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Pipeline run

cf43fa0d-f182-4276-9029-36ef5dde1cd2

Pipeline LLM cost (USD)
API 1: $0.0081 API 2: $0.0000 API 3: $0.0000 Total: $0.0081

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: jd
Nature of work · End-to-end feature delivery
Build and ship full-stack software by integrating front end, back end, and relational databases, then test, debug, and tune it for performance and reliability. Work in Agile/CI-CD, coordinate with cross-functional teams, and document or improve delivery processes.
""Demonstrate full stack expertise and architectural understanding to create robust and user-friendly solutions.""
Tech stack maturity
Mainstream Modern
The listed skills in agile, CI/CD, and relational databases align with a broadly adopted modern software stack that is neither legacy nor specifically cloud-native.
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)
Agile CI/CD Relational Databases
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
Agile CI/CD Relational Databases
Show KRA description ↓
Software Development: Demonstrate full stack expertise and architectural understanding to create robust and user-friendly solutions. Specialize in seamless integration of various technologies to ensure cohesive application development. Ability to adapt to agile methodologies, quick self-learner. Database Management Demonstrate profound understanding of relational databases. Build and manage well-functioning databases. Implement design principles for efficient data storage and retrieval Testing And Troubleshooting Ensure software responsiveness and efficiency. Debug and fix coding issues Ownership And Collaboration Collaborate with cross-functional teams to ideate and create scalable software solutions. Develop oneself into a Subject Matter Expert (SME) on Technical & Domain areas. A self-starter with excellent organizational, time and relationship management skills. Able to lead projects with minimal guidance and should show complete ownership of deliverables. Delivery And Documentation Familiar with CI/CD practice and tools. Deliver high quality deliverables with proper testing requirements. Able to review existing processes/procedures and suggest improvements. Prepare technical and functional documents as appropriate.

Signals

Skill ml-engineer
0.33
Alias full-stack-engineer
1.00
KRA flutter-developer
0.62

Post-classification

Centroidupdated · n=151
Alias collision log
New-role queue
New skills captured0
New KRA captured
Status: completed Created: 2026-05-27T14:06:21.589811Z Updated: 2026-05-27T14:07:02.788870Z API 3 duration: 16859 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 emphasizes full stack development, technology integration, database work, testing, CI/CD, and end-to-end ownership, which best matches a Fullstack Developer role.

Matched skills

full stack expertisearchitectural understandingseamless integrationagile methodologiesrelational databasesdatabase managementCI/CDtestingdebug and fix coding issuestechnical and functional documents

Matched dimensions

Full-Stack Software DevelopmentTechnology IntegrationDatabase Design and ManagementSoftware Testing and TroubleshootingCross-functional CollaborationDelivery Ownership and DocumentationProcess Improvement

Matched KRAs

create robust and user-friendly solutionsbuild and manage well-functioning databasesensure software responsiveness and efficiencydebug and fix coding issuescollaborate with cross-functional teamslead projects with minimal guidanceshow complete ownership of deliverablesdeliver high quality deliverables with proper testing requirementsreview existing processes/procedures and suggest improvementsprepare technical and functional documents

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

Job Description

This role will be part IT team at State Street Global Advisors (SSGA), working in our Development team.

Key Responsibilities

Software Development:

Demonstrate full stack expertise and architectural understanding to create robust and user-friendly solutions.

Specialize in seamless integration of various technologies to ensure cohesive application development.

Ability to adapt to agile methodologies, quick self-learner.

Database Management

Demonstrate profound understanding of relational databases.

Build and manage well-functioning databases.

Implement design principles for efficient data storage and retrieval

Testing And Troubleshooting

Ensure software responsiveness and efficiency.

Debug and fix coding issues

Ownership And Collaboration

Collaborate with cross-functional teams to ideate and create scalable software solutions.

Develop oneself into a Subject Matter Expert (SME) on Technical & Domain areas.

A self-starter with excellent organizational, time and relationship management skills.

Able to lead projects with minimal guidance and should show complete ownership of deliverables.

Delivery And Documentation

Familiar with CI/CD practice and tools.

Deliver high quality deliverables with proper testing requirements.

