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        "role_dimension_saved": false,
        "roles_from_db": [
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            "role_archetype": "Engineering",
            "slug": "php-backend-developer",
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        "skill_dimension_saved": true,
        "skill_id": 97,
        "skill_tag": "in_db",
        "skipped_reason": null
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        "input_skill": "Microsoft Azure",
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        "matched_chosen_role": true,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
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        "roles_from_db": [
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            "role_archetype": "Engineering",
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            "slug": "kotlin-server-backend-developer",
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          {
            "display_name": "ML Engineer",
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            "display_name": "MLOps Engineer",
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            "slug": "ml-ops-engineer",
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          "source": "db"
        },
        "dimension_id": 363,
        "input_skill": "ASP.NET Core",
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        "roles_from_db": [
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            "display_name": ".NET Backend Developer",
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        "roles_from_db": [
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            "display_name": "Fullstack Developer",
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        "skill_dimension_saved": true,
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          "rationale": "Familiarity with vendor-specific hosting and backend services for deploying and scaling web applications.",
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        "dimension_id": 278,
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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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            "display_name": ".NET Backend Developer",
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        "skill_dimension_saved": true,
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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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        "dimension_id": 221,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
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        "roles_from_db": [
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            "display_name": "Fullstack Developer",
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        "skill_dimension_saved": true,
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        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
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        "roles_from_db": [
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            "display_name": "Cyber Security Engineer",
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        "dimension_id": 427,
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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": "Shopify Dev",
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            "rationale": null,
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        ],
        "skill_dimension_saved": true,
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          "rationale": "Identity, session, and access-control mechanisms used to protect PHP backend resources. This includes login flows, token handling, role checks, permissions, and policy enforcement in server-side code.",
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        "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": [
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            "display_name": ".NET Backend Developer",
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            "role_archetype": "Engineering",
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            "display_name": "PHP Backend Developer",
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            "role_archetype": "Engineering",
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          "rationale": "Sign-in and identity-related integration work for Drupal sites, including external identity providers and session-related behavior. This is distinct from general permissions because it focuses on how users authenticate and federate into the site.",
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        },
        "dimension_id": 351,
        "input_skill": "OpenID Connect",
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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": [
          {
            "display_name": "Drupal Dev",
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            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "drupal-dev",
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        ],
        "skill_dimension_saved": true,
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        "skill_tag": "in_db",
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