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          "display_name": "Sitecore Dev",
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          "display_name": "iOS Developer",
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          "rationale": null,
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        "source": "db"
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      "input_skill": "SharedPreferences",
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        "rationale": "Test tools and patterns used to validate Android UI, integration, and device behavior. This cluster is distinct because Android engineers commonly write instrumentation and UI tests alongside feature code.",
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        "rationale": "Validates Pega rules, flows, and integrations and then troubleshoots defects found in lower environments or production. This is a coherent cluster because the role is expected to verify platform behavior and fix rule-level issues.",
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      "input_skill": "Compose Testing",
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      "roles_from_db": [
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          "display_name": "Pega Developer",
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          "rationale": null,
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        "rationale": "Backend-specific test strategies used to validate service behavior and integration points. Covers automated test layers, contract checks, fixtures, and regression prevention.",
        "slug": "testing-and-quality-assurance",
        "source": "db"
      },
      "input_skill": "Compose Testing",
      "llm_role": null,
      "roles_from_db": [
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          "display_name": ".NET Backend Developer",
          "id": 83,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "dotnet-backend-developer",
          "source": "db"
        },
        {
          "display_name": "Backend Developer",
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        "dimension_id": 292,
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            "display_name": ".NET Backend Developer",
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        "role_dimension_saved": false,
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            "rationale": null,
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            "display_name": "Vue Frontend Developer",
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            "rationale": null,
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            "display_name": "Web Developer",
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            "display_name": "Go Backend Developer",
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            "rationale": null,
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        "roles_from_db": [
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