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        "rationale": "Encompasses key web and data standards, protocols, and compliance requirements relevant to Sitecore implementations.",
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          "display_name": "Hybrid Mobile Developer",
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          "rationale": null,
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          "display_name": "iOS Developer",
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        "display_name": "Native Mobile Build and Release Tooling",
        "id": 272,
        "rationale": "Tooling used to compile, sign, package, version, and automate release-ready builds for native mobile apps across iOS and Android. This cluster includes platform-specific build systems and release automation used to produce reproducible app artifacts and prepare internal or public release candidates.",
        "slug": "native-mobile-build-and-release-tooling",
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      "input_skill": "Gradle",
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          "display_name": "Flutter Developer",
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          "rationale": null,
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        },
        {
          "display_name": "Native Mobile Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "native-mobile-developer",
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        },
        {
          "display_name": "React Native Developer",
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          "rationale": null,
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      ]
    },
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      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "AI Governance and Model Security",
        "id": 50,
        "rationale": "Controls and documentation used to make models safer, auditable, and compliant. ML engineers use this to manage model risk, supply chain integrity, and governance requirements.",
        "slug": "ai-governance-and-model-security",
        "source": "db"
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      "input_skill": "Machine Learning",
      "llm_role": null,
      "roles_from_db": [
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          "display_name": "AI Engineer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "ai-engineer",
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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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        {
          "display_name": "MLOps Engineer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "ml-ops-engineer",
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