Pipeline run

c2ead62b-95b6-4e30-a434-79a915cdc1f5

Pipeline LLM cost (USD)

API 1: $0.0075 API 2: $0.0002 API 3: $0.0000 Total: $0.0077

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description

SPARSE JD sources · ai_index: jd · nature_of_work: jd · tech_stack_maturity: jd

Nature of work · UX/UI Design

Conduct user research, build wireframes/prototypes and UI designs for web/mobile apps, then test usability, refine with feedback, and work with developers to ship responsive, consistent experiences across devices.

"Create wireframes, prototypes, and visual designs to illustrate design concepts."

Tech stack maturity

Mainstream Modern

UI/UX design with responsive-design is a current, widely adopted practice that fits a modern but not necessarily cloud-native tech stack.

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

0.00 / 5

· Title match

· Has AI skill

· AI skill (primary)

· AI skill (secondary)

· On AI team

· Builds AI products

vocab breakdown (legacy)

Assistants (×1): —

Frameworks (×2): —

Models / concepts (×3): —

Evidence — skills matched in JD (4)

Wireframing Prototyping Responsive Design Usability Testing

Skill cluster (1 dimension groups, role-scoped)

Cross-cutting / unaligned

Wireframing Prototyping Responsive Design Usability Testing

Show KRA description ↓

- Conduct user research to understand user behavior, needs, and preferences. - Create wireframes, prototypes, and visual designs to illustrate design concepts. - Design and develop user interfaces for web and mobile applications. - Implement responsive designs that work seamlessly on various devices and screen sizes. - Collaborate with developers to ensure the effective implementation of designs. - Conduct usability testing and gather user feedback for continuous improvement. - Stay current with design trends, tools, and industry best practices. - Maintain design consistency across platforms and products.

Signals

Skill frontend-engineer

0.25

Alias ui-ux-designer

1.00

KRA frontend-engineer

0.59

Post-classification

Centroidupdated · n=6

Alias collision log—

New-role queue—

New skills captured3

New KRA capturedyes

Captured for admin review

Wireframing primary ↔ UI/UX Designer pending

Prototyping primary ↔ UI/UX Designer pending

Usability Testing primary ↔ UI/UX Designer pending

R&R fragment (sim 0.00) ↔ UI/UX Designer pending

Status: completed Created: 2026-05-27T15:52:25.091398Z Updated: 2026-06-12T15:47:33.031645Z API 3 duration: 3562 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

UI/UX Designer

domain · Tech-Adjacent CASE DOMAIN

slug: ui-ux-designer · id: 122 · source: db

Domain=Tech-Adjacent; The JD centers on user research, wireframes, prototypes, visual design, interface design, responsive design, usability testing, and design consistency, which aligns directly with UI/UX Designer.

Matched skills

user researchwireframesprototypesvisual designsuser interfacesweb and mobile applicationsresponsive designsusability testinguser feedbackdesign trendsdesign toolsindustry best practices

Matched dimensions

User Experience DesignInterface DesignResponsive Web and Mobile DesignUsability TestingCross-platform Design ConsistencyDesign Collaboration

Matched KRAs

Conduct user research to understand user behavior, needs, and preferencesCreate wireframes, prototypes, and visual designsDesign and develop user interfaces for web and mobile applicationsImplement responsive designs that work seamlesslyCollaborate with developers to ensure effective implementationConduct usability testing and gather user feedbackMaintain design consistency across platforms and products

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

New skills

Skill↔dim saved

Role↔dim saved

Skipped

Job description

Role : UI/UX Designer
Location : Gurgaon, India
Experience : 2+ years

Job Description:
We are looking for a skilled UI/UX Developer with a passion for creating user-centric and visually appealing designs. As a UI/UX Developer, you will play a crucial role in shaping the overall user experience for our digital products. Your primary responsibility will be to collaborate with cross-functional teams to design and implement intuitive and responsive user interfaces.

