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        "slug": "d_init_01",
        "source": "db"
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        "source": "db"
      },
      "input_skill": "C#",
      "llm_role": null,
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          "rationale": null,
          "role_archetype": "Engineering",
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        "source": "db"
      },
      "input_skill": "C#",
      "llm_role": null,
      "roles_from_db": [
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          "rationale": null,
          "role_archetype": null,
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        "source": "db"
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      "input_skill": "MVC",
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      "roles_from_db": [
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          "role_archetype": null,
          "slug": "android-engineer",
          "source": "db"
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        {
          "display_name": "iOS Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "ios-engineer",
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        "display_name": "Application Architecture and Code Organization",
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        "rationale": "Structural patterns for organizing product code into maintainable modules, layers, and feature boundaries. Full stack engineers need this to keep cross-layer feature work understandable as the product grows.",
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        "source": "db"
      },
      "input_skill": "MVC",
      "llm_role": null,
      "roles_from_db": [
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          "role_archetype": "Engineering",
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        {
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        "source": "db"
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      "input_skill": "MVC",
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      ]
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    {
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        "difficulty_hint": "well_known",
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        "rationale": "Primary implementation languages and runtime features used to build backend service logic in the .NET ecosystem. This is the core coding surface for request handling, domain logic, and service internals.",
        "slug": "c-and-net-languages",
        "source": "db"
      },
      "input_skill": ".NET Core",
      "llm_role": null,
      "roles_from_db": [
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        "source": "db"
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      "roles_from_db": [
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    {
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      "input_skill": "GitLab",
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        "rationale": "Modeling and tuning relational persistence for backend features. PHP backend developers need this to shape schemas, indexes, transactions, and query-aware data structures that support application behavior.",
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          "display_name": "PHP Backend Developer",
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        "slug": "relational-database-design",
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      "input_skill": "PostgreSQL",
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          "display_name": ".NET Backend Developer",
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        "source": "db"
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      "dimension": {
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        "source": "db"
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      "input_skill": "Angular",
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      ]
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        "rationale": "Covers the primary software frameworks and libraries often used alongside Sitecore for building and enhancing site experiences.",
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      "input_skill": "Angular",
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      "input_skill": "Angular",
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      "input_skill": "Angular",
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            "slug": "ios-engineer",
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        "skill_dimension_saved": true,
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          "rationale": "Structural patterns for organizing product code into maintainable modules, layers, and feature boundaries. Full stack engineers need this to keep cross-layer feature work understandable as the product grows.",
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        "dimension_id": 220,
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          "rationale": "Structural patterns for organizing native mobile application code into maintainable, testable modules, layers, and feature boundaries. This includes app architecture patterns such as MVVM, MVC, MVI, VIPER, and Clean Architecture; dependency injection frameworks and patterns such as Hilt, Dagger, and Koin; and code organization techniques such as modularization, feature modules, repository pattern, and use-case layering to separate UI, state, data, and platform concerns across a growing codebase.",
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            "display_name": "Native Mobile Developer",
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          "slug": "c-and-net-languages",
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        "dimension_id": 362,
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            "display_name": ".NET Backend Developer",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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