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        "slug": "cloud-security-posture-tools",
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          "role_archetype": "Engineering",
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          "role_archetype": "Engineering",
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          "role_archetype": "Engineering",
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    {
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          "display_name": "Java Backend Developer",
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          "role_archetype": "Engineering",
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          "display_name": "MLOps Engineer",
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          "display_name": "Node.js Backend Developer",
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          "display_name": "Python Backend Developer",
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          "role_archetype": "Engineering",
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          "display_name": "Scala Backend Developer",
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      "dimension": {
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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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          "display_name": "Go Backend Developer",
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          "display_name": "Node.js Backend Developer",
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    {
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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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            "source": "db"
          },
          {
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            "role_archetype": "Engineering",
            "slug": "python-backend-developer",
            "source": "db"
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            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
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        "skill_dimension_saved": true,
        "skill_id": 187,
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        "skipped_reason": null
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      {
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          "display_name": "Cloud Platforms for AI Deployment",
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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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        "roles_from_db": [
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          "source": "db"
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        "dimension_id": 64,
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        "roles_from_db": [
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        "roles_from_db": [
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        "roles_from_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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        "roles_from_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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            "slug": "ml-engineer",
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        "skill_dimension_saved": true,
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          "difficulty_hint": "well_known",
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          "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"
        },
        "dimension_id": 20,
        "input_skill": "Azure",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
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            "display_name": ".NET Backend Developer",
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