Pipeline run

79ce977e-55e8-41b5-a7ed-dcf71db8a480

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: role_baseline

Nature of work · Native Android feature development

Build and maintain Android Java code from designs/wireframes, focusing on reusable UI implementation, app performance/responsiveness, bug fixing, and code quality/automation.

"Translate designs and wireframes into high quality code"

Tech stack maturity

Modern Cloud Native

Android development is a mainstream modern mobile engineering role centered on current SDKs, app architecture, APIs, and release tooling, but it is not inherently AI-native.

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

1.00 / 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 (2)

Android Java

Skill cluster (2 dimension groups, role-scoped)

Kotlin and Java

Java

Cross-cutting / unaligned

Android

Show KRA description ↓

• Translate designs and wireframes into high quality code • Design, build and maintain high performances, reusable and reliable Java code • Ensure the best possible performance, quality and responsiveness of the application • Identity and correct bottlenecks and fix bugs • Help maintain code quality, organization and automation

Signals

Skill backend-engineer

0.50

Alias android-engineer

1.00

KRA frontend-engineer

0.47

Post-classification

Centroidupdated · n=22

Alias collision log#66

New-role queue—

New skills captured0

New KRA capturedyes

Captured for admin review

R&R fragment (sim 0.00) ↔ Android Engineer pending

Status: extract_from_jd_done Created: 2026-05-19T23:07:02.271904Z Updated: 2026-05-19T23:07:03.045996Z

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

Android Developer

We are looking for an Android / React Developer with at least 3 to 5 years of relevant experience in same field
Qualification : BE / B.Tech / MCA
Salary : 3lakh to 3.6lakh per annum
No of position : 02


Job description :
• Translate designs and wireframes into high quality code
• Design, build and maintain high performances, reusable and reliable Java code
• Ensure the best possible performance, quality and responsiveness of the application
• Identity and correct bottlenecks and fix bugs
• Help maintain code quality, organization and automation

Skills from this JD

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

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

Java 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

RoleAndroid Developer

Experience3 to 5 years of relevant experience in same field

CTC{'max': 3.6, 'min': 3, 'raw': '3lakh to 3.6lakh per annum', 'period': 'annual', 'currency': 'INR'}

DomainOther

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": {
    "currency": "INR",
    "max": 3.6,
    "min": 3,
    "period": "annual",
    "raw": "3lakh to 3.6lakh per annum"
  },
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/MCA - Any Discipline",
      "raw": "Qualification : BE / B.Tech / MCA",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 5,
    "min": 3,
    "raw": "3 to 5 years of relevant experience in same field"
  },
  "job_locations": [],
  "role": "Android Developer",
  "role_aliases": [
    "Android Developer",
    "React Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 5,
      "heading": "Job description",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Translate designs and wireframes",
        "last_5_words": "quality, organization and automation"
      },
      "text": "\u2022 Translate designs and wireframes into high quality code\n\u2022 Design, build and maintain high performances, reusable and reliable Java code\n\u2022 Ensure the best possible performance, quality and responsiveness of the application\n\u2022 Identity and correct bottlenecks and fix bugs\n\u2022 Help maintain code quality, organization and automation",
      "word_count": 45
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Android"
    },
    {
      "is_primary": true,
      "skill_name": "Java"
    }
  ],
  "jd_role": {
    "display_name": "Android Developer",
    "rationale": null,
    "role_aliases": [
      "Android Developer",
      "React Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": {
      "currency": "INR",
      "max": 3.6,
      "min": 3,
      "period": "annual",
      "raw": "3lakh to 3.6lakh per annum"
    },
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/MCA - Any Discipline",
        "raw": "Qualification : BE / B.Tech / MCA",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": 5,
      "min": 3,
      "raw": "3 to 5 years of relevant experience in same field"
    },
    "job_locations": [],
    "role": "Android Developer",
    "role_aliases": [
      "Android Developer",
      "React Developer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 5,
        "heading": "Job description",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Translate designs and wireframes",
          "last_5_words": "quality, organization and automation"
        },
        "text": "\u2022 Translate designs and wireframes into high quality code\n\u2022 Design, build and maintain high performances, reusable and reliable Java code\n\u2022 Ensure the best possible performance, quality and responsiveness of the application\n\u2022 Identity and correct bottlenecks and fix bugs\n\u2022 Help maintain code quality, organization and automation",
        "word_count": 45
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "79ce977e-55e8-41b5-a7ed-dcf71db8a480",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "Android Engineer",
        "matched_count": null,
        "role_id": 4,
        "score": 1.0,
        "slug": "android-engineer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Frontend Engineer",
        "matched_count": null,
        "role_id": 7,
        "score": 0.4673,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Data Engineer",
        "matched_count": null,
        "role_id": 2,
        "score": 0.4543,
        "slug": "data-engineer",
        "total_count": null
      },
      {
        "display_name": "Backend Engineer",
        "matched_count": null,
        "role_id": 1,
        "score": 0.4081,
        "slug": "backend-engineer",
        "total_count": null
      },
      {
        "display_name": "Full Stack Engineer",
        "matched_count": null,
        "role_id": 15,
        "score": 0.4037,
        "slug": "full-stack-engineer",
        "total_count": null
      },
      {
        "display_name": "Hybrid Mobile Developer",
        "matched_count": null,
        "role_id": 11,
        "score": 0.3853,
        "slug": "hybrid-mobile-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Backend Engineer",
        "matched_count": 1,
        "role_id": 1,
        "score": 0.5,
        "slug": "backend-engineer",
        "total_count": 2
      },
      {
        "display_name": "Data Engineer",
        "matched_count": 1,
        "role_id": 2,
        "score": 0.5,
        "slug": "data-engineer",
        "total_count": 2
      },
      {
        "display_name": "Android Engineer",
        "matched_count": 1,
        "role_id": 4,
        "score": 0.5,
        "slug": "android-engineer",
        "total_count": 2
      },
      {
        "display_name": "Full Stack Engineer",
        "matched_count": 1,
        "role_id": 15,
        "score": 0.5,
        "slug": "full-stack-engineer",
        "total_count": 2
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": true,
    "case": "D",
    "chosen_role": {
      "display_name": "Android Engineer",
      "matched_count": null,
      "role_id": 4,
      "score": 1.0,
      "slug": "android-engineer",
      "total_count": null
    },
    "confidence": 0.92,
    "llm2_fired": true,
    "llm2_reasoning": "The JD emphasizes writing high\u2010performance, reusable Java code and optimizing application responsiveness, which aligns more closely with an Android engineer\u2019s day\u2010to\u2010day use of Java than a frontend engineer\u2019s primarily JavaScript work.",
    "queued": false,
    "reasoning": "LLM2 picked android-engineer (confidence 0.92)"
  },
  "stage5_updates": {
    "centroid_n_after": 22,
    "centroid_updated": true,
    "collision_log_id": 66,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 42,
      "r_and_r_preview": "\u2022 Translate designs and wireframes into high quality code\n\u2022 Design, build and maintain high performances, reusable and reliable Java code\n\u2022 Ensure the best possible performance, quality and responsive",
      "role_display_name": "Android Engineer",
      "role_slug": "android-engineer",
      "status": "pending"
    },
    "new_skills_attached": [],
    "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…