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Pipeline run

b36130e0-1a1f-47d1-99cd-b90c195eebe4

Pipeline LLM cost (USD)
API 1: $0.0101 API 2: $0.0001 API 3: $0.0000 Total: $0.0102

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 · Responsive UI component development
Build responsive, reusable UI modules and ship product initiatives end-to-end, translating product/business needs into technical solutions with CI/CD, testing, and launch ownership.
""Ability to create self-contained, responsive, reusable, and testable modules and components.""
Tech stack maturity
Modern Cloud Native
This role is centered on modern browser-based application development with contemporary frameworks and tooling, but it is not inherently AI-focused.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.20 / 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)
Continuous Integration Continuous Deployment React
Skill cluster (2 dimension groups, role-scoped)
UI Frameworks and Rendering
React
Cross-cutting / unaligned
Continuous Integration Continuous Deployment
Show KRA description ↓
• 3-5 years of experience in a technology / product company • Passion for improving people’s lives • Excellent visual design skills with sensitivity to user-system interaction. • Ability to quickly and effectively understand, prioritize and translate product and business requirements into technical solutions • Familiarity with continuous integration and deployment • Ability to create self-contained, responsive, reusable, and testable modules and components. • Up-to-date with the UI trends, techniques, and technologies • Prior experience with React is a plus. • Build delightful products that will be used by millions of people across all of India • Own the delivery of key product and technology initiatives across architecture, specification, development, testing, and launch • Deliver high-quality software that can be easily read and leveraged by others • Investigate, prototype and deliver innovative products and solutions throughout the stack • Ownership. Ownership. Ownership

Signals

Skill
Alias
KRA pega-developer
0.57

Post-classification

Centroidupdated · n=350
Alias collision log
New-role queue
New skills captured2
New KRA captured

Captured for admin review

Continuous Integration primary Frontend Developer pending
Continuous Deployment primary Frontend Developer pending
Status: completed Created: 2026-05-27T15:42:45.493142Z Updated: 2026-06-12T16:03:24.154662Z API 3 duration: 13530 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

Frontend Developer

React Frontend Developer

sub-role · 0.87 domain · Software Engineering CASE DOMAIN

slug: frontend-engineer · id: 7 · source: db · sub-role slug: react-frontend-developer

Domain=Software Engineering → sub-role react-frontend-developer; The JD centers on UI-focused product development with React, reusable responsive components, and delivery of frontend software initiatives.

Matched skills

Reactcontinuous integrationdeploymentvisual designresponsivereusabletestable modulescomponents

Matched dimensions

Frontend UI EngineeringProduct-to-technical translationComponent-based developmentContinuous deliveryCross-functional product delivery

Matched KRAs

Build delightful products that will be used by millionsOwn the delivery of key product and technology initiativesDeliver high-quality software that can be easily readInvestigate, prototype and deliver innovative products and solutions

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

About Flexmoney:
Flexmoney is a Series -A company that wants to simplify and democratize access to credit throughout India.
We are a group of talented and experienced individuals with experience in consumer internet, enterprise, retail and SME banking companies in Silicon Valley, India and Southeast Asia. We have built a digital credit platform that enables lenders to offer instant, digital credit to consumers at the merchant checkout thereby enabling them to buy their product of choice.
You can read more about us here:
Website: https://www.flexmoney.in/
Company Profile: https://www.linkedin.com/company/flexmoney-technologies-pvt-ltd/


What we look for
• 3-5 years of experience in a technology / product company
• Passion for improving people’s lives
• Excellent visual design skills with sensitivity to user-system interaction.
• Ability to quickly and effectively understand, prioritize and translate product and business requirements into technical solutions
• Familiarity with continuous integration and deployment
• Ability to create self-contained, responsive, reusable, and testable modules and components.
• Up-to-date with the UI trends, techniques, and technologies
• Prior experience with React is a plus.


