Pipeline run

cc67d088-f1b1-462c-95f3-bb53c2670216

Pipeline LLM cost (USD)

API 1: $0.0026 API 2: $0.0000 API 3: $0.0000 Total: $0.0026

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

SPARSE JD role baseline loaded sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: jd

Nature of work · Responsive UI component development

Design, develop, and test UI for mobile and web apps, turning user/business needs into frontend code and reusable libraries/components for future use.

"Designing, developing, and testing UI for mobile and web applications"

Tech stack maturity

Mainstream Modern cache hit

A frontend developer focused on frontend work typically operates in widely adopted, current web technologies and workflows without implying cutting-edge AI-native or legacy constraints.

AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)

1.20 / 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 (6)

UI Mobile Applications Web Applications Code Libraries Frontend

Skill cluster (1 dimension groups, role-scoped)

Cross-cutting / unaligned

UI Mobile Applications Web Applications Code Libraries Frontend

Show KRA description ↓

Designing, developing, and testing UI for mobile and web applications Build reusable code and libraries for future use Accurately translate user and business needs into functional frontend code

Signals

Skill —

—

Alias frontend-engineer

1.00

KRA frontend-engineer

0.53

Post-classification

Centroidupdated · n=6

Alias collision log—

New-role queue—

New skills captured6

New KRA captured—

Captured for admin review

UI primary ↔ Frontend Engineer pending

Mobile Applications primary ↔ Frontend Engineer pending

Web Applications primary ↔ Frontend Engineer pending

Code primary ↔ Frontend Engineer pending

Libraries primary ↔ Frontend Engineer pending

Frontend primary ↔ Frontend Engineer pending

Status: extract_from_jd_done Created: 2026-05-19T00:50:59.440856Z Updated: 2026-05-19T00:51:00.282178Z

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

Frontend Developer

Job DescriptionPreferred Immediate Joiners


The ideal candidate will be responsible for designing, developing, testing, and debugging responsive web and mobile applications for the company. Using React, Redux JavaScript, HTML, and CSS, this candidate will be able to translate user and business needs into functional frontend design.


Responsibilities


Designing, developing, and testing UI for mobile and web applications
Build reusable code and libraries for future use
Accurately translate user and business needs into functional frontend code


Qualifications


Bachelor's degree or equivalent in Computer Science
2+ years' experience in fronted development
Familiarity using Scrum/Agile development methodologies
Experience building object oriented web applications in JavaScript, HTML5, and CSS3
Expertise

Skills from this JD

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

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

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

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

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

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

Frontend 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

RoleFrontend Developer

Experience2+ years' experience in fronted development

DomainOther

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science (or equivalent)",
      "raw": "Bachelor\u0027s degree or equivalent in Computer Science",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 2,
    "raw": "2+ years\u0027 experience in fronted development"
  },
  "job_locations": [],
  "role": "Frontend Developer",
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 3,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Designing, developing, and testing",
        "last_5_words": "into functional frontend code"
      },
      "text": "Designing, developing, and testing UI for mobile and web applications\nBuild reusable code and libraries for future use\nAccurately translate user and business needs into functional frontend code",
      "word_count": 30
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "UI"
    },
    {
      "is_primary": true,
      "skill_name": "Mobile Applications"
    },
    {
      "is_primary": true,
      "skill_name": "Web Applications"
    },
    {
      "is_primary": true,
      "skill_name": "Code"
    },
    {
      "is_primary": true,
      "skill_name": "Libraries"
    },
    {
      "is_primary": true,
      "skill_name": "Frontend"
    }
  ],
  "jd_role": {
    "display_name": "Frontend Developer",
    "rationale": null,
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Computer Science (or equivalent)",
        "raw": "Bachelor\u0027s degree or equivalent in Computer Science",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 2,
      "raw": "2+ years\u0027 experience in fronted development"
    },
    "job_locations": [],
    "role": "Frontend Developer",
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 3,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Designing, developing, and testing",
          "last_5_words": "into functional frontend code"
        },
        "text": "Designing, developing, and testing UI for mobile and web applications\nBuild reusable code and libraries for future use\nAccurately translate user and business needs into functional frontend code",
        "word_count": 30
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "cc67d088-f1b1-462c-95f3-bb53c2670216",
  "stage3_signals": {
    "alias_match_roles": [
      {
        "display_name": "Frontend Engineer",
        "matched_count": null,
        "role_id": 7,
        "score": 1.0,
        "slug": "frontend-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Frontend Engineer",
        "matched_count": null,
        "role_id": 7,
        "score": 0.5257,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Android Engineer",
        "matched_count": null,
        "role_id": 4,
        "score": 0.5092,
        "slug": "android-engineer",
        "total_count": null
      },
      {
        "display_name": "Ios engineer",
        "matched_count": null,
        "role_id": 6,
        "score": 0.4799,
        "slug": "ios-engineer",
        "total_count": null
      },
      {
        "display_name": "Hybrid Mobile Developer",
        "matched_count": null,
        "role_id": 11,
        "score": 0.4674,
        "slug": "hybrid-mobile-developer",
        "total_count": null
      },
      {
        "display_name": "AR/VR Engineer",
        "matched_count": null,
        "role_id": 8,
        "score": 0.4079,
        "slug": "ar-vr-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [],
    "stage35_ran": false
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "A",
    "chosen_role": {
      "display_name": "Frontend Engineer",
      "matched_count": null,
      "role_id": 7,
      "score": 1.0,
      "slug": "frontend-engineer",
      "total_count": null
    },
    "confidence": 0.5257,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "queued": false,
    "reasoning": "Stage 1 title \u0027Frontend Engineer\u0027 (alias match, sim 1.00); KRA agrees (0.53)"
  },
  "stage5_updates": {
    "centroid_n_after": 6,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 779,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "UI",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 780,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "Mobile Applications",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 781,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "Web Applications",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 782,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "Code",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 783,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "Libraries",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 784,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "Frontend",
        "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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