Key Responsibilities:
- Conduct user research to understand user behavior, needs, and preferences.
- Create wireframes, prototypes, and visual designs to illustrate design concepts.
- Design and develop user interfaces for web and mobile applications.
- Implement responsive designs that work seamlessly on various devices and screen sizes.
- Collaborate with developers to ensure the effective implementation of designs.
- Conduct usability testing and gather user feedback for continuous improvement.
- Stay current with design trends, tools, and industry best practices.
- Maintain design consistency across platforms and products.

Qualifications:
- Bachelor's degree in Graphic Design, Web Design, HCI, or related field.
- Proven experience as a UI/UX Developer or similar role.
- Proficiency in design and prototyping tools like Sketch, Figma, Adobe XD, etc.
- Strong understanding of user-centered design principles.
- Solid knowledge of HTML, CSS, and JavaScript for basic interaction design (preferred but not mandatory).
- Experience with user research, usability testing, and A/B testing.
- Excellent communication and presentation skills.
- Strong problem-solving and critical thinking abilities.
- Attention to detail and a strong aesthetic sense.

If interested then please share me your resume to hr@eminenceinnovation.com

Skills from this JD

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

Wireframing 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: Design Tools
Sub-category: general
Skill nature: TOOL
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Prototyping 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: Design Tools
Sub-category: general
Skill nature: PRACTICE
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

Responsive Design Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)

Canonical: responsive design id=669 · responsive-design

Aliases — catalog

responsive design (CANONICAL) primary

Context tags (catalog)

Bootstrap CSS Grid CSS frameworks Tailwind CSS accessibility adaptive design adaptive layout breakpoints cross-browser compatibility design patterns em flexbox fluid grid fluid layouts grid layout hamburger menu media queries mobile-first picture element rem responsive images srcset touch targets user experience viewport

Stored enrichment (catalog DB)

Category: Concept
Sub-category: Responsive Design
Confidence: 0.98
Version strategy: NOT_APPLICABLE

Maturity reasoning: Responsive design is a standard requirement in most front-end JDs and is reinforced by mobile-first guidance in CSS frameworks and browser docs; it remains broadly adopted rather than replaced by a successor.

Skill profile (library / DB)

Skill nature: CONCEPT
Volatility: STABLE
Typical lifespan: EVERGREEN
Category id: 2
Sub-category id: 1906
Extractable: True
Also category: False

Dimensions (API 2 worklist)

Responsive and Mobile Web Design Catalog dimension db id 125

Library dimension (catalog)

Roles linked in library: Angular Frontend Developer, Frontend Developer, React Frontend Developer, Svelte Frontend Developer, Vue Frontend Developer, Web Developer

API 3 link attempts (this skill)

Dimension	Skill↔dim	Role↔dim	Outcome
Responsive and Mobile Web Design responsive-and-mobile-web-design	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Usability Testing 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: User Experience
Sub-category: general
Skill nature: PRACTICE
Volatility: MEDIUM
Typical lifespan: MULTI_YEAR
Version strategy: UNVERSIONED

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
Responsive Design	in_db	Responsive and Mobile Web Design responsive-and-mobile-web-design	✓	—	Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind	Detail	DB id
canonical_skill_proposed	Wireframing \| type=Design Tools subtype=general nature=TOOL lifespan=MULTI_YEAR
canonical_skill_proposed	Prototyping \| type=Design Tools subtype=general nature=PRACTICE lifespan=MULTI_YEAR
canonical_skill_proposed	Usability Testing \| type=User Experience subtype=general nature=PRACTICE lifespan=MULTI_YEAR