What you will do
• Build delightful products that will be used by millions of people across all of India
• Own the delivery of key product and technology initiatives across architecture, specification, development, testing, and launch
• Deliver high-quality software that can be easily read and leveraged by others
• Investigate, prototype and deliver innovative products and solutions throughout the stack
• Ownership. Ownership. Ownership

Skills from this JD

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

Continuous Integration Primary 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
DevOps Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
Continuous Deployment Primary 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
DevOps Tools
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
React Secondary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: React id=610 · react

Aliases — catalog

  • React (CANONICAL) primary
  • React 0.13 (VERSION)
  • React 0.14 (VERSION)
  • React 15 (VERSION)
  • React 15.x (VERSION)
  • React 16 (VERSION)
  • React 16.x (VERSION)
  • React 17 (VERSION)
  • React 17.x (VERSION)
  • React 18 (VERSION)
  • React 18.x (VERSION)
  • React 19 (VERSION)
  • React v15 (VERSION)
  • React v16 (VERSION)
  • React v17 (VERSION)
  • React v18 (VERSION)
  • React v19 (VERSION)
  • ReactJS 18 (VERSION)
  • react 15 (VERSION)
  • react 16 (VERSION)
  • react 17 (VERSION)
  • react 18 (VERSION)
  • react 19 (VERSION)
  • react15 (VERSION)
  • react16 (VERSION)
  • react17 (VERSION)
  • react18 (VERSION)
  • react19 (VERSION)
  • reactjs 18 (VERSION)

Context tags (catalog)

Babel Class Components Component Lifecycle Context API Functional Components Higher-Order Components Hooks JSX Next.js PropTypes Props React Native React Router Redux SSR State Management Styled Components Testing Library TypeScript Virtual DOM Webpack component lifecycle context API frontend hooks props state management useEffect useState virtual DOM

Stored enrichment (catalog DB)

Category
Framework
Sub-category
Frontend Framework
Vendor
Meta
License
mit
Year introduced
2013
Confidence
0.98
Version strategy
SEPARATE_ENTITY
Version tag
18

Maturity reasoning: React appears in high-volume frontend job postings across startups and enterprises and remains a default hiring-pipeline skill, with strong GitHub/npm usage and ecosystem activity.

Skill profile (library / DB)

Skill nature
FRAMEWORK
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
5
Sub-category id
1072
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Application Frameworks & Libraries Catalog dimension db id 451

    Library dimension (catalog)

    Roles linked in library: Sitecore Dev

  • Frameworks & Libraries Catalog dimension db id 360

    Library dimension (catalog)

    Roles linked in library: Drupal Dev, Engineering Manager

  • Frontend Frameworks and Libraries Catalog dimension db id 434

    Library dimension (catalog)

    Roles linked in library: Shopify Dev

  • JavaScript for WordPress Catalog dimension db id 329

    Library dimension (catalog)

    Roles linked in library: WordPress Dev

  • React Component Architecture Catalog dimension db id 302

    Library dimension (catalog)

    Roles linked in library: React Frontend Developer

  • UI Frameworks and Rendering Catalog dimension db id 115

    Library dimension (catalog)

    Roles linked in library: Frontend Developer, Fullstack Developer, Fullstack Developer, Hybrid Mobile Developer, Ionic Developer, Web Developer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Application Frameworks & Libraries
application-frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Frameworks & Libraries
frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Frontend Frameworks and Libraries
frontend-frameworks-and-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React Component Architecture
react-component-architecture
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
UI Frameworks and Rendering
ui-frameworks-and-rendering
Existing dimension (library) · Role↔dimension saved

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
React in_db
Application Frameworks & Libraries
application-frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React in_db
Frameworks & Libraries
frameworks-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React in_db
Frontend Frameworks and Libraries
frontend-frameworks-and-libraries
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React in_db
JavaScript for WordPress
javascript-for-wordpress
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React in_db
React Component Architecture
react-component-architecture
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React in_db
UI Frameworks and Rendering
ui-frameworks-and-rendering
Existing dimension (library) · Role↔dimension saved

