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Pipeline run

65d7f4a5-d37f-4b3b-b397-663153f65a61

Pipeline LLM cost (USD)
API 1: $0.0072 API 2: $0.0001 API 3: $0.0000 Total: $0.0074

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 end-to-end from scratch: a content management platform, blog, application management system, and email marketing system, covering 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 (3)
DevOps MEAN MERN
Skill cluster (2 dimension groups, role-scoped)
CI/CD Pipeline Platforms
DevOps
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 cloud-architect
1.00
Alias
KRA drupal-dev
0.48

Post-classification

Centroidupdated · n=308
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

• 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 car…

Status: completed Created: 2026-05-27T14:47:22.260679Z Updated: 2026-06-12T17:16:22.915181Z API 3 duration: 4125 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 is for building production web products end-to-end with backend, front-end, and DevOps, which best matches a full-stack role.

Matched skills

Backend developmentFront-end developmentDevOpsMEANMERNcontent management platformcontent blog websiteapplication management systememail marketing system

Matched dimensions

Full-stack web product developmentBackend and frontend implementationDevOps-enabled deliveryContent platform engineering

Matched KRAs

Developing a content management platform from scratchDeveloping a content blog website from scratchDeveloping an application management systemDeveloping email marketing systemMust have developed production level web products before

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

0
New skills
0
Skill↔dim saved
0
Role↔dim saved
0
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 3,000 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
CONCEPT
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
CONCEPT
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
DevOps Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: DevOps id=1216 · devops

Aliases — catalog

  • DevOps (CANONICAL)

Context tags (catalog)

Agile Ansible Automation CI/CD Cloud-native Continuous Deployment Continuous Integration Docker GitOps Infrastructure as Code Jenkins Kubernetes Microservices Monitoring SRE Terraform

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Devops Methodology
Confidence
0.97
Version strategy
NOT_APPLICABLE

Maturity reasoning: DevOps appears in a large share of software and platform engineering job descriptions, often alongside CI/CD, Kubernetes, and cloud tooling; it is a standard hiring-pipeline keyword rather than a niche specialty.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
922
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • CI/CD Pipeline Platforms Catalog dimension db id 150

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer

  • Deployment and Release Patterns Catalog dimension db id 140

    Library dimension (catalog)

    Roles linked in library: Cloud Architect

  • Infrastructure as Code Catalog dimension db id 132

    Library dimension (catalog)

    Roles linked in library: Cloud Architect, DevOps Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Deployment and Release Patterns
deployment-and-release-patterns
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Infrastructure as Code
infrastructure-as-code
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

All API 3 persistence rows

Same grid as the skill-extractor “Persistence items” table: one row per (skill × dimension) work item.

