id": 1,
        "score": 0.0909,
        "slug": "backend-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": "Hybrid Mobile Developer",
        "matched_count": 2,
        "role_id": 11,
        "score": 0.0909,
        "slug": "hybrid-mobile-developer",
        "total_count": 22
      },
      {
        "display_name": "Android Engineer",
        "matched_count": 1,
        "role_id": 4,
        "score": 0.0455,
        "slug": "android-engineer",
        "total_count": 22
      }
    ],
    "stage35_ran": false
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "E",
    "chosen_role": null,
    "confidence": 0.0,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "queued": true,
    "reasoning": "small_margin: KRA margin 0.05 \u003c 0.08"
  },
  "stage5_updates": 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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