Pipeline run

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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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        "dimension_id": 96,
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          "display_name": "Sitecore Development Languages",
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          "slug": "sitecore-development-languages",
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        "dimension_id": 438,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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        "dimension_id": 225,
        "input_skill": "C#",
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        "roles_from_db": [
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            "display_name": "Video Codec Engineer",
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          "rationale": "Server-side web frameworks and hosting models used to build HTTP APIs, middleware, filters, and request pipelines. This cluster is coherent because it defines how backend services receive, process, and return requests.",
          "slug": "asp-net-core-web-frameworks",
          "source": "db"
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        "dimension_id": 363,
        "input_skill": "MVC",
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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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        "skill_dimension_saved": true,
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          "rationale": "Structural patterns used to organize iOS code into testable, maintainable feature modules and layers. iOS engineers use these patterns to separate UI, state, and service integration concerns.",
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        "dimension_id": 94,
        "input_skill": "MVC",
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            "rationale": null,
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            "slug": "android-engineer",
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            "display_name": "iOS Developer",
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            "rationale": null,
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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,
        "input_skill": "MVC",
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          "display_name": "Native Mobile App Architecture and Dependency Injection",
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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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        "dimension_id": 273,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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            "display_name": "Native Mobile Developer",
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            "slug": "native-mobile-developer",
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        ],
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          "rationale": "Libraries and patterns used to map application objects to persistent storage and encapsulate database access. This cluster covers repository patterns, query builders, and persistence abstractions.",
          "slug": "orms-and-data-access-layers",
          "source": "db"
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        "dimension_id": 5,
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        "matched_chosen_role": true,
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            "display_name": "Python Backend Developer",
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            "role_archetype": "Engineering",
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          "rationale": "Architectural patterns for decomposed backend systems and the operational concerns they introduce. Covers service boundaries, consistency tradeoffs, retries, circuit breakers, and distributed coordination.",
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        "dimension_id": 9,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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            "rationale": null,
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            "display_name": "Scala Backend Developer",
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          "rationale": "Designing request/response shapes and the rules that govern client-server interaction. This cluster is coherent because full stack engineers often own the contract between UI behavior and backend implementation.",
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        "dimension_id": 3,
        "input_skill": "REST",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
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            "display_name": "Fullstack Developer",
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        "role_dimension_saved": false,
        "roles_from_db": [
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            "display_name": ".NET Backend Developer",
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            "display_name": "Go Backend Developer",
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            "display_name": "Kotlin Backend Developer",
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            "slug": "node-backend-developer",
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            "display_name": "PHP Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
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          {
            "display_name": "Python Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
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            "source": "db"
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            "display_name": "Ruby Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "ruby-backend-developer",
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            "display_name": "Scala Backend Developer",
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            "rationale": null,
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            "slug": "scala-backend-developer",
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        ],
        "skill_dimension_saved": true,
        "skill_id": 11,
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        "skipped_reason": null
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        "chosen_role_id": 15,
        "dimension": {
          "difficulty_hint": "well_known",
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          "id": 271,
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