Skill Tag Dimension Skill↔dim Role↔dim Outcome Notes
DevOps in_db
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
DevOps in_db
Deployment and Release Patterns
deployment-and-release-patterns
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
DevOps in_db
Infrastructure as Code
infrastructure-as-code
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed MEAN | type=Web Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR
canonical_skill_proposed MERN | type=Web Frameworks subtype=general nature=CONCEPT lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
RoleStudent Developer Intern
CTC{'max': 3, 'min': 3, 'raw': 'INR 3,000 per month', 'period': 'monthly', 'currency': 'INR'}
DomainOther
JD type pass
Show raw JSON
{
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  "certifications": [],
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    "raw": "INR 3,000 per month"
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  "domain": {
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    "secondary": null
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  "education": [],
  "experience": {
    "max": null,
    "min": null,
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  "job_locations": [],
  "role": "Student Developer Intern",
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  "roles_and_responsibilities": [
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      "bullet_count": 4,
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      "heading_was_present": true,
      "source_marker": {
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        "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": 24
    },
    {
      "bullet_count": 4,
      "heading": "Qualifications",
      "heading_was_present": true,
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        "last_5_words": "or MERN stack"
      },
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      "word_count": 42
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": false,
      "skill_name": "MEAN"
    },
    {
      "is_primary": false,
      "skill_name": "MERN"
    },
    {
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      "skill_name": "DevOps"
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  "jd_role": {
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    "rationale": null,
    "role_aliases": [
      "Intern Developer",
      "Software Intern",
      "Web Developer Intern"
    ],
    "role_archetype": "Engineering",
    "slug": ""
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  "nano_parsed": {
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    "certifications": [],
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    "experience": {
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    },
    "job_locations": [],
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    "role_aliases": [
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    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
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        "heading_was_present": true,
        "source_marker": {
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        },
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        "word_count": 24
      },
      {
        "bullet_count": 4,
        "heading": "Qualifications",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "We don\u0027t care about your",
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        },
        "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": 42
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "65d7f4a5-d37f-4b3b-b397-663153f65a61",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Drupal Dev",
        "kra_matches": [
          {
            "kra_text": "Drupal site feature implementation",
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            "similarity": 0.4969
          },
          {
            "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": 0.4633
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 228,
        "score": 0.4825,
        "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": 0.5101
          },
          {
            "kra_text": "integration with adjacent systems",
            "sentence": "Developing an application management system",
            "similarity": 0.3855
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 233,
        "score": 0.4738,
        "slug": "sitecore-dev",
        "total_count": null
      },
      {
        "display_name": "WordPress Dev",
        "kra_matches": [
          {
            "kra_text": "Theme and template development",
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            "similarity": 0.4888
          },
          {
            "kra_text": "Theme and template development",
            "sentence": "Developing a content blog website from scratch",
            "similarity": 0.4708
          },
          {
            "kra_text": "Theme and template development",
            "sentence": "Developing an application management system",
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          }
        ],
        "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",
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          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 25,
        "score": 0.4375,
        "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": 0.3328
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 87,
        "score": 0.437,
        "slug": "scala-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Cloud Architect",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "DevOps"
        ],
        "role_id": 9,
        "score": 1.0,
        "slug": "cloud-architect",
        "total_count": 1
      },
      {
        "display_name": "DevOps Engineer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "DevOps"
        ],
        "role_id": 10,
        "score": 1.0,
        "slug": "devops-engineer",
        "total_count": 1
      }
    ]
  },
  "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": 0.98,
      "slug": "full-stack-engineer",
      "total_count": null
    },
    "confidence": 0.98,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Full-stack web product development",
      "Backend and frontend implementation",
      "DevOps-enabled delivery",
      "Content platform engineering"
    ],
    "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",
      "Must have developed production level web products before"
    ],
    "matched_skills": [
      "Backend development",
      "Front-end development",
      "DevOps",
      "MEAN",
      "MERN",
      "content management platform",
      "content blog website",
      "application management system",
      "email marketing system"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
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    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 308,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 722,
      "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": 10980,
        "role_display_name": "Fullstack Developer",
        "role_slug": "full-stack-engineer",
        "skill_name": "MEAN",
        "status": "pending"
      },
      {
        "is_primary": false,
        "queue_id": 10981,
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        "skill_name": "MERN",
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    ],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
  "alias_matches": [
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1852,
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      "matched_canonical": {
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        "id": 1216,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "devops",
        "sub_category_id": 922,
        "typical_lifespan": "EVERGREEN",
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  "chosen_role": {
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    "source": "db"
  },
  "dimensions": [
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      "dimension": {
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        "slug": "ci-cd-pipeline-platforms",
        "source": "db"
      },
      "input_skill": "DevOps",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "DevOps Engineer",
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          "rationale": null,
          "role_archetype": null,
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Deployment and Release Patterns",
        "id": 140,
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        "slug": "deployment-and-release-patterns",
        "source": "db"
      },
      "input_skill": "DevOps",
      "llm_role": null,
      "roles_from_db": [
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        }
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    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Infrastructure as Code",
        "id": 132,
        "rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
        "slug": "infrastructure-as-code",
        "source": "db"
      },
      "input_skill": "DevOps",
      "llm_role": null,
      "roles_from_db": [
        {
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        },
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          "rationale": null,
          "role_archetype": null,
          "slug": "devops-engineer",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "MEAN",
    "MERN",
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  ],
  "input_llm_skills": [
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  ],
  "new_aliases_persisted": 0,
  "run_id": "65d7f4a5-d37f-4b3b-b397-663153f65a61",
  "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": "CONCEPT",
          "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
    },
    {
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      "dimensions": [],
      "input_skill": "MERN",
      "matched_via": null,
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      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Web Frameworks",
          "skill_nature": "CONCEPT",
          "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
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "DevOps",
          "alias_type": "CANONICAL",
          "id": 1852,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "DevOps",
        "id": 1216,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "devops",
        "sub_category_id": 922,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "CI/CD Pipeline Platforms",
            "id": 150,
            "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
            "slug": "ci-cd-pipeline-platforms",
            "source": "db"
          },
          "input_skill": "DevOps",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "DevOps Engineer",
              "id": 10,
              "rationale": null,
              "role_archetype": null,
              "slug": "devops-engineer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Deployment and Release Patterns",
            "id": 140,
            "rationale": "Patterns for promoting changes safely across environments, including rollout, rollback, and release gating strategies. Cloud Architects define these patterns so teams can deploy consistently across the platform.",
            "slug": "deployment-and-release-patterns",
            "source": "db"
          },
          "input_skill": "DevOps",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Architect",
              "id": 9,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-architect",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Infrastructure as Code",
            "id": 132,
            "rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
            "slug": "infrastructure-as-code",
            "source": "db"
          },
          "input_skill": "DevOps",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Architect",
              "id": 9,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-architect",
              "source": "db"
            },
            {
              "display_name": "DevOps Engineer",
              "id": 10,
              "rationale": null,
              "role_archetype": null,
              "slug": "devops-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "DevOps",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "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 is for building production web products end-to-end with backend, front-end, and DevOps, 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"
    },
    {
      "skill": "DevOps",
      "tag": "in_db"
    }
  ],
  "llm_cost_api1_usd": null,
  "llm_cost_api2_usd": null,
  "llm_cost_api3_usd": null,
  "llm_cost_total_usd": null,
  "persistence": {
    "items": [
      {
        "chosen_role_id": 15,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "CI/CD Pipeline Platforms",
          "id": 150,
          "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
          "slug": "ci-cd-pipeline-platforms",
          "source": "db"
        },
        "dimension_id": 150,
        "input_skill": "DevOps",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1216,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 15,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Deployment and Release Patterns",
          "id": 140,
          "rationale": "Patterns for promoting changes safely across environments, including rollout, rollback, and release gating strategies. Cloud Architects define these patterns so teams can deploy consistently across the platform.",
          "slug": "deployment-and-release-patterns",
          "source": "db"
        },
        "dimension_id": 140,
        "input_skill": "DevOps",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Cloud Architect",
            "id": 9,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-architect",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1216,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 15,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Infrastructure as Code",
          "id": 132,
          "rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
          "slug": "infrastructure-as-code",
          "source": "db"
        },
        "dimension_id": 132,
        "input_skill": "DevOps",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Cloud Architect",
            "id": 9,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-architect",
            "source": "db"
          },
          {
            "display_name": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1216,
        "skill_tag": "in_db",
        "skipped_reason": null
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 0
  },
  "planner_output": null,
  "run_id": "65d7f4a5-d37f-4b3b-b397-663153f65a61"
}

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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