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Pipeline run

58f06eb4-a443-4fc9-9a1d-eb2cf16485e1

Pipeline LLM cost (USD)
API 1: $0.0100 API 2: $0.0001 API 3: $0.0000 Total: $0.0101

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 · API and service implementation
Build and standardize data-driven design automation by modeling design data (XML/HDL), generating code from it, and working with design engineers to automate workflows. Also define the software architecture, coding principles, QA, and documentation for these implementations.
""Create data structure to hold design data, fill them with formalized data (e.g. XML, HDL-Models), and generate code out of it.""
Tech stack maturity
Modern Cloud Native
Backend development today is typically built around cloud-hosted services, containers, CI/CD, and distributed systems, but AI is usually only an optional integration rather than the core of the role.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.80 / 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 (2)
XML HDL
Skill cluster (1 dimension groups, role-scoped)
Cross-cutting / unaligned
XML HDL
Show KRA description ↓
Key responsibilities in your new role • Infineon developed a strategy and an infrastructure supporting that strategy that significantly boosts design productivity. • Infineon searches a person that drives this new methodology forward – in application and in infrastructure: • Create data structure to hold design data, fill them with formalized data (e.g. XML, HDL-Models), and generate code out of it. • Develop with design engineers methods, that could further automate their jobs and help them to implement the methods quickly • Generalize implementation and structure it following state-of-the-art software concepts • Define architecture, coding principle, QA strategy and documentation plans for the implementations mentioned above

Signals

Skill pega-developer
0.50
Alias
KRA angular-frontend-developer
0.50

Post-classification

Centroidupdated · n=1763
Alias collision log
New-role queue
New skills captured1
New KRA capturedyes

Captured for admin review

HDL primary Backend Developer pending
R&R fragment (sim 0.00) Backend Developer pending

Key responsibilities in your new role • Infineon developed a strategy and an infrastructure supporting that strategy that significantly boosts design productivity. • Infineon searches a person that d…

Status: completed Created: 2026-05-27T17:40:57.027667Z Updated: 2026-06-07T08:00:56.241190Z API 3 duration: 1375 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

Backend Developer

domain · Software Engineering CASE DOMAIN

slug: backend-engineer · id: 1 · source: db

Domain=Software Engineering; The role centers on building data structures, generating code from formalized data, and defining software architecture and QA/doc standards, which best matches backend/software engineering.

Matched skills

XMLHDL-Modelssoftware conceptsarchitecturecoding principleQA strategydocumentation plans

Matched dimensions

Data Modeling and Code GenerationSoftware AutomationSoftware Architecture and StandardsDeveloper Productivity Engineering

Matched KRAs

Create data structure to hold design datafill them with formalized datagenerate code out of itDevelop with design engineers methodsfurther automate their jobsimplement the methods quicklyGeneralize implementation and structure itDefine architecture, coding principle, QA strategy and documentation plans

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

Infineon is advancing design productivity with a robust strategy and supporting infrastructure, and we are seeking a professional to lead this innovative methodology. The role involves creating structured data frameworks, formalizing design data using models like XML and HDL, and generating code to streamline processes. You will collaborate with design engineers to develop automation methods, define architecture and coding principles, and establish QA strategies and documentation plans—all while applying state-of-the-art software concepts.

Your Role

Key responsibilities in your new role

• Infineon developed a strategy and an infrastructure supporting that strategy that significantly boosts design productivity.
• Infineon searches a person that drives this new methodology forward – in application and in infrastructure:
• Create data structure to hold design data, fill them with formalized data (e.g. XML, HDL-Models), and generate code out of it.
• Develop with design engineers methods, that could further automate their jobs and help them to implement the methods quickly
• Generalize implementation and structure it following state-of-the-art software concepts
• Define architecture, coding principle, QA strategy and documentation plans for the implementations mentioned above


Your Profile

Qualifications And Skills To Help You Succeed

• Experienced in designing/ coding in software
• Good understanding of data structures & algorithms
• Hands on experience in C++ (Object Oriented Concepts)/Python/.Net
• Exposure to Unix/ Linux Platforms
• Knowhow in digital design and a hardware description/verification language (VHDL/E or System Verilog) preferred
• Understanding of UML modelling language preferred


#WeAreIn for driving decarbonization and digitalization.

