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Pipeline run

b7c0286f-917e-45e4-850a-2ed312d4d207

Pipeline LLM cost (USD)
API 1: $0.0083 API 2: $0.0001 API 3: $0.0000 Total: $0.0085

Client output enrichment

v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
Nature of work · Agile delivery / product development
Lead agile feature delivery across UX, requirements, design, code, and testing: gather functional needs, create wireframes/prototypes, estimate work, and coordinate dev/QA to ship user-focused features end to end.
""Lead EPICs in our agile development process, requiring coordination, direction and mentorship of multiple development resources""
Tech stack maturity
Mainstream Modern
The role and associated skills indicate a contemporary product and collaboration environment, but not enough evidence of cutting-edge AI-native or fully cloud-native specialization.
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 (5)
Agile Scrum Kanban DevOps Test-Driven Development
Skill cluster (2 dimension groups, role-scoped)
CI/CD Pipeline Platforms
DevOps
Cross-cutting / unaligned
Agile Scrum Kanban Test-Driven Development
Show KRA description ↓
Develop, enhance, document, and maintain application features. From concept to completion, you will drive the UX design process for our products, ensuring they meet user needs and business goals working closely with stakeholders cohesive and engaging user experiences. Create wireframes, mock-ups, and prototypes that effectively communicate interaction and design ideas. Should have experience in test driven development or come up t0 speed in twelve weeks. Must participate in design, code, and test Inspections throughout product life cycle to contribute technical expertise and to identify issues For teams without a Product owner, performs this staff member's duties, including interviewing business liaisons to write the functional requirements Supply work breakdowns, estimates and status updates to project and engagement management Understand technical project priorities, implementation dependencies, risks and issues Lead EPICs in our agile development process, requiring coordination, direction and mentorship of multiple development resources Lead development scrum groups, taking responsibility for the outcome of multiple stories across several developers Engage in story planning, negotiating between PM, DEV and QA to derive appropriate stories based on fair compromises between original specifications, technical design, and testing possibilities Participate and develop code as part of a unified development group, working the whole technological stack between platform and UI concerns Lead development team in architecture and design of new features Experience of working with Agile (Scrum/Kanban) and thorough knowledge of DevOps Ability to learn new technologies and adapt quickly. Ability to articulate design decisions and advocate for the user.

Signals

Skill engineering-manager
0.40
Alias ui-ux-designer
1.00
KRA full-stack-engineer
0.61

Post-classification

Centroidupdated · n=7
Alias collision log
New-role queue
New skills captured2
New KRA capturedyes

Captured for admin review

Kanban primary UI/UX Designer pending
Test-Driven Development primary UI/UX Designer pending
R&R fragment (sim 0.00) UI/UX Designer pending

Develop, enhance, document, and maintain application features. From concept to completion, you will drive the UX design process for our products, ensuring they meet user needs and business goals worki…

Status: completed Created: 2026-05-27T15:54:57.849808Z Updated: 2026-06-12T15:46:54.403019Z API 3 duration: 12125 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 is centered on UX/UI design work such as wireframes, mock-ups, prototypes, user advocacy, and design decisions, with some adjacent development responsibilities.

Matched skills

wireframesmock-upsprototypesAgile (Scrum/Kanban)DevOpstest driven developmentarchitecture and designfunctional requirements

Matched dimensions

UX design and user-centered designUI prototyping and interaction designCross-functional product collaborationFrontend and full-stack feature developmentAgile delivery and technical coordinationDesign leadership and user advocacy

Matched KRAs

Develop, enhance, document, and maintain application featuresDrive the UX design process for our productsCreate wireframes, mock-ups, and prototypesParticipate in design, code, and test inspectionsWrite the functional requirementsSupply work breakdowns, estimates and status updatesLead EPICs in our agile development processLead development team in architecture and design of new features

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
1
Skipped

Job description

Skills:
User Experience Design, User Interface Design, Wireframing, Prototyping, Interaction Design, Visual Design, Usability Testing, Responsive Design,

Company Overview

SSS Placement & Staffing Solutions is a specialized recruitment and staffing services provider catering to businesses across various industries. With a focus on matching the right talent to the right job opportunities, we ensure a good fit for both employers and job seekers. Located in Coimbatore, our team of 11-50 employees is dedicated to offering tailored staffing solutions for temporary, permanent, and contract positions. For more information, visit our website at https://sssstaffingcbe.in/.

