Pipeline run

374fc5e7-bcbc-4cc8-96a0-0a7c60cef27b

Pipeline LLM cost (USD)

API 1: $0.0070 API 2: $0.0001 API 3: $0.0000 Total: $0.0072

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 · End-to-end feature delivery

Builds multiple web products from scratch: a content management platform, blog site, application management system, and email marketing system, handling backend, frontend, and DevOps work in a MEAN/MERN-style stack.

"Developing a content management platform from scratch"

Tech stack maturity

Modern Cloud Native

This role is primarily a full-stack product engineering role for modern web stacks and cloud-based delivery, with AI tooling optional rather than central.

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

2.00 / 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)

MEAN MERN

Skill cluster (1 dimension groups, role-scoped)

Cross-cutting / unaligned

MEAN MERN

Show KRA description ↓

• Developing a content management platform from scratch • Developing a content blog website from scratch • Developing an application management system • Developing email marketing system We don't care about your qualification. However, you must be good at the following and must have developed production level web products before: • Backend development • Front-end development • DevOps • Preferably MEAN or MERN stack

Signals

Skill —

—

Alias —

—

KRA drupal-dev

0.48

Post-classification

Centroidupdated · n=74

Alias collision log—

New-role queue—

New skills captured2

New KRA capturedyes

Captured for admin review

MEAN ↔ Fullstack Developer pending

MERN ↔ Fullstack Developer pending

R&R fragment (sim 0.00) ↔ Fullstack Developer pending

Status: completed Created: 2026-05-27T13:49:15.521154Z Updated: 2026-05-27T13:50:13.669037Z API 3 duration: 4468 ms

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

Fullstack Developer

domain · Software Engineering CASE DOMAIN

slug: full-stack-engineer · id: 15 · source: db

Domain=Software Engineering; The JD asks for building production-level web products with backend, front-end, and DevOps work, which best matches a full-stack role.

Matched skills

Backend developmentFront-end developmentDevOpsMEANMERN

Matched dimensions

Full-stack web product developmentBackend and frontend implementationDevOps-enabled delivery

Matched KRAs

Developing a content management platform from scratchDeveloping a content blog website from scratchDeveloping an application management systemDeveloping email marketing system

Resolution: in_db — role exists in library; skill↔dim and role↔dim links saved when applicable.

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

We are looking for two individual student developer intern who are good at both backend and frontend development and knows how to develop and release a web product from scratch.


Stipend: INR 50,000 per month for your time + incentives based on your performance


Responsibilities


• Developing a content management platform from scratch
• Developing a content blog website from scratch
• Developing an application management system
• Developing email marketing system


Qualifications


We don't care about your qualification. However, you must be good at the following and must have developed production level web products before:


• Backend development
• Front-end development
• DevOps
• Preferably MEAN or MERN stack

Skills from this JD

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

MEAN Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Web Frameworks
Sub-category: general
Skill nature: PLATFORM
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

MERN Secondary New / orchestrated API 3: new canonical path (new) New / unmatched skill (orchestrated in API 2)

Skill enrichment (orchestrator / LLM)

No Stage 7 enrichment blob on this skill (orchestrator skipped enrichment).

Derived legacy fields

Category: Web Frameworks
Sub-category: general
Skill nature: PLATFORM
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Library artifacts (this run)

Kind	Detail	DB id
canonical_skill_proposed	MEAN \| type=Web Frameworks subtype=general nature=PLATFORM lifespan=MULTI_YEAR
canonical_skill_proposed	MERN \| type=Web Frameworks subtype=general nature=PLATFORM lifespan=MULTI_YEAR

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

RoleStudent Developer Intern

CTC{'max': 50, 'min': 50, 'raw': 'INR 50,000 per month', 'period': 'monthly', 'currency': 'INR'}

