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Pipeline run

f4ab26fb-a894-482e-993b-94802fa8439d

Pipeline LLM cost (USD)

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

Client output enrichment

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

SPARSE JD

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 (0)

No skills extracted

Skill cluster (0 dimension groups, role-scoped)

No dimension groups computed for this JD.

Status: extract_from_jd_done Created: 2026-05-27T14:03:04.841486Z Updated: 2026-05-27T14:03:04.841486Z

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

ROLE: Develops software solutions by studying information needs, conferring with users, studying systems flow, data usage, and work processes; investigating problem areas; and following the software development lifecycle. Determines operational feasibility by evaluating analysis, problem definition, requirements, solution development, and proposed solutions. Documents and demonstrates solutions by developing documentation, flowcharts, layouts, diagrams, charts, code comments, and clear code. Prepares and installs solutions by determining and designing system specifications, standards, and programming. REQUIREMENTS: BE, B.tech, ME, M.tech in Computer Science, MCA, BSC IT in computer science, information technology, or related discipline 6 - 8 years of experience as Software Developer Dot Net Knowledge of coding languages including .net Framework 4.0 and above, Dot net Core, Asp.Net, C#, WPF, WCF, JQuery and JavaScript, MVC, Bootstrap; HTML. database MSSQL, MySQL,

This job is provided by Shine.com

Library artifacts (this run)

No artifact rows for this run.

API 1 — extract-from-jd click to toggle

{
  "final_skills": [],
  "jd_role": {
    "display_name": "ROLE: Develops software solutions by studying information needs, conferring with users, studying systems flow, data usage, and work processes; investigating problem areas; and following the software development lifecycle. Determines operational feasibility by evaluating analysis, problem definition, requirements, solution development, and proposed solutions. Documents and demonstrates solutions by developing documentation, flowcharts, layouts, diagrams, charts, code comments, and clear code. Prepares and installs solutions by determining and designing system specifications, standards, and programming. REQUIREMENTS: BE, B.tech, ME, M.tech in Computer Science, MCA, BSC IT in computer science, information technology, or related discipline 6 - 8 years of experience as Software Developer Dot Net Knowledge of coding languages including .net Framework 4.0 and above, Dot net Core, Asp.Net, C#, WPF, WCF, JQuery and JavaScript, MVC, Bootstrap; HTML. database MSSQL, MySQL,",
    "rationale": "JD body too sparse: 6 words, 0 tech-marker hits \u2014 needs more detail (\u003e=80 words or \u003e=2 tech markers) for confident classification",
    "role_aliases": [],
    "role_archetype": "Other",
    "slug": ""
  },
  "nano_parsed": null,
  "rejected": true,
  "rejection_reason": "Sparse JD: JD body too sparse: 6 words, 0 tech-marker hits \u2014 needs more detail (\u003e=80 words or \u003e=2 tech markers) for confident classification",
  "run_id": null,
  "stage3_signals": null,
  "stage4_decision": null,
  "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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