Job Overview

We are seeking a Mid-Level UX UI Developer with 4-6 years of experience to join our team in Coimbatore. This is a full-time position where the candidate will be responsible for designing and enhancing user experiences and interfaces. The ideal candidate must possess strong skills in user experience design, user interface design, and visual design.

Qualifications And Skills

Key Responsibilities:

Develop, enhance, document, and maintain application features.

From concept to completion, you will drive the UX design process for our products, ensuring they meet user needs and business goals working closely with stakeholders cohesive and engaging user experiences.

Create wireframes, mock-ups, and prototypes that effectively communicate interaction and design ideas.

Should have experience in test driven development or come up t0 speed in twelve weeks.

Must participate in design, code, and test Inspections throughout product life cycle to contribute technical expertise and to identify issues

For teams without a Product owner, performs this staff member's duties, including interviewing business liaisons to write the functional requirements

Supply work breakdowns, estimates and status updates to project and engagement management

Understand technical project priorities, implementation dependencies, risks and issues

Lead EPICs in our agile development process, requiring coordination, direction and mentorship of multiple development resources

Lead development scrum groups, taking responsibility for the outcome of multiple stories across several developers

Engage in story planning, negotiating between PM, DEV and QA to derive appropriate stories based on fair compromises between original specifications, technical design, and testing possibilities

Participate and develop code as part of a unified development group, working the whole technological stack between platform and UI concerns

Lead development team in architecture and design of new features

Experience of working with Agile (Scrum/Kanban) and thorough knowledge of DevOps

Ability to learn new technologies and adapt quickly.

Ability to articulate design decisions and advocate for the user.

Qualifications

Bachelor's degree in Computer Science, IT, or a related field.

3+ years of experience in software development Java Script, React JS, Type Script, Redux, HTML, CSS.

Good to have Azure/AWS certification.

Strong understanding of object-oriented programming concepts and design patterns.

Proficiency in design tools such as Sketch, Figma, or Adobe XD.

Strong understanding of SOLID principles, OOP concepts, and best practices.

Strong understanding of user-centered design principles and methodologies.

Experience with SQL Server or other relational database management systems.

Experience in Test Driven Development is a definite plus.

Familiarity with agile software development methodologies and tools.

Excellent problem-solving skills and ability to work independently and as part of a team.

Strong communication and interpersonal skills.

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
3594
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

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)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Scrum id=1215 · scrum

Aliases — catalog

  • Scrum (CANONICAL) primary

Context tags (catalog)

Agile Kanban backlog burndown chart cross-functional team daily standup definition of done increment product owner release planning retrospective scrum framework scrum master sprint story points user stories velocity

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Scrum
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Scrum appears in a large share of agile project-management and product-owner job descriptions, and Scrum Alliance/PSM certifications are widely requested in hiring pipelines.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3627
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

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)
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Kanban 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
Soft Skills
Sub-category
general
Skill nature
PRACTICE
Volatility
MEDIUM
Typical lifespan
MULTI_YEAR
Version strategy
UNVERSIONED
DevOps Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: DevOps id=1216 · devops

Aliases — catalog

  • DevOps (CANONICAL)

Context tags (catalog)

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

Stored enrichment (catalog DB)

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

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

Skill profile (library / DB)

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

Dimensions (API 2 worklist)

  • CI/CD Pipeline Platforms Catalog dimension db id 150

    Library dimension (catalog)

    Roles linked in library: DevOps Engineer

  • Deployment and Release Patterns Catalog dimension db id 140

    Library dimension (catalog)

