Pipeline run

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    },
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      "input_skill": "REST",
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        "rationale": "Ensure teams adhere to industry standards, security protocols, and regulatory compliance requirements.",
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      "input_skill": "REST",
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        "rationale": "Familiarity with vendor-specific hosting and backend services for deploying and scaling web applications.",
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        "source": "db"
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      "input_skill": "AWS Lambda",
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        "rationale": "Operates and integrates vendor-specific cloud compute, storage, and hosting services.",
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      "input_skill": "Amazon RDS",
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          "rationale": null,
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          "rationale": null,
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        "rationale": "Cloud-native storage and managed data services used to place workloads, choose durability tiers, and define platform boundaries. This is a coherent cluster because architects evaluate storage fit, access patterns, and managed service tradeoffs.",
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        "source": "db"
      },
      "input_skill": "Amazon S3",
      "llm_role": null,
      "roles_from_db": [
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          "display_name": "Cloud Architect",
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          "rationale": null,
          "role_archetype": null,
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    {
      "dimension": {
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        "display_name": "Cloud Storage and File Formats",
        "id": 35,
        "rationale": "Object storage and data file formats used as the physical substrate for data movement and lake-style analytics. Data engineers need these to manage landing zones, partitioned datasets, and efficient interchange.",
        "slug": "cloud-storage-and-file-formats",
        "source": "db"
      },
      "input_skill": "Amazon S3",
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      "roles_from_db": [
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          "display_name": "Data Engineer",
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          "rationale": null,
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          "slug": "data-engineer",
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    },
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      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "CI/CD Pipeline Platforms",
        "id": 150,
        "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.",
        "slug": "ci-cd-pipeline-platforms",
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