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

RoleUI/UX Designer

CompanyEminence Innovation

Experience2+ years

DomainOther

Location Gurgaon, India

JD type pass

Show raw JSON

{
  "JD_type": "pass",
  "about_company": null,
  "archetype_override_applied": true,
  "archetype_override_matched_skills": [
    "SOLID",
    "UI/UX",
    "A/B Testing",
    "Role",
    "JavaScript",
    "Location",
    "HTML",
    "CSS"
  ],
  "certifications": [],
  "company_name": "Eminence Innovation",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [],
      "domain": "Other"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Graphic Design / Web Design / HCI (or related)",
      "raw": "Bachelor\u0027s degree in Graphic Design, Web Design, HCI, or related field.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": null,
    "min": 2,
    "raw": "2+ years"
  },
  "job_locations": [
    {
      "aliases": [
        "Gurugram"
      ],
      "city": "Gurgaon",
      "country": "India",
      "state": null,
      "work_mode": null
    }
  ],
  "role": "UI/UX Designer",
  "role_aliases": [
    "UI Designer",
    "UX Designer",
    "User Experience Designer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 8,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Conduct user research to understand",
        "last_5_words": "across platforms and products."
      },
      "text": "- Conduct user research to understand user behavior, needs, and preferences.\n- Create wireframes, prototypes, and visual designs to illustrate design concepts.\n- Design and develop user interfaces for web and mobile applications.\n- Implement responsive designs that work seamlessly on various devices and screen sizes.\n- Collaborate with developers to ensure the effective implementation of designs.\n- Conduct usability testing and gather user feedback for continuous improvement.\n- Stay current with design trends, tools, and industry best practices.\n- Maintain design consistency across platforms and products.",
      "word_count": 83
    }
  ],
  "urls": [
    {
      "type": "other",
      "url": "hr@eminenceinnovation.com"
    }
  ]
}

