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          "source": "db"
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        "role_dimension_saved": false,
        "roles_from_db": [
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            "display_name": ".NET Backend Developer",
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            "slug": "kotlin-server-backend-developer",
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            "source": "db"
          },
          {
            "display_name": "Python Backend Developer",
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            "display_name": "Scala Backend Developer",
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          "slug": "d_init_01",
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        "dimension_id": 96,
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          "rationale": "Systems programming covers low-level software development where performance, memory safety, and direct control over resources matter. Rust fits here because it is commonly used for OS-adjacent services, infrastructure components, and other performance-sensitive systems code.",
          "slug": "d_init_02",
          "source": "db"
        },
        "dimension_id": 166,
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          "source": "db"
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          "slug": "ci-cd-for-machine-learning",
          "source": "db"
        },
        "dimension_id": 56,
        "input_skill": "CI/CD",
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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": [
          {
            "display_name": "ML Engineer",
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            "rationale": null,
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          "slug": "d_init_01",
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        },
        "dimension_id": 96,
        "input_skill": "Git",
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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": "d_init_01",
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          "slug": "c-and-net-languages",
          "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": [
          {
            "display_name": ".NET Backend Developer",
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          "slug": "cross-platform-app-languages",
          "source": "db"
        },
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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            "display_name": "Hybrid Mobile Developer",
            "id": 11,
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            "display_name": "ML Engineer",
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            "rationale": null,
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            "slug": "ml-engineer",
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            "slug": "ml-ops-engineer",
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        },
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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": "d_init_01",
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      {
        "chosen_role_id": 26,
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          "difficulty_hint": "well_known",
          "display_name": "Sitecore Development Languages",
          "id": 438,
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          "slug": "sitecore-development-languages",
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        },
        "dimension_id": 438,
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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": [
          {
            "display_name": "Sitecore Dev",
            "id": 233,
            "rationale": null,
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      },
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          "display_name": "Video Codec Languages and DSLs",
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          "slug": "video-codec-languages-and-dsls",
          "source": "db"
        },
        "dimension_id": 225,
        "input_skill": "C++",
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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": [
          {
            "display_name": "Video Codec Engineer",
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            "rationale": null,
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          "source": "db"
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        "role_dimension_saved": false,
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            "display_name": "Cloud Architect",
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            "slug": "cloud-architect",
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            "display_name": "DevOps Engineer",
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        ],
        "skill_dimension_saved": true,
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          "rationale": "Kubernetes-native components used to schedule, accelerate, and isolate ML training and serving workloads. This includes GPU enablement and ML-specific controllers rather than generic cluster administration.",
          "slug": "kubernetes-for-ml-workloads",
          "source": "db"
        },
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        "input_skill": "Kubernetes",
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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": [
          {
            "display_name": "ML Engineer",
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            "role_archetype": null,
            "slug": "ml-engineer",
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          },
          {
            "display_name": "MLOps Engineer",
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            "rationale": null,
            "role_archetype": null,
            "slug": "ml-ops-engineer",
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        ],
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      },
      {
        "chosen_role_id": 26,
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          "difficulty_hint": "well_known",
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