Pipeline run

29b91873-fd29-465a-a854-a1af1c60d09d

Pipeline LLM cost (USD)

API 1: $0.0025 API 2: $0.0000 API 3: $0.0000 Total: $0.0025

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 frontend UI for mobile and web apps, turning user/business needs into functional code and building reusable code libraries for future use.

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

Tech stack maturity

Mainstream Modern

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 (4)

Frontend Development UI Mobile Applications Web Applications

Skill cluster (1 dimension groups, role-scoped)

Cross-cutting / unaligned

Frontend Development UI Mobile Applications Web Applications

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=2

Alias collision log—

New-role queue—

New skills captured4

New KRA captured—

Captured for admin review

Frontend Development primary ↔ Frontend Engineer pending

UI primary ↔ Frontend Engineer pending

Mobile Applications primary ↔ Frontend Engineer pending

Web Applications primary ↔ Frontend Engineer pending

Status: extract_from_jd_done Created: 2026-05-19T00:04:37.009089Z Updated: 2026-05-19T00:04:37.839523Z

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.

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

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)

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": "Frontend Development"
    },
    {
      "is_primary": true,
      "skill_name": "UI"
    },
    {
      "is_primary": true,
      "skill_name": "Mobile Applications"
    },
    {
      "is_primary": true,
      "skill_name": "Web Applications"
    }
  ],
  "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": "29b91873-fd29-465a-a854-a1af1c60d09d",
  "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); KRA agrees (0.53)"
  },
  "stage5_updates": {
    "centroid_n_after": 2,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 274,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "Frontend Development",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 275,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "UI",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 276,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "Mobile Applications",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 277,
        "role_display_name": "Frontend Engineer",
        "role_slug": "frontend-engineer",
        "skill_name": "Web Applications",
        "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.

Loading…