Able to review existing processes/procedures and suggest improvements.

Prepare technical and functional documents as appropriate.

Essential Qualifications

• Bachelor’s degree is a requirement; Computer Science or Information Technology preferred.
• 8+ years of development experience in technology and/or data functions in financial services or consulting industry.
• Hands on experience with establishing data strategies and data transformation implementations with in a fast paced ,dynamically growing sector in the industry.
• Hands on development in Python, PL/SQL, SQL, Shell Scripting, Tableau, Alteryx, AutoSys.



Job ID: R-745386

Skills from this JD

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

Agile Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Agile id=520 · agile

Aliases — catalog

  • Agile (CANONICAL) primary

Context tags (catalog)

Kanban SAFe Scrum backlog backlog grooming burndown burndown chart continuous delivery continuous improvement cross-functional daily standup epics incremental development iteration iteration planning lean product backlog product owner retrospective sprint sprint planning stand-up story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Agile
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Agile appears in a large share of software job descriptions and is a standard hiring-pipeline requirement; Scrum/Kanban are commonly listed alongside it, showing broad market adoption.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
367
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: CI/CD id=1190 · ci-cd

Aliases — catalog

  • CI/CD (CANONICAL)

Context tags (catalog)

Ansible CircleCI Docker GitLab CI Jenkins Kubernetes Terraform Travis CI automated testing build automation continuous deployment continuous integration deployment pipelines monitoring version control

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Ci Cd Process
Confidence
0.93
Version strategy
NOT_APPLICABLE

Maturity reasoning: CI/CD appears in a large share of software engineering JDs and is a standard requirement across DevOps, platform, and backend roles; major vendors like GitHub, GitLab, and AWS all center product roadmaps on CI/CD pipelines.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
900
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

  • CI/CD for Machine Learning Catalog dimension db id 56

    Library dimension (catalog)

    Roles linked in library: ML 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)
CI/CD for Machine Learning
ci-cd-for-machine-learning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Relational Databases Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Relational Databases id=1345 · relational-databases

Aliases — catalog

  • Relational Databases (CANONICAL)

Context tags (catalog)

ACID Data Modeling Database Migration Entity-Relationship Indexes Joins MySQL Normalization Oracle PostgreSQL Query Optimization SQL Schema Design Stored Procedures Transactions

Stored enrichment (catalog DB)

Category
Domain
Sub-category
Relational Database Management
Confidence
0.90
Version strategy
NOT_APPLICABLE

Maturity reasoning: Relational databases remain a hiring staple across most backend/data JDs, with PostgreSQL, MySQL, and SQL Server appearing routinely; cloud vendors also center managed RDBMS offerings, signaling broad adoption.

Skill profile (library / DB)