API 1 — extract-from-jd click to toggle

{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Wireframing"
    },
    {
      "is_primary": true,
      "skill_name": "Prototyping"
    },
    {
      "is_primary": true,
      "skill_name": "Responsive Design"
    },
    {
      "is_primary": true,
      "skill_name": "Usability Testing"
    }
  ],
  "jd_role": {
    "display_name": "UI/UX Designer",
    "rationale": null,
    "role_aliases": [
      "UI Designer",
      "UX Designer",
      "User Experience Designer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": null,
    "archetype_override_applied": true,
    "archetype_override_matched_skills": [
      "SOLID",
      "UI/UX",
      "A/B Testing",
      "Role",
      "JavaScript",
      "Location",
      "HTML",
      "CSS"
    ],
    "certifications": [],
    "company_name": "Eminence Innovation",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [],
        "domain": "Other"
      },
      "secondary": null
    },
    "education": [
      {
        "level": "Bachelor\u0027s",
        "qualification": "BTECH/BE/BSC - Graphic Design / Web Design / HCI (or related)",
        "raw": "Bachelor\u0027s degree in Graphic Design, Web Design, HCI, or related field.",
        "requirement": "required"
      }
    ],
    "experience": {
      "max": null,
      "min": 2,
      "raw": "2+ years"
    },
    "job_locations": [
      {
        "aliases": [
          "Gurugram"
        ],
        "city": "Gurgaon",
        "country": "India",
        "state": null,
        "work_mode": null
      }
    ],
    "role": "UI/UX Designer",
    "role_aliases": [
      "UI Designer",
      "UX Designer",
      "User Experience Designer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 8,
        "heading": "Key Responsibilities",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Conduct user research to understand",
          "last_5_words": "across platforms and products."
        },
        "text": "- Conduct user research to understand user behavior, needs, and preferences.\n- Create wireframes, prototypes, and visual designs to illustrate design concepts.\n- Design and develop user interfaces for web and mobile applications.\n- Implement responsive designs that work seamlessly on various devices and screen sizes.\n- Collaborate with developers to ensure the effective implementation of designs.\n- Conduct usability testing and gather user feedback for continuous improvement.\n- Stay current with design trends, tools, and industry best practices.\n- Maintain design consistency across platforms and products.",
        "word_count": 83
      }
    ],
    "urls": [
      {
        "type": "other",
        "url": "hr@eminenceinnovation.com"
      }
    ]
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "c2ead62b-95b6-4e30-a434-79a915cdc1f5",
  "stage3_signals": {
    "alias_found": true,
    "alias_match_roles": [
      {
        "display_name": "UI/UX Designer",
        "kra_matches": null,
        "matched_count": null,
        "matched_skills": null,
        "role_id": 122,
        "score": 1.0,
        "slug": "ui-ux-designer",
        "total_count": null
      }
    ],
    "kra_match_roles": [
      {
        "display_name": "Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "Maintains reusable component libraries, design system tokens, and shared UI patterns across the application to ensure visual and behavioral consistency.",
            "sentence": "Maintain design consistency across platforms and products.",
            "similarity": 0.6027
          },
          {
            "kra_text": "Collaborates with UX designers to refine interaction details, animations, responsive breakpoints, and micro-interaction behavior.",
            "sentence": "Collaborate with developers to ensure the effective implementation of designs.",
            "similarity": 0.6003
          },
          {
            "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": "Design and develop user interfaces for web and mobile applications.",
            "similarity": 0.5821
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 7,
        "score": 0.595,
        "slug": "frontend-engineer",
        "total_count": null
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Collaborate with developers to ensure the effective implementation of designs.",
            "similarity": 0.6213
          },
          {
            "kra_text": "UI responsiveness and performance",
            "sentence": "Implement responsive designs that work seamlessly on various devices and screen sizes.",
            "similarity": 0.5834
          },
          {
            "kra_text": "UI responsiveness and performance",
            "sentence": "Design and develop user interfaces for web and mobile applications.",
            "similarity": 0.5137
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.5728,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "React Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "support responsive layouts and browser compatibility",
            "sentence": "Implement responsive designs that work seamlessly on various devices and screen sizes.",
            "similarity": 0.6736
          },
          {
            "kra_text": "Implement user-facing screens and interactions",
            "sentence": "Design and develop user interfaces for web and mobile applications.",
            "similarity": 0.5762
          },
          {
            "kra_text": "handle forms, validation, and input feedback",
            "sentence": "Conduct usability testing and gather user feedback for continuous improvement.",
            "similarity": 0.4675
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 89,
        "score": 0.5724,
        "slug": "react-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Collaborate with developers to ensure the effective implementation of designs.",
            "similarity": 0.6675
          },
          {
            "kra_text": "Implement user-facing screens and flows",
            "sentence": "Design and develop user interfaces for web and mobile applications.",
            "similarity": 0.5323
          },
          {
            "kra_text": "optimize responsiveness and performance",
            "sentence": "Implement responsive designs that work seamlessly on various devices and screen sizes.",
            "similarity": 0.5163
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.572,
        "slug": "flutter-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": "Collaborate with developers to ensure the effective implementation of designs.",
            "similarity": 0.6103
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Create wireframes, prototypes, and visual designs to illustrate design concepts.",
            "similarity": 0.5631
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Design and develop user interfaces for web and mobile applications.",
            "similarity": 0.5276
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 15,
        "score": 0.567,
        "slug": "full-stack-engineer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Frontend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "responsive design"
        ],
        "role_id": 7,
        "score": 0.25,
        "slug": "frontend-engineer",
        "total_count": 4
      },
      {
        "display_name": "Web Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "responsive design"
        ],
        "role_id": 25,
        "score": 0.25,
        "slug": "web-developer",
        "total_count": 4
      },
      {
        "display_name": "React Frontend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "responsive design"
        ],
        "role_id": 89,
        "score": 0.25,
        "slug": "react-frontend-developer",
        "total_count": 4
      },
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "responsive design"
        ],
        "role_id": 90,
        "score": 0.25,
        "slug": "angular-frontend-developer",
        "total_count": 4
      },
      {
        "display_name": "Vue Frontend Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "responsive design"
        ],
        "role_id": 91,
        "score": 0.25,
        "slug": "vue-frontend-developer",
        "total_count": 4
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "UI/UX Designer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 122,
      "score": 0.99,
      "slug": "ui-ux-designer",
      "total_count": null
    },
    "confidence": 0.99,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "User Experience Design",
      "Interface Design",
      "Responsive Web and Mobile Design",
      "Usability Testing",
      "Cross-platform Design Consistency",
      "Design Collaboration"
    ],
    "matched_kras": [
      "Conduct user research to understand user behavior, needs, and preferences",
      "Create wireframes, prototypes, and visual designs",