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Continuous Integration | type=DevOps Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed Continuous Deployment | type=DevOps Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
nano JD Parser — gpt-4.1-nano click to toggle
CompanyFlexmoney
Experience3-5 years of experience in a technology / product company
DomainOther
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "Flexmoney is a Series -A",
      "last_5_words": "buy their product of choice."
    },
    "text": "Flexmoney is a Series -A company that wants to simplify and democratize access to credit throughout India. We are a group of talented and experienced individuals with experience in consumer internet, enterprise, retail and SME banking companies in Silicon Valley, India and Southeast Asia. We have built a digital credit platform that enables lenders to offer instant, digital credit to consumers at the merchant checkout thereby enabling them to buy their product of choice.",
    "word_count": 64
  },
  "archetype_override_applied": true,
  "archetype_override_matched_skills": [
    "components",
    "consumers",
    "React"
  ],
  "certifications": [],
  "company_name": "Flexmoney",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": 5,
    "min": 3,
    "raw": "3-5 years of experience in a technology / product company"
  },
  "job_locations": [],
  "role": null,
  "role_aliases": [],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 8,
      "heading": "What we look for",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 3-5 years of experience",
        "last_5_words": "is a plus."
      },
      "text": "\u2022 3-5 years of experience in a technology / product company\n\u2022 Passion for improving people\u2019s lives\n\u2022 Excellent visual design skills with sensitivity to user-system interaction.\n\u2022 Ability to quickly and effectively understand, prioritize and translate product and business requirements into technical solutions\n\u2022 Familiarity with continuous integration and deployment\n\u2022 Ability to create self-contained, responsive, reusable, and testable modules and components.\n\u2022 Up-to-date with the UI trends, techniques, and technologies\n\u2022 Prior experience with React is a plus.",
      "word_count": 88
    },
    {
      "bullet_count": 5,
      "heading": "What you will do",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "\u2022 Build delightful products that",
        "last_5_words": "Ownership. Ownership. Ownership"
      },
      "text": "\u2022 Build delightful products that will be used by millions of people across all of India\n\u2022 Own the delivery of key product and technology initiatives across architecture, specification, development, testing, and launch\n\u2022 Deliver high-quality software that can be easily read and leveraged by others\n\u2022 Investigate, prototype and deliver innovative products and solutions throughout the stack\n\u2022 Ownership. Ownership. Ownership",
      "word_count": 56
    }
  ],
  "urls": [
    {
      "type": "website",
      "url": "https://www.flexmoney.in/"
    },
    {
      "type": "linkedin",
      "url": "https://www.linkedin.com/company/flexmoney-technologies-pvt-ltd/"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Continuous Integration"
    },
    {
      "is_primary": true,
      "skill_name": "Continuous Deployment"
    },
    {
      "is_primary": false,
      "skill_name": "React"
    }
  ],
  "jd_role": null,
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "Flexmoney is a Series -A",
        "last_5_words": "buy their product of choice."
      },
      "text": "Flexmoney is a Series -A company that wants to simplify and democratize access to credit throughout India. We are a group of talented and experienced individuals with experience in consumer internet, enterprise, retail and SME banking companies in Silicon Valley, India and Southeast Asia. We have built a digital credit platform that enables lenders to offer instant, digital credit to consumers at the merchant checkout thereby enabling them to buy their product of choice.",
      "word_count": 64
    },
    "archetype_override_applied": true,
    "archetype_override_matched_skills": [
      "components",
      "consumers",
      "React"
    ],
    "certifications": [],
    "company_name": "Flexmoney",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": 5,
      "min": 3,
      "raw": "3-5 years of experience in a technology / product company"
    },
    "job_locations": [],
    "role": null,
    "role_aliases": [],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 8,
        "heading": "What we look for",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 3-5 years of experience",
          "last_5_words": "is a plus."
        },
        "text": "\u2022 3-5 years of experience in a technology / product company\n\u2022 Passion for improving people\u2019s lives\n\u2022 Excellent visual design skills with sensitivity to user-system interaction.\n\u2022 Ability to quickly and effectively understand, prioritize and translate product and business requirements into technical solutions\n\u2022 Familiarity with continuous integration and deployment\n\u2022 Ability to create self-contained, responsive, reusable, and testable modules and components.\n\u2022 Up-to-date with the UI trends, techniques, and technologies\n\u2022 Prior experience with React is a plus.",
        "word_count": 88
      },
      {
        "bullet_count": 5,
        "heading": "What you will do",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "\u2022 Build delightful products that",
          "last_5_words": "Ownership. Ownership. Ownership"
        },
        "text": "\u2022 Build delightful products that will be used by millions of people across all of India\n\u2022 Own the delivery of key product and technology initiatives across architecture, specification, development, testing, and launch\n\u2022 Deliver high-quality software that can be easily read and leveraged by others\n\u2022 Investigate, prototype and deliver innovative products and solutions throughout the stack\n\u2022 Ownership. Ownership. Ownership",
        "word_count": 56
      }
    ],
    "urls": [
      {
        "type": "website",
        "url": "https://www.flexmoney.in/"
      },
      {
        "type": "linkedin",
        "url": "https://www.linkedin.com/company/flexmoney-technologies-pvt-ltd/"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "b36130e0-1a1f-47d1-99cd-b90c195eebe4",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Pega Developer",
        "kra_matches": [
          {
            "kra_text": "user interaction design and refinement",
            "sentence": "Excellent visual design skills with sensitivity to user-system interaction.",