DomainOther

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": null,
  "certifications": [],
  "company_name": null,
  "ctc": {
    "currency": "INR",
    "max": 50,
    "min": 50,
    "period": "monthly",
    "raw": "INR 50,000 per month"
  },
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [],
  "role": "Student Developer Intern",
  "role_aliases": [
    "Intern Developer",
    "Software Intern",
    "Web Developer Intern"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 4,
      "heading": "Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Developing a content management",
        "last_5_words": "email marketing system"
      },
      "text": "\u2022 Developing a content management platform from scratch\n\u2022 Developing a content blog website from scratch\n\u2022 Developing an application management system\n\u2022 Developing email marketing system",
      "word_count": 32
    },
    {
      "bullet_count": 4,
      "heading": "Qualifications",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "We don\u0027t care about your",
        "last_5_words": "or MERN stack"
      },
      "text": "We don\u0027t care about your qualification. However, you must be good at the following and must have developed production level web products before:\n\n\u2022 Backend development\n\u2022 Front-end development\n\u2022 DevOps\n\u2022 Preferably MEAN or MERN stack",
      "word_count": 47
    }
  ],
  "urls": []
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": false,
      "skill_name": "MEAN"
    },
    {
      "is_primary": false,
      "skill_name": "MERN"
    }
  ],
  "jd_role": {
    "display_name": "Student Developer Intern",
    "rationale": null,
    "role_aliases": [
      "Intern Developer",
      "Software Intern",
      "Web Developer Intern"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": null,
    "ctc": {
      "currency": "INR",
      "max": 50,
      "min": 50,
      "period": "monthly",
      "raw": "INR 50,000 per month"
    },
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [],
    "role": "Student Developer Intern",
    "role_aliases": [
      "Intern Developer",
      "Software Intern",
      "Web Developer Intern"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 4,
        "heading": "Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Developing a content management",
          "last_5_words": "email marketing system"
        },
        "text": "\u2022 Developing a content management platform from scratch\n\u2022 Developing a content blog website from scratch\n\u2022 Developing an application management system\n\u2022 Developing email marketing system",
        "word_count": 32
      },
      {
        "bullet_count": 4,
        "heading": "Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "We don\u0027t care about your",
          "last_5_words": "or MERN stack"
        },
        "text": "We don\u0027t care about your qualification. However, you must be good at the following and must have developed production level web products before:\n\n\u2022 Backend development\n\u2022 Front-end development\n\u2022 DevOps\n\u2022 Preferably MEAN or MERN stack",
        "word_count": 47
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "374fc5e7-bcbc-4cc8-96a0-0a7c60cef27b",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Drupal Dev",
        "kra_matches": [
          {
            "kra_text": "Drupal site feature implementation",
            "sentence": "Developing a content blog website from scratch",
            "similarity": 0.497
          },
          {
            "kra_text": "Drupal site feature implementation",
            "sentence": "Developing a content management platform from scratch",
            "similarity": 0.4873
          },
          {
            "kra_text": "update and patch application",
            "sentence": "Developing an application management system",
            "similarity": 0.4634
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 228,
        "score": 0.4826,
        "slug": "drupal-dev",
        "total_count": null
      },
      {
        "display_name": "Sitecore Dev",
        "kra_matches": [
          {
            "kra_text": "Site templates and content models",
            "sentence": "Developing a content management platform from scratch",
            "similarity": 0.5258
          },
          {
            "kra_text": "Site templates and content models",
            "sentence": "Developing a content blog website from scratch",
            "similarity": 0.5099
          },
          {
            "kra_text": "integration with adjacent systems",
            "sentence": "Developing an application management system",
            "similarity": 0.3854
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 233,
        "score": 0.4737,
        "slug": "sitecore-dev",
        "total_count": null
      },
      {
        "display_name": "WordPress Dev",
        "kra_matches": [
          {
            "kra_text": "Theme and template development",
            "sentence": "Developing a content management platform from scratch",
            "similarity": 0.4888
          },
          {
            "kra_text": "Theme and template development",
            "sentence": "Developing a content blog website from scratch",
            "similarity": 0.4707
          },
          {
            "kra_text": "Theme and template development",
            "sentence": "Developing an application management system",
            "similarity": 0.3912
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 227,
        "score": 0.4503,
        "slug": "wordpress-dev",
        "total_count": null
      },
      {
        "display_name": "Web Developer",
        "kra_matches": [
          {
            "kra_text": "connect interfaces to application services",
            "sentence": "Developing an application management system",
            "similarity": 0.4631
          },
          {
            "kra_text": "maintain existing web features",
            "sentence": "Developing a content management platform from scratch",
            "similarity": 0.4445
          },
          {
            "kra_text": "maintain existing web features",
            "sentence": "Developing a content blog website from scratch",
            "similarity": 0.4051
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 25,
        "score": 0.4376,
        "slug": "web-developer",
        "total_count": null
      },
      {
        "display_name": "Scala Backend Developer",
        "kra_matches": [
          {
            "kra_text": "application data modeling",
            "sentence": "Developing an application management system",
            "similarity": 0.5402
          },
          {
            "kra_text": "Server-side feature implementation",
            "sentence": "Developing a content management platform from scratch",
            "similarity": 0.438
          },
          {
            "kra_text": "Server-side feature implementation",
            "sentence": "Developing a content blog website from scratch",
            "similarity": 0.333
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 87,
        "score": 0.437,
        "slug": "scala-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Fullstack Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 15,
      "score": 0.92,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 0.92,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Full-stack web product development",
      "Backend and frontend implementation",
      "DevOps-enabled delivery"
    ],
    "matched_kras": [
      "Developing a content management platform from scratch",
      "Developing a content blog website from scratch",
      "Developing an application management system",
      "Developing email marketing system"
    ],
    "matched_skills": [
      "Backend development",
      "Front-end development",
      "DevOps",
      "MEAN",
      "MERN"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD asks for building production-level web products with backend, front-end, and DevOps work, which best matches a full-stack role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 74,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 229,
      "r_and_r_preview": "\u2022 Developing a content management platform from scratch\n\u2022 Developing a content blog website from scratch\n\u2022 Developing an application management system\n\u2022 Developing email marketing system\n\nWe don\u0027t car",
      "role_display_name": "Fullstack Developer",
      "role_slug": "full-stack-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": false,
        "queue_id": 4997,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "MEAN",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 4998,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "MERN",
        "status": "pending"
      }
    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}

API 2 — extract-details

{
  "alias_matches": [],
  "candidate_roles": [],
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Domain=Software Engineering; The JD asks for building production-level web products with backend, front-end, and DevOps work, which best matches a full-stack role.",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "dimensions": [],
  "input_final_skills": [
    "MEAN",
    "MERN"
  ],
  "input_llm_skills": [
    "MEAN",
    "MERN"
  ],
  "new_aliases_persisted": 0,
  "run_id": "374fc5e7-bcbc-4cc8-96a0-0a7c60cef27b",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "MEAN",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Frameworks",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "mean",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "MERN",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Frameworks",
          "skill_nature": "PLATFORM",
          "sub_category": "general",
          "typical_lifespan": "MULTI_YEAR",
          "version_strategy": "UNVERSIONED",
          "volatility": "MEDIUM"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "mern",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "MEAN",
    "MERN"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Domain=Software Engineering; The JD asks for building production-level web products with backend, front-end, and DevOps work, which best matches a full-stack role.",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "MEAN",
      "tag": "new"
    },
    {
      "skill": "MERN",
      "tag": "new"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "374fc5e7-bcbc-4cc8-96a0-0a7c60cef27b"
}

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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