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        "source": "db"
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        "skipped_reason": null
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          "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",
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        "input_skill": "CI/CD",
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        "roles_from_db": [
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        "skipped_reason": 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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          "source": "db"
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        "dimension_id": 96,
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        "roles_from_db": [
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            "role_archetype": "Engineering",
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          {
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            "slug": "data-engineer",
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            "slug": "devops-engineer",
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            "role_archetype": null,
            "slug": "full-stack-engineer",
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            "role_archetype": "Engineering",
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            "role_archetype": "Engineering",
            "slug": "kotlin-server-backend-developer",
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            "slug": "ml-ops-engineer",
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            "source": "db"
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            "role_archetype": "Engineering",
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            "display_name": "Scala Backend Developer",
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            "role_archetype": "Engineering",
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        "skipped_reason": null
      },
      {
        "chosen_role_id": 15,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cloud Platforms for AI Deployment",
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          "rationale": "Major cloud services that provide infrastructure and managed services for AI workloads.",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
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            "display_name": "AI Engineer",
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          "display_name": "Cloud Provider Platforms",
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          "rationale": "Major cloud platforms and their core service ecosystems used to design target-state architectures, choose deployment boundaries, and evaluate managed capabilities. This is the primary substrate for cloud architecture decisions.",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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        "skipped_reason": null
      },
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        "chosen_role_id": 15,
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          "display_name": "Cloud Security Posture Tools",
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          "slug": "cloud-security-posture-tools",
          "source": "db"
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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        "roles_from_db": [
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            "role_archetype": null,
            "slug": "cybersecurity-engineer",
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        "skipped_reason": null
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          "rationale": "Coordinate usage, licensing, and architecture decisions for major vendor software and cloud product families.",
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        "roles_from_db": [
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            "role_archetype": null,
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        "roles_from_db": [
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            "role_archetype": "Engineering",
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            "slug": "cybersecurity-engineer",
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          {
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            "slug": "devops-engineer",
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            "rationale": null,
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            "slug": "full-stack-engineer",
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            "role_archetype": "Engineering",
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          {
            "display_name": "Java Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
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            "display_name": "Kotlin Backend Developer",
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            "slug": "kotlin-server-backend-developer",
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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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            "role_archetype": "Engineering",
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            "display_name": "Python Backend Developer",
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            "role_archetype": "Engineering",
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          {
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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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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
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            "display_name": "Node.js Backend Developer",
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        "skipped_reason": null
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      {
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        "dimension": {
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          "rationale": "Major cloud services that provide infrastructure and managed services for AI workloads.",
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        "roles_from_db": [
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          "rationale": "Major cloud platforms and their core service ecosystems used to design target-state architectures, choose deployment boundaries, and evaluate managed capabilities. This is the primary substrate for cloud architecture decisions.",
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          "slug": "cloud-security-posture-tools",
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          "rationale": "Knowledge of major cloud and hosting vendor platforms for deploying and managing PHP applications.",
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        "input_skill": "Google Cloud",
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        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [
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            "role_archetype": "Engineering",
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        "skill_dimension_saved": false,
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          "rationale": "Major cloud platforms and their core service ecosystems used to design target-state architectures, choose deployment boundaries, and evaluate managed capabilities. This is the primary substrate for cloud architecture decisions.",
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