            "similarity": 0.6666
          },
          {
            "kra_text": "Requirements analysis and process translation",
            "sentence": "Ability to quickly and effectively understand, prioritize and translate product and business requirements into technical solutions",
            "similarity": 0.557
          },
          {
            "kra_text": "user interaction design and refinement",
            "sentence": "Up-to-date with the UI trends, techniques, and technologies",
            "similarity": 0.4953
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 24,
        "score": 0.573,
        "slug": "pega-developer",
        "total_count": null
      },
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Excellent visual design skills with sensitivity to user-system interaction.",
            "similarity": 0.6152
          },
          {
            "kra_text": "Builds responsive user interfaces and interactive web components using React, Vue, or Angular with TypeScript, HTML5, and modern CSS for browser-based applications.",
            "sentence": "Up-to-date with the UI trends, techniques, and technologies",
            "similarity": 0.5267
          },
          {
            "kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
            "sentence": "Ability to create self-contained, responsive, reusable, and testable modules and components.",
            "similarity": 0.5115
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.5511,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "translate product and design requirements",
            "sentence": "Ability to quickly and effectively understand, prioritize and translate product and business requirements into technical solutions",
            "similarity": 0.564
          },
          {
            "kra_text": "structure reusable application code",
            "sentence": "Ability to create self-contained, responsive, reusable, and testable modules and components.",
            "similarity": 0.5532
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Own the delivery of key product and technology initiatives across architecture, specification, development, testing, and launch",
            "similarity": 0.527
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.5481,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "React Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "translate product and design requirements",
            "sentence": "Ability to quickly and effectively understand, prioritize and translate product and business requirements into technical solutions",
            "similarity": 0.564
          },
          {
            "kra_text": "Implement user-facing screens and interactions",
            "sentence": "Excellent visual design skills with sensitivity to user-system interaction.",
            "similarity": 0.5446
          },
          {
            "kra_text": "compose reusable interface components",
            "sentence": "Ability to create self-contained, responsive, reusable, and testable modules and components.",
            "similarity": 0.5046
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 89,
        "score": 0.5377,
        "slug": "react-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Fullstack Developer",
        "kra_matches": [
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Ability to quickly and effectively understand, prioritize and translate product and business requirements into technical solutions",
            "similarity": 0.5532
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Excellent visual design skills with sensitivity to user-system interaction.",
            "similarity": 0.4979
          },
          {
            "kra_text": "Debugs full-stack issues that span frontend rendering, API behavior, database queries, and infrastructure configuration to identify root causes.",
            "sentence": "Investigate, prototype and deliver innovative products and solutions throughout the stack",
            "similarity": 0.4881
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.5131,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": []
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Frontend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 7,
      "score": 0.99,
      "slug": "frontend-engineer",
      "total_count": null
    },
    "confidence": 0.99,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Frontend UI Engineering",
      "Product-to-technical translation",
      "Component-based development",
      "Continuous delivery",
      "Cross-functional product delivery"
    ],
    "matched_kras": [
      "Build delightful products that will be used by millions",
      "Own the delivery of key product and technology initiatives",
      "Deliver high-quality software that can be easily read",
      "Investigate, prototype and deliver innovative products and solutions"
    ],
    "matched_skills": [
      "React",
      "continuous integration",
      "deployment",
      "visual design",
      "responsive",
      "reusable",
      "testable modules",
      "components"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering \u2192 sub-role react-frontend-developer; The JD centers on UI-focused product development with React, reusable responsive components, and delivery of frontend software initiatives.",
    "sub_role": {
      "confidence": 0.87,
      "display_name": "React Frontend Developer",
      "reasoning": "The JD explicitly says prior experience with React is a plus and otherwise describes a general frontend/product UI role, making React the clearest match among the candidates.",
      "role_id": 89,
      "slug": "react-frontend-developer"
    }
  },
  "stage5_updates": {
    "centroid_n_after": 350,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": null,
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 15899,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "Continuous Integration",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 15900,
        "role_display_name": "Frontend Developer",
        "role_slug": "frontend-engineer",
        "skill_name": "Continuous Deployment",
        "status": "pending"
      }
    ],
    "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": 1047,
      "existing_alias_text": "React",
      "input_term": "React",
      "matched_canonical": {
        "category_id": 5,
        "display_name": "React",
        "id": 610,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
        "slug": "react",
        "sub_category_id": 1072,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Sitecore Dev",
      "id": 233,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "sitecore-dev",