    Roles linked in library: Cloud Architect

  • Infrastructure as Code Catalog dimension db id 132

    Library dimension (catalog)

    Roles linked in library: Cloud Architect, DevOps Engineer

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Deployment and Release Patterns
deployment-and-release-patterns
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Infrastructure as Code
infrastructure-as-code
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Test-Driven Development Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: Test‐Driven Development id=4636 · test-driven-development

Aliases — catalog

  • Test‐Driven Development (CANONICAL) primary

Context tags (catalog)

Agile BDD CI/CD TDD cycle assertions code coverage continuous integration developer testing mocking red-green-refactor refactoring test automation test cases test suites test-first unit tests

Stored enrichment (catalog DB)

Category
Methodology
Sub-category
Test Driven Development
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: Common hiring-pipeline expectation in software JDs; many roles explicitly ask for TDD or unit/integration testing practices, and it remains a standard Agile/XP methodology rather than a sunset technology.

Skill profile (library / DB)

Skill nature
METHODOLOGY
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
8
Sub-category id
3631
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Software Concepts, Patterns & Practices Catalog dimension db id 478

    Library dimension (catalog)

    Roles linked in library: Engineering Manager

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Skipped — no persistable v3 meta for new skill
skill_not_in_db_v3_proposed

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)
Agile in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Scrum in_db
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
DevOps in_db
CI/CD Pipeline Platforms
ci-cd-pipeline-platforms
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
DevOps in_db
Deployment and Release Patterns
deployment-and-release-patterns
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
DevOps in_db
Infrastructure as Code
infrastructure-as-code
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
Test-Driven Development new
Software Concepts, Patterns & Practices
software-concepts-patterns-practices
Skipped — no persistable v3 meta for new skill skill_not_in_db_v3_proposed

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed Kanban | type=Soft Skills subtype=general nature=PRACTICE lifespan=MULTI_YEAR
dimension_skill_link_proposed Test-Driven Development ↔ Software Concepts, Patterns & Practices
nano JD Parser — gpt-4.1-nano click to toggle
RoleMid-Level UX UI Developer
CompanySSS Placement & Staffing Solutions
Experience4-6 years of experience
DomainIT Services & Consulting
Location Coimbatore, India (onsite)
JD type pass