      "Design and develop user interfaces for web and mobile applications",
      "Implement responsive designs that work seamlessly",
      "Collaborate with developers to ensure effective implementation",
      "Conduct usability testing and gather user feedback",
      "Maintain design consistency across platforms and products"
    ],
    "matched_skills": [
      "user research",
      "wireframes",
      "prototypes",
      "visual designs",
      "user interfaces",
      "web and mobile applications",
      "responsive designs",
      "usability testing",
      "user feedback",
      "design trends",
      "design tools",
      "industry best practices"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Tech-Adjacent; The JD centers on user research, wireframes, prototypes, visual design, interface design, responsive design, usability testing, and design consistency, which aligns directly with UI/UX Designer.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 6,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1213,
      "r_and_r_preview": "- Conduct user research to understand user behavior, needs, and preferences.\n- Create wireframes, prototypes, and visual designs to illustrate design concepts.\n- Design and develop user interfaces for",
      "role_display_name": "UI/UX Designer",
      "role_slug": "ui-ux-designer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 16876,
        "role_display_name": "UI/UX Designer",
        "role_slug": "ui-ux-designer",
        "skill_name": "Wireframing",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 16878,
        "role_display_name": "UI/UX Designer",
        "role_slug": "ui-ux-designer",
        "skill_name": "Prototyping",
        "status": "pending"
      },
      {
        "is_primary": true,
        "queue_id": 16880,
        "role_display_name": "UI/UX Designer",
        "role_slug": "ui-ux-designer",
        "skill_name": "Usability Testing",
        "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": 1174,
      "existing_alias_text": "responsive design",
      "input_term": "Responsive Design",
      "matched_canonical": {
        "category_id": 2,
        "display_name": "responsive design",
        "id": 669,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "responsive-design",
        "sub_category_id": 1906,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Angular Frontend Developer",
      "id": 90,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "angular-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "Frontend Developer",
      "id": 7,
      "rationale": null,
      "role_archetype": null,
      "slug": "frontend-engineer",
      "source": "db"
    },
    {
      "display_name": "React Frontend Developer",
      "id": 89,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "react-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "Svelte Frontend Developer",
      "id": 92,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "svelte-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "Vue Frontend Developer",
      "id": 91,
      "rationale": null,
      "role_archetype": "Engineering",
      "slug": "vue-frontend-developer",
      "source": "db"
    },
    {
      "display_name": "Web Developer",
      "id": 25,
      "rationale": null,
      "role_archetype": null,
      "slug": "web-developer",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "UI/UX Designer",
    "id": 122,
    "rationale": "Domain=Tech-Adjacent; The JD centers on user research, wireframes, prototypes, visual design, interface design, responsive design, usability testing, and design consistency, which aligns directly with UI/UX Designer.",
    "role_archetype": null,
    "slug": "ui-ux-designer",
    "source": "db"
  },
  "dimensions": [
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Responsive and Mobile Web Design",
        "id": 125,
        "rationale": "Patterns for adapting browser interfaces across screen sizes, input modes, and mobile constraints. This is a distinct cluster because frontend engineers must ensure layouts and interactions work well on phones, tablets, and desktops.",
        "slug": "responsive-and-mobile-web-design",
        "source": "db"
      },
      "input_skill": "Responsive Design",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Angular Frontend Developer",
          "id": 90,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "angular-frontend-developer",
          "source": "db"
        },
        {
          "display_name": "Frontend Developer",
          "id": 7,
          "rationale": null,
          "role_archetype": null,
          "slug": "frontend-engineer",
          "source": "db"
        },
        {
          "display_name": "React Frontend Developer",
          "id": 89,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "react-frontend-developer",
          "source": "db"
        },
        {
          "display_name": "Svelte Frontend Developer",
          "id": 92,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "svelte-frontend-developer",
          "source": "db"
        },
        {
          "display_name": "Vue Frontend Developer",
          "id": 91,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "vue-frontend-developer",
          "source": "db"
        },
        {
          "display_name": "Web Developer",
          "id": 25,
          "rationale": null,
          "role_archetype": null,
          "slug": "web-developer",
          "source": "db"
        }
      ]
    }
  ],
  "input_final_skills": [
    "Wireframing",
    "Prototyping",
    "Responsive Design",
    "Usability Testing"
  ],
  "input_llm_skills": [
    "Wireframing",
    "Prototyping",
    "Responsive Design",
    "Usability Testing"
  ],
  "new_aliases_persisted": 0,
  "run_id": "c2ead62b-95b6-4e30-a434-79a915cdc1f5",
  "skills_detail": [
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Wireframing",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Design Tools",
          "skill_nature": "TOOL",
          "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": "wireframing",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Prototyping",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Design Tools",
          "skill_nature": "PRACTICE",
          "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": "prototyping",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "responsive design",
          "alias_type": "CANONICAL",
          "id": 1174,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 2,
        "display_name": "responsive design",
        "id": 669,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "CONCEPT",
        "slug": "responsive-design",
        "sub_category_id": 1906,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Responsive and Mobile Web Design",
            "id": 125,
            "rationale": "Patterns for adapting browser interfaces across screen sizes, input modes, and mobile constraints. This is a distinct cluster because frontend engineers must ensure layouts and interactions work well on phones, tablets, and desktops.",
            "slug": "responsive-and-mobile-web-design",
            "source": "db"
          },
          "input_skill": "Responsive Design",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Angular Frontend Developer",
              "id": 90,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "angular-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Frontend Developer",
              "id": 7,
              "rationale": null,
              "role_archetype": null,
              "slug": "frontend-engineer",
              "source": "db"
            },
            {
              "display_name": "React Frontend Developer",
              "id": 89,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "react-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Svelte Frontend Developer",
              "id": 92,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "svelte-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Vue Frontend Developer",
              "id": 91,
              "rationale": null,
              "role_archetype": "Engineering",
              "slug": "vue-frontend-developer",
              "source": "db"
            },
            {
              "display_name": "Web Developer",
              "id": 25,
              "rationale": null,
              "role_archetype": null,
              "slug": "web-developer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Responsive Design",
      "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": [],
      "canonical": null,
      "dimensions": [],
      "input_skill": "Usability Testing",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "User Experience",
          "skill_nature": "PRACTICE",
          "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": "usability-testing",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Wireframing",
    "Prototyping",
    "Usability Testing"
  ]
}