As a global leader in semiconductor solutions in power systems and IoT, Infineon enables game-changing solutions for green and efficient energy, clean and safe mobility, as well as smart and secure IoT. Together, we drive innovation and customer success, while caring for our people and empowering them to reach ambitious goals. Be a part of making life easier, safer and greener.

Are you in?

We are on a journey to create the best Infineon for everyone.

This means we embrace diversity and inclusion and welcome everyone for who they are. At Infineon, we offer a working environment characterized by trust, openness, respect and tolerance and are committed to give all applicants and employees equal opportunities. We base our recruiting decisions on the applicant´s experience and skills. Learn more about our various contact channels.

Please let your recruiter know if they need to pay special attention to something in order to enable your participation in the interview process.

Click here for more information about Diversity & Inclusion at Infineon.

Skills from this JD

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

XML Primary Library skill API 3: existing canonical (in_db) Existing skill (matched library)
Canonical: XML id=1636 · xml

Aliases — catalog

  • XML (CANONICAL) primary

Context tags (catalog)

Atom DOM DTD Data Interchange Data Serialization JSON Markup Language Namespaces Parsing RSS SAX SOAP SVG Serialization Well-formed XML Schema XPath XQuery XSLT

Stored enrichment (catalog DB)

Category
Format
Sub-category
Markup Format
Confidence
0.99
Version strategy
NOT_APPLICABLE

Maturity reasoning: XML remains a common requirement in JDs for enterprise integration, SOAP, RSS, and config files; it’s still widely supported across major platforms rather than being sunset or replaced outright.

Skill profile (library / DB)

Skill nature
STANDARD
Volatility
STABLE
Typical lifespan
EVERGREEN
Category id
4
Sub-category id
689
Extractable
True
Also category
False

Dimensions (API 2 worklist)

  • Integration Protocols & Standards Catalog dimension db id 271

    Library dimension (catalog)

    Roles linked in library: Pega Developer

  • React Frontend Development Catalog dimension db id 96

    Library dimension (catalog)

API 3 link attempts (this skill)

Dimension Skill↔dim Role↔dim Outcome
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
HDL 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
Programming Languages
Sub-category
general
Skill nature
LANGUAGE
Volatility
STABLE
Typical lifespan
EVERGREEN
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
XML in_db
Integration Protocols & Standards
integration-protocols-standards
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)
XML in_db
React Frontend Development
d_init_01
Existing dimension (library) · Role↔dimension skipped (dimension not under chosen role)

Library artifacts (this run)

