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          "display_name": "Cross-Platform App Languages",
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          "rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
          "slug": "cross-platform-app-languages",
          "source": "db"
        },
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        "roles_from_db": [
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          "rationale": "Primary implementation languages used to build client and server feature code. Full stack engineers need enough fluency to move across layers and implement product behavior end to end.",
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          "rationale": "Languages used to build training code, inference services, evaluation jobs, and ML glue code. This is the primary implementation surface for ML engineers across experimentation and productionization.",
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        "roles_from_db": [
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        "dimension_id": 96,
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          "display_name": "Sitecore Development Languages",
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          "source": "db"
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        "dimension_id": 438,
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        "roles_from_db": [
          {
            "display_name": "Sitecore Dev",
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        "roles_from_db": [
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        "roles_from_db": [
          {
            "display_name": "Cloud Security Engineer",
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            "role_archetype": "Engineering",
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          {
            "display_name": "Fullstack Developer",
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            "role_archetype": null,
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      {
        "chosen_role_id": 1,
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        },
        "dimension_id": 475,
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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": "Engineering Manager",
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            "rationale": null,
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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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        "matched_chosen_role": false,
        "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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          "source": "db"
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        "dimension_id": 290,
        "input_skill": "Python",
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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": "PHP and Magento Extension Points",
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        },
        "dimension_id": 391,
        "input_skill": "PHP",
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        "matched_chosen_role": false,
        "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": "Magento Dev",
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        ],
        "skill_dimension_saved": true,
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          "difficulty_hint": "well_known",
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          "source": "db"
        },
        "dimension_id": 326,
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            "display_name": "WordPress Dev",
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        ],
        "skill_dimension_saved": true,
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          "display_name": "Programming Languages \u0026 Template Languages",
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          "rationale": "The languages and domain-specific templating languages used for Drupal development and theming.",
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        "dimension_id": 359,
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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": "Drupal Dev",
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            "rationale": null,
            "role_archetype": "Engineering",
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            "source": "db"
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        ],
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        "skill_id": 2986,
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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.",
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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": "DevOps Engineer",
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            "slug": "devops-engineer",
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        "skill_id": 1216,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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            "display_name": "Cloud Architect",
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            "slug": "cloud-architect",
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          "rationale": "Declarative provisioning and environment definition tools used to codify cloud infrastructure, repeatable environments, and platform standards. Cloud Architects use these to express reference architectures and guardrails.",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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