Pipeline run

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        "display_name": "ASP.NET Core Web Frameworks",
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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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    {
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      "input_skill": "MVVM",
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        "display_name": "CI/CD Pipeline Platforms",
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        "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.",
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        "display_name": "CI/CD for Machine Learning",
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        "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
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        "id": 85,
        "rationale": "On-device storage used for caching, offline support, and durable client state. This cluster is coherent because iOS apps often need to preserve user progress and data when connectivity is limited.",
        "slug": "local-persistence-and-offline-behavior",
        "source": "db"
      },
      "input_skill": "Room",
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          "display_name": "Android Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "android-engineer",
          "source": "db"
        },
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          "display_name": "Flutter Developer",
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          "rationale": null,
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          "display_name": "Hybrid Mobile Developer",
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          "rationale": null,
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        },
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          "display_name": "Native Mobile Developer",
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          "display_name": "iOS Developer",
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          "rationale": null,
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        "slug": "local-persistence-and-offline-behavior",
        "source": "db"
      },
      "input_skill": "SQLite",
      "llm_role": null,
      "roles_from_db": [
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          "rationale": null,
          "role_archetype": null,
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          "rationale": null,
          "role_archetype": "Engineering",
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          "display_name": "Hybrid Mobile Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "hybrid-mobile-developer",
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          "display_name": "Native Mobile Developer",
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          "rationale": null,
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          "display_name": "React Native Developer",
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          "display_name": "iOS Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "ios-engineer",
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      ]
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      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Offline Storage and Sync",
        "id": 378,
        "rationale": "On-device storage and synchronization patterns used to keep Ionic apps usable when connectivity is limited. This cluster covers caching, queued writes, and restoring client state after reconnecting.",
        "slug": "offline-storage-and-sync",
        "source": "db"
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      "input_skill": "SQLite",
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          "rationale": null,
          "role_archetype": null,
          "slug": "ionic-developer",
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      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Cloud Platforms \u0026 Managed Services",
        "id": 221,
        "rationale": "Operates and integrates vendor-specific cloud compute, storage, and hosting services.",
        "slug": "cloud-platforms-managed-services",
        "source": "db"
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      "input_skill": "Firebase",
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          "rationale": null,
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          "slug": "full-stack-engineer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "go-backend-developer",
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        "display_name": "Vendor Product Ecosystems",
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        "rationale": "Leverages vendor-specific product families to build, deploy, and integrate cross-platform mobile applications.",
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          "role_archetype": "A Backend Engineer designs, builds, and maintains the server-side logic and data handling that power applications and services. They focus on implementing reliable business functionality, integrating with other systems, and ensuring the backend is scalable, maintainable, and observable.",
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          "display_name": "Fullstack Developer",
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          "rationale": null,
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      ]
    },
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      "dimension": {
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        "display_name": "API Interface and Contract Design",
        "id": 289,
        "rationale": "Designing backend service interfaces and contracts that other systems consume, including endpoint and operation shape, request/response payloads, schema and validation, pagination, filtering, idempotency, versioning, status codes, and backward compatibility across REST, GraphQL, gRPC, and OpenAPI-based APIs.",
        "slug": "api-interface-and-contract-design",
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          "rationale": null,
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          "display_name": "Kotlin Backend Developer",
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          "rationale": null,
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          "display_name": "PHP Backend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
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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,
          "role_archetype": "Engineering",
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      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Integration Protocols \u0026 Standards",
        "id": 271,
        "rationale": "Standards and protocols for integrating Pega applications.",
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        "source": "db"
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      "input_skill": "REST",
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      "roles_from_db": [
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          "display_name": "Pega Developer",
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          "slug": "pega-developer",
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      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Standards \u0026 Protocols Compliance",
        "id": 452,
        "rationale": "Encompasses key web and data standards, protocols, and compliance requirements relevant to Sitecore implementations.",
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        "source": "db"
      },
      "input_skill": "REST",
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      "roles_from_db": [
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          "display_name": "Sitecore Dev",
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      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "External System Integrations",
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        "rationale": "Connecting backend services to third-party APIs and internal enterprise systems. This includes client libraries, webhooks, retries, data mapping, and integration failure handling.",
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      "input_skill": "SOAP",
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          "rationale": "Integration work that connects storefronts and apps to external business systems through Shopify interfaces. This cluster is central because Shopify Dev often wires store behavior to inventory, ERP, CRM, and fulfillment systems.",
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        },
        "dimension_id": 427,
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          "rationale": "Building interactive web user interfaces with React.js, including component composition, state management, hooks, and rendering patterns. React.js belongs here because it is a core library for client-side UI development in modern web applications.",
          "slug": "d_init_01",
          "source": "db"
        },
        "dimension_id": 96,
        "input_skill": "Git",
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        "matched_chosen_role": false,
        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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        "roles_from_db": [],
        "skill_dimension_saved": true,
        "skill_id": 1002,
        "skill_tag": "in_db",
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          "display_name": "CI/CD Pipeline Platforms",
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          "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",
          "source": "db"
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        "dimension_id": 150,
        "input_skill": "GitHub",
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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,
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            "display_name": "DevOps Engineer",
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        "skill_dimension_saved": true,
        "skill_id": 280,
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        "skipped_reason": null
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          "source": "db"
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        "dimension_id": 56,
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        "llm_role": null,
        "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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          "slug": "local-persistence-and-offline-behavior",
          "source": "db"
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        "dimension_id": 85,
        "input_skill": "Room",
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
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        "skill_id": 938,
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          "slug": "local-persistence-and-offline-behavior",
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        "dimension_id": 85,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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            "display_name": "Go Backend Developer",
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            "rationale": null,
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            "display_name": "Node.js Backend Developer",
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        "skill_dimension_saved": true,
        "skill_id": 2468,
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        "dimension_id": 385,
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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": "Ionic Developer",
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            "slug": "ionic-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,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
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            "display_name": "Backend Developer",
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            "slug": "backend-engineer",
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            "display_name": "Fullstack Developer",
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            "slug": "full-stack-engineer",
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          "slug": "api-interface-and-contract-design",
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        "dimension_id": 289,
        "input_skill": "REST",
        "llm_role": null,
        "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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            "rationale": null,
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