Certifications

Azure/AWS certification
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "SSS Placement \u0026 Staffing Solutions",
      "last_5_words": "temporary, permanent, and contract positions."
    },
    "text": "SSS Placement \u0026 Staffing Solutions is a specialized recruitment and staffing services provider catering to businesses across various industries. With a focus on matching the right talent to the right job opportunities, we ensure a good fit for both employers and job seekers. Located in Coimbatore, our team of 11-50 employees is dedicated to offering tailored staffing solutions for temporary, permanent, and contract positions.",
    "word_count": 64
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  "archetype_override_applied": true,
  "archetype_override_matched_skills": [
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  ],
  "certifications": [
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  "company_name": "SSS Placement \u0026 Staffing Solutions",
  "ctc": null,
  "domain": {
    "primary": {
      "aliases": [
        "ITES",
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      ],
      "domain": "IT Services \u0026 Consulting"
    },
    "secondary": null
  },
  "education": [
    {
      "level": "Bachelor\u0027s",
      "qualification": "BTECH/BE/BSC - Computer Science / IT (or related)",
      "raw": "Bachelor\u0027s degree in Computer Science, IT, or a related field.",
      "requirement": "required"
    }
  ],
  "experience": {
    "max": 6,
    "min": 4,
    "raw": "4-6 years of experience"
  },
  "job_locations": [
    {
      "aliases": [
        "Coimbatore",
        "CBE"
      ],
      "city": "Coimbatore",
      "country": "India",
      "state": null,
      "work_mode": "onsite"
    }
  ],
  "role": "Mid-Level UX UI Developer",
  "role_aliases": [
    "UX UI Developer",
    "UI/UX Designer",
    "User Experience Developer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 0,
      "heading": "Key Responsibilities",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Develop, enhance, document, and maintain",
        "last_5_words": "and advocate for the user."
      },
      "text": "Develop, enhance, document, and maintain application features.\nFrom concept to completion, you will drive the UX design process for our products, ensuring they meet user needs and business goals working closely with stakeholders cohesive and engaging user experiences.\nCreate wireframes, mock-ups, and prototypes that effectively communicate interaction and design ideas.\nShould have experience in test driven development or come up t0 speed in twelve weeks.\nMust participate in design, code, and test Inspections throughout product life cycle to contribute technical expertise and to identify issues\nFor teams without a Product owner, performs this staff member\u0027s duties, including interviewing business liaisons to write the functional requirements\nSupply work breakdowns, estimates and status updates to project and engagement management\nUnderstand technical project priorities, implementation dependencies, risks and issues\nLead EPICs in our agile development process, requiring coordination, direction and mentorship of multiple development resources\nLead development scrum groups, taking responsibility for the outcome of multiple stories across several developers\nEngage in story planning, negotiating between PM, DEV and QA to derive appropriate stories based on fair compromises between original specifications, technical design, and testing possibilities\nParticipate and develop code as part of a unified development group, working the whole technological stack between platform and UI concerns\nLead development team in architecture and design of new features\nExperience of working with Agile (Scrum/Kanban) and thorough knowledge of DevOps\nAbility to learn new technologies and adapt quickly.\nAbility to articulate design decisions and advocate for the user.",
      "word_count": 309
    }
  ],
  "urls": [
    {
      "type": "website",
      "url": "https://sssstaffingcbe.in/"
    }
  ]
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "Agile"
    },
    {
      "is_primary": true,
      "skill_name": "Scrum"
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    {
      "is_primary": true,
      "skill_name": "Kanban"
    },
    {
      "is_primary": true,
      "skill_name": "DevOps"
    },
    {
      "is_primary": true,
      "skill_name": "Test-Driven Development"
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  "jd_role": {
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    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
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    "about_company": {
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      "word_count": 64
    },
    "archetype_override_applied": true,
    "archetype_override_matched_skills": [
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      "AWS",
      "Scrum",
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    "certifications": [
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    "roles_and_responsibilities": [
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        "word_count": 309
      }
    ],
    "urls": [
      {
        "type": "website",
        "url": "https://sssstaffingcbe.in/"
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  "rejected": false,
  "rejection_reason": null,
  "run_id": "b7c0286f-917e-45e4-850a-2ed312d4d207",
  "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": "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": "From concept to completion, you will drive the UX design process for our products, ensuring they meet user needs and business goals working closely with stakeholders cohesive and engaging user experiences.",
            "similarity": 0.6552
          },
          {
            "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, mock-ups, and prototypes that effectively communicate interaction and design ideas.",
            "similarity": 0.6127
          },
          {
            "kra_text": "Works closely with product managers and UX designers to translate requirements and wireframes into working software features through iterative development.",
            "sentence": "Lead development team in architecture and design of new features",
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        "matched_count": null,
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        "role_id": 15,
        "score": 0.6127,
        "slug": "full-stack-engineer",
        "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": "Create wireframes, mock-ups, and prototypes that effectively communicate interaction and design ideas.",
            "similarity": 0.6089
          },
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}
API 2 — extract-details
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      "alias_persist_skipped_reason": "TODO: REMOVE AFTER TESTING \u2014 alias DB write disabled",
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          "input_skill": "DevOps",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Architect",