Kind Detail DB id
canonical_skill_proposed HDL | type=Programming Languages subtype=general nature=LANGUAGE lifespan=EVERGREEN
nano JD Parser — gpt-4.1-nano click to toggle
RoleProfessional to lead innovative methodology
CompanyInfineon
DomainSoftware & SaaS Products
JD type pass
Show raw JSON
{
  "JD_type": "pass",
  "about_company": {
    "source_marker": {
      "first_5_words": "As a global leader in",
      "last_5_words": "easier, safer and greener."
    },
    "text": "As a global leader in semiconductor solutions in power systems and IoT, Infineon enables game-changing solutions for green and efficient energy, clean and safe mobility, as well as smart and secure IoT. Together, we drive innovation and customer success, while caring for our people and empowering them to reach ambitious goals. Be a part of making life easier, safer and greener.",
    "word_count": 64
  },
  "certifications": [],
  "company_name": "Infineon",
  "ctc": null,
  "domain": {
    "primary": {
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      "domain": "Software \u0026 SaaS Products"
    },
    "secondary": null
  },
  "education": [],
  "experience": {
    "max": null,
    "min": null,
    "raw": null
  },
  "job_locations": [],
  "role": "Professional to lead innovative methodology",
  "role_aliases": [
    "Methodology Lead",
    "Design Automation Engineer",
    "Software Engineer"
  ],
  "role_archetype": "Engineering",
  "roles_and_responsibilities": [
    {
      "bullet_count": 6,
      "heading": "Your Role",
      "heading_was_present": true,
      "source_marker": {
        "first_5_words": "Key responsibilities in your new",
        "last_5_words": "and documentation plans for the implementations mentioned above"
      },
      "text": "Key responsibilities in your new role\n\n\u2022 Infineon developed a strategy and an infrastructure supporting that strategy that significantly boosts design productivity.\n\u2022 Infineon searches a person that drives this new methodology forward \u2013 in application and in infrastructure:\n\u2022 Create data structure to hold design data, fill them with formalized data (e.g. XML, HDL-Models), and generate code out of it.\n\u2022 Develop with design engineers methods, that could further automate their jobs and help them to implement the methods quickly\n\u2022 Generalize implementation and structure it following state-of-the-art software concepts\n\u2022 Define architecture, coding principle, QA strategy and documentation plans for the implementations mentioned above",
      "word_count": 104
    }
  ],
  "urls": []
}
API 1 — extract-from-jd click to toggle
{
  "final_skills": [
    {
      "is_primary": true,
      "skill_name": "XML"
    },
    {
      "is_primary": true,
      "skill_name": "HDL"
    }
  ],
  "jd_role": {
    "display_name": "Professional to lead innovative methodology",
    "rationale": null,
    "role_aliases": [
      "Methodology Lead",
      "Design Automation Engineer",
      "Software Engineer"
    ],
    "role_archetype": "Engineering",
    "slug": ""
  },
  "nano_parsed": {
    "JD_type": "pass",
    "about_company": {
      "source_marker": {
        "first_5_words": "As a global leader in",
        "last_5_words": "easier, safer and greener."
      },
      "text": "As a global leader in semiconductor solutions in power systems and IoT, Infineon enables game-changing solutions for green and efficient energy, clean and safe mobility, as well as smart and secure IoT. Together, we drive innovation and customer success, while caring for our people and empowering them to reach ambitious goals. Be a part of making life easier, safer and greener.",
      "word_count": 64
    },
    "certifications": [],
    "company_name": "Infineon",
    "ctc": null,
    "domain": {
      "primary": {
        "aliases": [
          "Semiconductor Solutions",
          "Power Systems",
          "IoT"
        ],
        "domain": "Software \u0026 SaaS Products"
      },
      "secondary": null
    },
    "education": [],
    "experience": {
      "max": null,
      "min": null,
      "raw": null
    },
    "job_locations": [],
    "role": "Professional to lead innovative methodology",
    "role_aliases": [
      "Methodology Lead",
      "Design Automation Engineer",
      "Software Engineer"
    ],
    "role_archetype": "Engineering",
    "roles_and_responsibilities": [
      {
        "bullet_count": 6,
        "heading": "Your Role",
        "heading_was_present": true,
        "source_marker": {
          "first_5_words": "Key responsibilities in your new",
          "last_5_words": "and documentation plans for the implementations mentioned above"
        },
