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Pipeline run

f6ad58a5-e8ff-4952-92b7-c3fd8fb6f3f5

Pipeline LLM cost (USD)

API 1: $0.0017 API 2: $0.0000 API 3: $0.0000 Total: $0.0017

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.

Show KRA description ↓

We seek a Synthetic Biology Computational Scientist to design DNA constructs, optimize protein folding via AlphaFold, and develop in-silico models of metabolic pathways. Python, AlphaFold, Rosetta, BioPython, SBOL, gene circuit simulation, CRISPR design

Status: extract_from_jd_done Created: 2026-05-18T23:03:29.575138Z Updated: 2026-05-18T23:03:29.575138Z

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

Synthetic Biology Computational Scientist

We seek a Synthetic Biology Computational Scientist to design DNA constructs, optimize protein folding via AlphaFold, and develop in-silico models of metabolic pathways.

Required: Python, AlphaFold, Rosetta, BioPython, SBOL, gene circuit simulation, CRISPR design

Library artifacts (this run)

No artifact rows for this run.

nano JD Parser — gpt-4.1-nano click to toggle

RoleSynthetic Biology Computational Scientist

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": [],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [],
  "role": "Synthetic Biology Computational Scientist",
  "role_archetype": "Other",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Role Overview",
      "heading_was_present": false,
      "source_marker": {
        "first_5_words": "We seek a Synthetic Biology",
        "last_5_words": "models of metabolic pathways."
      },
      "text": "We seek a Synthetic Biology Computational Scientist to design DNA constructs, optimize protein folding via AlphaFold, and develop in-silico models of metabolic pathways.",
      "word_count": 25
    },
    {
      "bullet_count": 0,
      "heading": "Required",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Python, AlphaFold, Rosetta, BioPython,",
        "last_5_words": "circuit simulation, CRISPR design"
      },
      "text": "Python, AlphaFold, Rosetta, BioPython, SBOL, gene circuit simulation, CRISPR design",
      "word_count": 10
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [],
  "jd_role": {
    "display_name": "Synthetic Biology Computational Scientist",
    "rationale": "role_archetype \u0027Other\u0027 is not in TECH_ARCHETYPES (allowed: [\u0027Data\u0027, \u0027DevOps\u0027, \u0027Engineering\u0027, \u0027QA\u0027, \u0027Research\u0027, \u0027Security\u0027])",
    "role_archetype": "Other",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [],
    "role": "Synthetic Biology Computational Scientist",
    "role_archetype": "Other",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Role Overview",
        "heading_was_present": false,
        "source_marker": {
          "first_5_words": "We seek a Synthetic Biology",
          "last_5_words": "models of metabolic pathways."
        },
        "text": "We seek a Synthetic Biology Computational Scientist to design DNA constructs, optimize protein folding via AlphaFold, and develop in-silico models of metabolic pathways.",
        "word_count": 25
      },
      {
        "bullet_count": 0,
        "heading": "Required",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Python, AlphaFold, Rosetta, BioPython,",
          "last_5_words": "circuit simulation, CRISPR design"
        },
        "text": "Python, AlphaFold, Rosetta, BioPython, SBOL, gene circuit simulation, CRISPR design",
        "word_count": 10
      }
    ],
    "urls": []
  },
  "rejected": true,
  "rejection_reason": "role_archetype \u0027Other\u0027 is not in TECH_ARCHETYPES (allowed: [\u0027Data\u0027, \u0027DevOps\u0027, \u0027Engineering\u0027, \u0027QA\u0027, \u0027Research\u0027, \u0027Security\u0027])",
  "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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