              "id": 9,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-architect",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Infrastructure as Code",
            "id": 132,
            "rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
            "slug": "infrastructure-as-code",
            "source": "db"
          },
          "input_skill": "DevOps",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Cloud Architect",
              "id": 9,
              "rationale": null,
              "role_archetype": null,
              "slug": "cloud-architect",
              "source": "db"
            },
            {
              "display_name": "DevOps Engineer",
              "id": 10,
              "rationale": null,
              "role_archetype": null,
              "slug": "devops-engineer",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "DevOps",
      "matched_via": "alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    },
    {
      "aliases_in_db": [
        {
          "alias_text": "Test\u2010Driven Development",
          "alias_type": "CANONICAL",
          "id": 6571,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 8,
        "display_name": "Test\u2010Driven Development",
        "id": 4636,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "METHODOLOGY",
        "slug": "test-driven-development",
        "sub_category_id": 3631,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Software Concepts, Patterns \u0026 Practices",
            "id": 478,
            "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
            "slug": "software-concepts-patterns-practices",
            "source": "db"
          },
          "input_skill": "Test-Driven Development",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Engineering Manager",
              "id": 121,
              "rationale": null,
              "role_archetype": null,
              "slug": "engineering-manager",
              "source": "db"
            }
          ]
        }
      ],
      "input_skill": "Test-Driven Development",
      "matched_via": "embedding_alias",
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": null,
      "source_tag": "db",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "Kanban"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "UI/UX Designer",
    "id": 122,
    "rationale": "Domain=Tech-Adjacent; The JD is centered on UX/UI design work such as wireframes, mock-ups, prototypes, user advocacy, and design decisions, with some adjacent development responsibilities.",
    "role_archetype": null,
    "slug": "ui-ux-designer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "Agile",
      "tag": "in_db"
    },
    {
      "skill": "Scrum",
      "tag": "in_db"
    },
    {
      "skill": "Kanban",
      "tag": "new"
    },
    {
      "skill": "DevOps",
      "tag": "in_db"
    },
    {
      "skill": "Test-Driven Development",
      "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": 122,
        "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": 122,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Software Concepts, Patterns \u0026 Practices",
          "id": 478,
          "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
          "slug": "software-concepts-patterns-practices",
          "source": "db"
        },
        "dimension_id": 478,
        "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": [
          {
            "display_name": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 520,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 122,
        "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": "Scrum",
        "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": 1215,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 122,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Software Concepts, Patterns \u0026 Practices",
          "id": 478,
          "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
          "slug": "software-concepts-patterns-practices",
          "source": "db"
        },
        "dimension_id": 478,
        "input_skill": "Scrum",
        "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": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1215,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 122,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "CI/CD Pipeline Platforms",
          "id": 150,
          "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
          "slug": "ci-cd-pipeline-platforms",
          "source": "db"
        },
        "dimension_id": 150,
        "input_skill": "DevOps",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1216,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 122,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Deployment and Release Patterns",
          "id": 140,
          "rationale": "Patterns for promoting changes safely across environments, including rollout, rollback, and release gating strategies. Cloud Architects define these patterns so teams can deploy consistently across the platform.",
          "slug": "deployment-and-release-patterns",
          "source": "db"
        },
        "dimension_id": 140,
        "input_skill": "DevOps",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Cloud Architect",
            "id": 9,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-architect",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1216,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 122,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Infrastructure as Code",
          "id": 132,
          "rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
          "slug": "infrastructure-as-code",
          "source": "db"
        },
        "dimension_id": 132,
        "input_skill": "DevOps",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Cloud Architect",
            "id": 9,
            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-architect",
            "source": "db"
          },
          {
            "display_name": "DevOps Engineer",
            "id": 10,
            "rationale": null,
            "role_archetype": null,
            "slug": "devops-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1216,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 122,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Software Concepts, Patterns \u0026 Practices",
          "id": 478,
          "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
          "slug": "software-concepts-patterns-practices",
          "source": "db"
        },
        "dimension_id": 478,
        "input_skill": "Test-Driven Development",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Engineering Manager",
            "id": 121,
            "rationale": null,
            "role_archetype": null,
            "slug": "engineering-manager",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      }
    ],
    "new_skills_created": 0,
    "role_dimension_saved": 0,
    "skill_dimension_saved": 0,
    "skipped": 1
  },
  "planner_output": null,
  "run_id": "b7c0286f-917e-45e4-850a-2ed312d4d207"
}

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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