Pipeline run

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        "source": "db"
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        {
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          "role_archetype": null,
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          "display_name": "Web Developer",
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          "rationale": null,
          "role_archetype": null,
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          "rationale": null,
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      "input_skill": "JavaScript",
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          "rationale": null,
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    {
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        "difficulty_hint": "well_known",
        "display_name": "Sitecore Development Languages",
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    {
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        "id": 20,
        "rationale": "Underlying cloud providers that host the managed services or infrastructure used by the role, such as AWS, Azure, and GCP.",
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        "source": "db"
      },
      "input_skill": "Azure",
      "llm_role": null,
      "roles_from_db": [
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          "rationale": null,
          "role_archetype": "Engineering",
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        {
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        {
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          "rationale": null,
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        {
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          "rationale": null,
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          "role_archetype": "Engineering",
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        {
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        {
          "display_name": "Kotlin Backend Developer",
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        {
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        {
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          "rationale": null,
          "role_archetype": "Engineering",
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        {
          "display_name": "Scala Backend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
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        "difficulty_hint": "well_known",
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        "rationale": "Operates and integrates vendor-specific cloud compute, storage, and hosting services.",
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        "source": "db"
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      "roles_from_db": [
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          "rationale": null,
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        {
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          "rationale": null,
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        {
          "display_name": "Node.js Backend Developer",
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          "role_archetype": "Engineering",
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      "input_skill": "Azure",
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        "source": "db"
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      "roles_from_db": [
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        {
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          "rationale": null,
          "role_archetype": null,
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    },
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      "roles_from_db": [
        {
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          "rationale": null,
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        {
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          "rationale": null,
          "role_archetype": null,
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        },
        {
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          "rationale": null,
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        "rationale": "Structural patterns for organizing large client applications into maintainable modules, layers, and feature boundaries. Senior frontend engineers often own these decisions to keep UI code scalable over time.",
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      "roles_from_db": [
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          "role_archetype": null,
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          "rationale": null,
          "role_archetype": "Engineering",
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        {
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          "rationale": null,
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        {
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          "rationale": null,
          "role_archetype": "Engineering",
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        },
        {
          "display_name": "Web Developer",
          "id": 25,
          "rationale": null,
          "role_archetype": null,
          "slug": "web-developer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "CI/CD Pipeline Platforms",
        "id": 150,
        "rationale": "Systems used to define, run, and maintain automated build and deployment workflows. This cluster is coherent because the role owns delivery automation end to end, including pipeline reliability and promotion logic.",
        "slug": "ci-cd-pipeline-platforms",
        "source": "db"
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      "input_skill": "CI/CD",
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      "roles_from_db": [
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          "display_name": "DevOps Engineer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "devops-engineer",
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      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "CI/CD for Machine Learning",
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        "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
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        "source": "db"
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      "input_skill": "CI/CD",
      "llm_role": null,
      "roles_from_db": [
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          "display_name": "ML Engineer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "ml-engineer",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "AI Governance and Model Security",
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        "source": "db"
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      "input_skill": "Machine Learning",
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      "roles_from_db": [
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          "rationale": null,
          "role_archetype": null,
          "slug": "ai-engineer",
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        {
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          "rationale": null,
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          "slug": "ml-engineer",
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          "display_name": "MLOps Engineer",
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          "rationale": null,
          "role_archetype": null,
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        "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.",
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      "input_skill": "Machine Learning",
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    {
      "dimension": {
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        "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",
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      },
      "input_skill": "Artificial Intelligence",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Application Architecture Patterns",
        "id": 293,
        "rationale": "Structural patterns for organizing Python backend code into maintainable modules, layers, and feature boundaries. This is a coherent cluster because senior backend developers are expected to refactor and shape service internals over time.",
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      },
      "input_skill": "SOLID",
      "llm_role": null,
      "roles_from_db": [
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          "display_name": ".NET Backend Developer",
          "id": 83,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "dotnet-backend-developer",
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        },
        {
          "display_name": "Python Backend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "python-backend-developer",
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      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Service Architecture and Design Patterns",
        "id": 18,
        "rationale": "Reusable backend design patterns used to structure service code and boundaries. Covers layering, dependency management, domain modeling, and maintainable service organization.",
        "slug": "service-architecture-and-design-patterns",
        "source": "db"
      },
      "input_skill": "SOLID",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Backend Developer",
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        "dimension_id": 293,
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        "skill_dimension_saved": true,
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          "rationale": "Component frameworks and rendering models used to build browser screens, reusable UI, and interactive client flows. This is a core cluster because frontend engineers spend much of their time composing and updating view hierarchies.",
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