        "text": "Key responsibilities in your new role\n\n\u2022 Infineon developed a strategy and an infrastructure supporting that strategy that significantly boosts design productivity.\n\u2022 Infineon searches a person that drives this new methodology forward \u2013 in application and in infrastructure:\n\u2022 Create data structure to hold design data, fill them with formalized data (e.g. XML, HDL-Models), and generate code out of it.\n\u2022 Develop with design engineers methods, that could further automate their jobs and help them to implement the methods quickly\n\u2022 Generalize implementation and structure it following state-of-the-art software concepts\n\u2022 Define architecture, coding principle, QA strategy and documentation plans for the implementations mentioned above",
        "word_count": 104
      }
    ],
    "urls": []
  },
  "rejected": false,
  "rejection_reason": null,
  "run_id": "58f06eb4-a443-4fc9-9a1d-eb2cf16485e1",
  "stage3_signals": {
    "alias_found": false,
    "alias_match_roles": [],
    "kra_match_roles": [
      {
        "display_name": "Angular Frontend Developer",
        "kra_matches": [
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Define architecture, coding principle, QA strategy and documentation plans for the implementations mentioned above",
            "similarity": 0.5591
          },
          {
            "kra_text": "collaboration with design and QA",
            "sentence": "Develop with design engineers methods, that could further automate their jobs and help them to implement the methods quickly",
            "similarity": 0.4663
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Generalize implementation and structure it following state-of-the-art software concepts",
            "similarity": 0.4613
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 90,
        "score": 0.4955,
        "slug": "angular-frontend-developer",
        "total_count": null
      },
      {
        "display_name": "Flutter Developer",
        "kra_matches": [
          {
            "kra_text": "structure reusable application code",
            "sentence": "Generalize implementation and structure it following state-of-the-art software concepts",
            "similarity": 0.4785
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Develop with design engineers methods, that could further automate their jobs and help them to implement the methods quickly",
            "similarity": 0.4656
          },
          {
            "kra_text": "collaborate with design, product, and backend teams",
            "sentence": "Define architecture, coding principle, QA strategy and documentation plans for the implementations mentioned above",
            "similarity": 0.4121
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 74,
        "score": 0.4521,
        "slug": "flutter-developer",
        "total_count": null
      },
      {
        "display_name": "AI Engineer",
        "kra_matches": [
          {
            "kra_text": "Designs and implements prompt engineering workflows, few-shot examples, chain-of-thought patterns, and structured output parsing for AI feature pipelines.",
            "sentence": "Develop with design engineers methods, that could further automate their jobs and help them to implement the methods quickly",
            "similarity": 0.4657
          },
          {
            "kra_text": "Designs and implements prompt engineering workflows, few-shot examples, chain-of-thought patterns, and structured output parsing for AI feature pipelines.",
            "sentence": "Create data structure to hold design data, fill them with formalized data (e.g. XML, HDL-Models), and generate code out of it.",
            "similarity": 0.4522
          },
          {
            "kra_text": "Documents AI feature capabilities, known limitations, failure modes, prompt versioning, and operational runbooks for engineering and product teams.",
            "sentence": "Define architecture, coding principle, QA strategy and documentation plans for the implementations mentioned above",
            "similarity": 0.4018
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 13,
        "score": 0.4399,
        "slug": "ai-engineer",
        "total_count": null
      },
      {
        "display_name": "Node.js Backend Developer",
        "kra_matches": [
          {
            "kra_text": "code review and refactoring",
            "sentence": "Generalize implementation and structure it following state-of-the-art software concepts",
            "similarity": 0.4613
          },
          {
            "kra_text": "code review and refactoring",
            "sentence": "Define architecture, coding principle, QA strategy and documentation plans for the implementations mentioned above",
            "similarity": 0.4238
          },
          {
            "kra_text": "data modeling and persistence access",
            "sentence": "Create data structure to hold design data, fill them with formalized data (e.g. XML, HDL-Models), and generate code out of it.",
            "similarity": 0.4237
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 82,
        "score": 0.4362,
        "slug": "node-backend-developer",