Skill nature
CONCEPT
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
37
Sub-category id
1018
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
React Frontend Development
d_init_01
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
Agile in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD in_db
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
CI/CD in_db
CI/CD for Machine Learning
ci-cd-for-machine-learning
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Relational Databases in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleSoftware Developer
CompanyState Street Global Advisors
Experience8+ years of development experience in technology and/or data functions in financial services or consulting industry.
DomainFinancial Services
JD type pass
Show raw JSON
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  "about_company": null,
  "certifications": [],
  "company_name": "State Street Global Advisors",
  "ctc": null,
  "domain": {
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      "aliases": [
        "Consulting",
        "Finance"
      ],
      "domain": "Financial Services"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE - Computer Science or Information Technology",
      "raw": "Bachelor\u2019s degree is a requirement; Computer Science or Information Technology preferred.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 8,
    "raw": "8+ years of development experience in technology and/or data functions in financial services or consulting industry."
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  "job_locations": [],
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  "role_aliases": [
    "Full Stack Developer",
    "Software Engineer",
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  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Software Development: Demonstrate full",
        "last_5_words": "technical and functional documents as appropriate."
      },
      "text": "Software Development:\n\nDemonstrate full stack expertise and architectural understanding to create robust and user-friendly solutions.\n\nSpecialize in seamless integration of various technologies to ensure cohesive application development.\n\nAbility to adapt to agile methodologies, quick self-learner.\n\nDatabase Management\n\nDemonstrate profound understanding of relational databases.\n\nBuild and manage well-functioning databases.\n\nImplement design principles for efficient data storage and retrieval\n\nTesting And Troubleshooting\n\nEnsure software responsiveness and efficiency.\n\nDebug and fix coding issues\n\nOwnership And Collaboration\n\nCollaborate with cross-functional teams to ideate and create scalable software solutions.\n\nDevelop oneself into a Subject Matter Expert (SME) on Technical \u0026 Domain areas.\n\nA self-starter with excellent organizational, time and relationship management skills.\n\nAble to lead projects with minimal guidance and should show complete ownership of deliverables.\n\nDelivery And Documentation\n\nFamiliar with CI/CD practice and tools.\n\nDeliver high quality deliverables with proper testing requirements.\n\nAble to review existing processes/procedures and suggest improvements.\n\nPrepare technical and functional documents as appropriate.",
      "word_count": 309
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Agile"
    },
    {
      "is_primary": true,
      "skill_name": "CI/CD"
    },
    {
      "is_primary": true,
      "skill_name": "Relational Databases"
    }
  ],
  "jd_role": {
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    "rationale": null,
    "role_aliases": [
      "Full Stack Developer",
      "Software Engineer",
      "Developer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "certifications": [],
    "company_name": "State Street Global Advisors",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "Consulting",
          "Finance"
        ],
        "domain": "Financial Services"
      },
      "secondary": null
    },
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        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE - Computer Science or Information Technology",
        "raw": "Bachelor\u2019s degree is a requirement; Computer Science or Information Technology preferred.",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 8,
      "raw": "8+ years of development experience in technology and/or data functions in financial services or consulting industry."
    },
    "job_locations": [],
    "role": "Software Developer",
    "role_aliases": [
      "Full Stack Developer",
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    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 0,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Software Development: Demonstrate full",
          "last_5_words": "technical and functional documents as appropriate."
        },
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        "word_count": 309
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "cf43fa0d-f182-4276-9029-36ef5dde1cd2",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
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        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
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        "score": 1.0,
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    ],
    "kra_match_roles": [
      {
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            "similarity": 0.7229
          },
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          },
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            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Specialize in seamless integration of various technologies to ensure cohesive application development.",
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        ],
        "matched_count": null,
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        "role_id": 74,
        "score": 0.6232,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Designs and queries relational databases like PostgreSQL and document stores like MongoDB, writing migrations, indexes, and optimized queries.",
            "sentence": "Build and manage well-functioning databases.",
            "similarity": 0.5537
          },
          {
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            "sentence": "Collaborate with cross-functional teams to ideate and create scalable software solutions.",
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          },
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        ],
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      },
      {
        "display_name": "PHP Backend Developer",
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            "kra_text": "data access and persistence patterns",
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          },
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      },
      {
        "display_name": "Angular Frontend Developer",
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      },
      {
        "display_name": "Go Backend Developer",
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    ],
    "skill_match_roles": [
      {
        "display_name": "ML Engineer",
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          "CI/CD"
        ],
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      },
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        "display_name": "DevOps Engineer",
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  },
  "stage4_decision": {
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    "case": "DOMAIN",
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    "confidence": 0.97,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
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      "Database Design and Management",
      "Software Testing and Troubleshooting",
      "Cross-functional Collaboration",
      "Delivery Ownership and Documentation",
      "Process Improvement"
    ],
    "matched_kras": [
      "create robust and user-friendly solutions",
      "build and manage well-functioning databases",
      "ensure software responsiveness and efficiency",
      "debug and fix coding issues",
      "collaborate with cross-functional teams",