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      ]
    }
  ],
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      },
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    },
    {
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      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
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          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "React 0.13",
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          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
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        },
        {
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          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
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        },
        {
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        },
        {
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          "alias_type": "VERSION",
          "id": 1055,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "React 17",
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        },
        {
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          "match_strategy": "CASE_INSENSITIVE"
        },
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          "match_strategy": "CASE_INSENSITIVE"
        },
        {
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          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
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          "match_strategy": "CASE_INSENSITIVE"
        },
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        },
        {
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        },
        {
          "alias_text": "react 15",
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        },
        {
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          "match_strategy": "CASE_INSENSITIVE"
        },
        {
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          "match_strategy": "CASE_INSENSITIVE"
        },
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          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "react 19",
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          "match_strategy": "CASE_INSENSITIVE"
        },
        {
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        },
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        },
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        },
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          "match_strategy": "CASE_INSENSITIVE"
        },
        {
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        },
        {
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          "match_strategy": "CASE_INSENSITIVE"
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      ],
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        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "FRAMEWORK",
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        "typical_lifespan": "EVERGREEN",
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      },
      "dimensions": [
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            },
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          ]
        },
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          },
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            }
          ]
        },
        {
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          },
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            }
          ]
        },
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          },
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              "source": "db"
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          ]
        },
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          },
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          "llm_role": null,
          "roles_from_db": [
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            },
            {
              "display_name": "Fullstack Developer",
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              "rationale": null,
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              "slug": "full-stack-engineer",
              "source": "db"
            },
            {
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              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "fullstack-developer",
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            },
            {
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              "rationale": null,
              "role_archetype": null,
              "slug": "hybrid-mobile-developer",
              "source": "db"
            },
            {
              "display_name": "Ionic Developer",
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              "rationale": null,
              "role_archetype": null,
              "slug": "ionic-developer",
              "source": "db"
            },
            {
              "display_name": "Web Developer",
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              "rationale": null,
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              "slug": "web-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "React",
      "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": [
    "Continuous Integration",
    "Continuous Deployment"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
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    "rationale": "Domain=Software Engineering \u2192 sub-role react-frontend-developer; The JD centers on UI-focused product development with React, reusable responsive components, and delivery of frontend software initiatives.",
    "role_archetype": null,
    "slug": "frontend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Continuous Integration",
      "tag": "new"
    },
    {
      "skill": "Continuous Deployment",
      "tag": "new"
    },
    {
      "skill": "React",
      "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": 7,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Application Frameworks \u0026 Libraries",
          "id": 451,
          "rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
          "slug": "application-frameworks-libraries",
          "source": "db"
        },
        "dimension_id": 451,
        "input_skill": "React",
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        "matched_chosen_role": false,
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}

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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