        "total_count": null
      },
      {
        "display_name": "Ruby Backend Developer",
        "kra_matches": [
          {
            "kra_text": "refactoring and code organization",
            "sentence": "Generalize implementation and structure it following state-of-the-art software concepts",
            "similarity": 0.4984
          },
          {
            "kra_text": "performance and reliability improvements",
            "sentence": "Infineon developed a strategy and an infrastructure supporting that strategy that significantly boosts design productivity.",
            "similarity": 0.4156
          },
          {
            "kra_text": "refactoring and code organization",
            "sentence": "Define architecture, coding principle, QA strategy and documentation plans for the implementations mentioned above",
            "similarity": 0.3902
          }
        ],
        "matched_count": null,
        "matched_skills": null,
        "role_id": 85,
        "score": 0.4347,
        "slug": "ruby-backend-developer",
        "total_count": null
      }
    ],
    "skill_match_roles": [
      {
        "display_name": "Pega Developer",
        "kra_matches": null,
        "matched_count": 1,
        "matched_skills": [
          "XML"
        ],
        "role_id": 24,
        "score": 0.5,
        "slug": "pega-developer",
        "total_count": 2
      }
    ]
  },
  "stage4_decision": {
    "alias_collision_detected": false,
    "case": "DOMAIN",
    "chosen_role": {
      "display_name": "Backend Developer",
      "kra_matches": null,
      "matched_count": null,
      "matched_skills": null,
      "role_id": 1,
      "score": 0.88,
      "slug": "backend-engineer",
      "total_count": null
    },
    "confidence": 0.88,
    "is_new_role": false,
    "llm2_fired": false,
    "llm2_reasoning": null,
    "matched_dimensions": [
      "Data Modeling and Code Generation",
      "Software Automation",
      "Software Architecture and Standards",
      "Developer Productivity Engineering"
    ],
    "matched_kras": [
      "Create data structure to hold design data",
      "fill them with formalized data",
      "generate code out of it",
      "Develop with design engineers methods",
      "further automate their jobs",
      "implement the methods quickly",
      "Generalize implementation and structure it",
      "Define architecture, coding principle, QA strategy and documentation plans"
    ],
    "matched_skills": [
      "XML",
      "HDL-Models",
      "software concepts",
      "architecture",
      "coding principle",
      "QA strategy",
      "documentation plans"
    ],
    "new_role_display_name": null,
    "new_role_slug": null,
    "queued": false,
    "reasoning": "Domain=Software Engineering; The role centers on building data structures, generating code from formalized data, and defining software architecture and QA/doc standards, which best matches backend/software engineering.",
    "sub_role": null
  },
  "stage5_updates": {
    "centroid_n_after": 1763,
    "centroid_updated": true,
    "collision_log_id": null,
    "new_kra_attached": {
      "best_kra_similarity": 0.0,
      "queue_id": 1978,
      "r_and_r_preview": "Key responsibilities in your new role\n\n\u2022 Infineon developed a strategy and an infrastructure supporting that strategy that significantly boosts design productivity.\n\u2022 Infineon searches a person that d",
      "role_display_name": "Backend Developer",
      "role_slug": "backend-engineer",
      "status": "pending"
    },
    "new_skills_attached": [
      {
        "is_primary": true,
        "queue_id": 25370,
        "role_display_name": "Backend Developer",
        "role_slug": "backend-engineer",
        "skill_name": "HDL",
        "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": 2600,
      "existing_alias_text": "XML",
      "input_term": "XML",
      "matched_canonical": {
        "category_id": 4,
        "display_name": "XML",
        "id": 1636,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "STANDARD",
        "slug": "xml",
        "sub_category_id": 689,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "matched_via": "alias"
    }
  ],
  "candidate_roles": [
    {
      "display_name": "Pega Developer",
      "id": 24,
      "rationale": null,
      "role_archetype": null,
      "slug": "pega-developer",
      "source": "db"
    }
  ],
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The role centers on building data structures, generating code from formalized data, and defining software architecture and QA/doc standards, which best matches backend/software engineering.",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "dimensions": [
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      "dimension": {
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        "display_name": "Integration Protocols \u0026 Standards",
        "id": 271,