      "lead projects with minimal guidance",
      "show complete ownership of deliverables",
      "deliver high quality deliverables with proper testing requirements",
      "review existing processes/procedures and suggest improvements",
      "prepare technical and functional documents"
    ],
    "matched_skills": [
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      "CI/CD",
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      "debug and fix coding issues",
      "technical and functional documents"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The JD emphasizes full stack development, technology integration, database work, testing, CI/CD, and end-to-end ownership, which best matches a Fullstack Developer role.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 151,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [],
    "queue_entry_id": null,
    "v3_pipeline_triggered": false,
    "v3_role_slug": null,
    "v3_run_id": null
  }
}
API 2 — extract-details
{
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      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 868,
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      "input_term": "Agile",
      "matched_canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 367,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    },
    {
      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
      "existing_alias_id": 1826,
      "existing_alias_text": "CI/CD",
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      "matched_canonical": {
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "ci-cd",
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        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
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      "matched_via": "alias"
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      "alias_persist_skipped_reason": "alias_text already exists for this canonical skill",
      "alias_persisted": false,
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      "existing_alias_text": "Relational Databases",
      "input_term": "Relational Databases",
      "matched_canonical": {
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        "display_name": "Relational Databases",
        "id": 1345,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "relational-databases",
        "sub_category_id": 1018,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
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      "matched_via": "alias"
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  "candidate_roles": [
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    {
      "display_name": "ML Engineer",
      "id": 3,
      "rationale": null,
      "role_archetype": null,
      "slug": "ml-engineer",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Domain=Software Engineering; The JD emphasizes full stack development, technology integration, database work, testing, CI/CD, and end-to-end ownership, which best matches a Fullstack Developer role.",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
        "id": 96,
        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "Agile",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "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": "CI/CD",
      "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": "CI/CD for Machine Learning",
        "id": 56,
        "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
        "slug": "ci-cd-for-machine-learning",
        "source": "db"
      },
      "input_skill": "CI/CD",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "ML Engineer",
          "id": 3,
          "rationale": null,
          "role_archetype": null,
          "slug": "ml-engineer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
        "id": 96,
        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "Relational Databases",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "Agile",
    "CI/CD",
    "Relational Databases"
  ],
  "input_llm_skills": [
    "Agile",
    "CI/CD",
    "Relational Databases"
  ],
  "new_aliases_persisted": 0,
  "run_id": "cf43fa0d-f182-4276-9029-36ef5dde1cd2",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "Agile",
          "alias_type": "CANONICAL",
          "id": 868,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Agile",
        "id": 520,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "agile",
        "sub_category_id": 367,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Agile",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Agile",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "CI/CD",
          "alias_type": "CANONICAL",
          "id": 1826,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "CI/CD",
        "id": 1190,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "ci-cd",
        "sub_category_id": 900,
        "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": "CI/CD",
          "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": "CI/CD for Machine Learning",
            "id": 56,
            "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
            "slug": "ci-cd-for-machine-learning",
            "source": "db"
          },
          "input_skill": "CI/CD",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "ML Engineer",
              "id": 3,
              "rationale": null,
              "role_archetype": null,
              "slug": "ml-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "CI/CD",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Relational Databases",
          "alias_type": "CANONICAL",
          "id": 1988,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 37,
        "display_name": "Relational Databases",
        "id": 1345,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "relational-databases",
        "sub_category_id": 1018,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "Relational Databases",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "Relational Databases",
      "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": []
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Fullstack Developer",
    "id": 15,
    "rationale": "Domain=Software Engineering; The JD emphasizes full stack development, technology integration, database work, testing, CI/CD, and end-to-end ownership, which best matches a Fullstack Developer role.",
    "role_archetype": null,
    "slug": "full-stack-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Agile",
      "tag": "in_db"
    },
    {
      "skill": "CI/CD",
      "tag": "in_db"
    },
    {
      "skill": "Relational Databases",
      "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": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Agile",
        "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": [],
        "skill_dimension_saved": true,
        "skill_id": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "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": "CI/CD",
        "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": 1190,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 15,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "CI/CD for Machine Learning",
          "id": 56,
          "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
          "slug": "ci-cd-for-machine-learning",
          "source": "db"
        },
        "dimension_id": 56,
        "input_skill": "CI/CD",
        "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": "ML Engineer",
            "id": 3,
            "rationale": null,
            "role_archetype": null,
            "slug": "ml-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1190,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 15,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "React Frontend Development",
          "id": 96,
          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Relational Databases",
        "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": [],
        "skill_dimension_saved": true,
        "skill_id": 1345,
        "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": "cf43fa0d-f182-4276-9029-36ef5dde1cd2"
}

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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