API 3 — final-role-output

{
  "chosen_role": {
    "display_name": "UI/UX Designer",
    "id": 122,
    "rationale": "Domain=Tech-Adjacent; The JD centers on user research, wireframes, prototypes, visual design, interface design, responsive design, usability testing, and design consistency, which aligns directly with UI/UX Designer.",
    "role_archetype": null,
    "slug": "ui-ux-designer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Wireframing",
      "tag": "new"
    },
    {
      "skill": "Prototyping",
      "tag": "new"
    },
    {
      "skill": "Responsive Design",
      "tag": "in_db"
    },
    {
      "skill": "Usability Testing",
      "tag": "new"
    }
  ],
  "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": 122,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Responsive and Mobile Web Design",
          "id": 125,
          "rationale": "Patterns for adapting browser interfaces across screen sizes, input modes, and mobile constraints. This is a distinct cluster because frontend engineers must ensure layouts and interactions work well on phones, tablets, and desktops.",
          "slug": "responsive-and-mobile-web-design",
          "source": "db"
        },
        "dimension_id": 125,
        "input_skill": "Responsive Design",
        "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": "Angular Frontend Developer",
            "id": 90,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "angular-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Frontend Developer",
            "id": 7,
            "rationale": null,
            "role_archetype": null,
            "slug": "frontend-engineer",
            "source": "db"
          },
          {
            "display_name": "React Frontend Developer",
            "id": 89,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "react-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Svelte Frontend Developer",
            "id": 92,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "svelte-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Vue Frontend Developer",
            "id": 91,
            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "vue-frontend-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
            "id": 25,
            "rationale": null,
            "role_archetype": null,
            "slug": "web-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 669,
        "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": "c2ead62b-95b6-4e30-a434-79a915cdc1f5"
}

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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