        "rationale": "Standards and protocols for integrating Pega applications.",
        "slug": "integration-protocols-standards",
        "source": "db"
      },
      "input_skill": "XML",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Pega Developer",
          "id": 24,
          "rationale": null,
          "role_archetype": null,
          "slug": "pega-developer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
        "id": 96,
        "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
        "slug": "d_init_01",
        "source": "db"
      },
      "input_skill": "XML",
      "llm_role": null,
      "roles_from_db": []
    }
  ],
  "input_final_skills": [
    "XML",
    "HDL"
  ],
  "input_llm_skills": [
    "XML",
    "HDL"
  ],
  "new_aliases_persisted": 0,
  "run_id": "58f06eb4-a443-4fc9-9a1d-eb2cf16485e1",
  "skills_detail": [
    {
      "aliases_in_db": [
        {
          "alias_text": "XML",
          "alias_type": "CANONICAL",
          "id": 2600,
          "is_primary": true,
          "match_strategy": "CASE_INSENSITIVE"
        }
      ],
      "canonical": {
        "category_id": 4,
        "display_name": "XML",
        "id": 1636,
        "is_also_category": false,
        "is_extractable": true,
        "skill_nature": "STANDARD",
        "slug": "xml",
        "sub_category_id": 689,
        "typical_lifespan": "EVERGREEN",
        "volatility": "STABLE"
      },
      "dimensions": [
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "Integration Protocols \u0026 Standards",
            "id": 271,
            "rationale": "Standards and protocols for integrating Pega applications.",
            "slug": "integration-protocols-standards",
            "source": "db"
          },
          "input_skill": "XML",
          "llm_role": null,
          "roles_from_db": [
            {
              "display_name": "Pega Developer",
              "id": 24,
              "rationale": null,
              "role_archetype": null,
              "slug": "pega-developer",
              "source": "db"
            }
          ]
        },
        {
          "dimension": {
            "difficulty_hint": "well_known",
            "display_name": "React Frontend Development",
            "id": 96,
            "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
            "slug": "d_init_01",
            "source": "db"
          },
          "input_skill": "XML",
          "llm_role": null,
          "roles_from_db": []
        }
      ],
      "input_skill": "XML",
      "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": "HDL",
      "matched_via": null,
      "new_alias_persisted": false,
      "new_alias_text": null,
      "new_skill_meta": {
        "derived": {
          "category": "Programming Languages",
          "skill_nature": "LANGUAGE",
          "sub_category": "general",
          "typical_lifespan": "EVERGREEN",
          "version_strategy": "UNVERSIONED",
          "volatility": "STABLE"
        },
        "enrichment": null,
        "keep_log": [],
        "locked_dimensions": [],
        "merge_log": [],
        "placed": null,
        "relationships": null,
        "skill_id": "hdl",
        "split_log": [],
        "typed": null,
        "warnings": []
      },
      "source_tag": "llm",
      "was_in_llm_skills": true
    }
  ],
  "unmatched_skills": [
    "HDL"
  ]
}
API 3 — final-role-output
{
  "chosen_role": {
    "display_name": "Backend Developer",
    "id": 1,
    "rationale": "Domain=Software Engineering; The role centers on building data structures, generating code from formalized data, and defining software architecture and QA/doc standards, which best matches backend/software engineering.",
    "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
    "slug": "backend-engineer",
    "source": "db"
  },
  "chosen_role_resolution": "in_db",
  "final_input_skills": [
    {
      "skill": "XML",
      "tag": "in_db"
    },
    {
      "skill": "HDL",
      "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": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Integration Protocols \u0026 Standards",
          "id": 271,
          "rationale": "Standards and protocols for integrating Pega applications.",
          "slug": "integration-protocols-standards",
          "source": "db"
        },
        "dimension_id": 271,
        "input_skill": "XML",
        "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": "Pega Developer",
            "id": 24,
            "rationale": null,
            "role_archetype": null,
            "slug": "pega-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
        "skill_id": 1636,
        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
        "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": "XML",
        "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": 1636,
        "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": "58f06eb4-a443-4fc9-9a1d-eb2cf16485e1"
}