Pipeline run

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      "input_skill": "MVC",
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        "rationale": "Utilizing modern JavaScript frameworks and Shopify libraries to build dynamic and interactive storefronts.",
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        "rationale": "Building reusable React components, composing props and children, and managing rendering behavior across feature screens. This is the primary framework cluster for a React frontend developer.",
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        "source": "db"
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      "input_skill": "React",
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          "role_archetype": null,
          "slug": "ionic-developer",
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      "dimension": {
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      "input_skill": "Docker",
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      "input_skill": "Docker",
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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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          "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"
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      "input_skill": "Cassandra",
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    },
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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.",
        "slug": "relational-data-modeling",
        "source": "db"
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      "input_skill": "MySQL",
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          "rationale": null,
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          "display_name": "Fullstack Developer",
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          "rationale": null,
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          "slug": "full-stack-engineer",
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          "display_name": "PHP Backend Developer",
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          "display_name": ".NET Backend Developer",
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          "display_name": "Kotlin Backend Developer",
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          "display_name": "Node.js Backend Developer",
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          "rationale": null,
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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,
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          "display_name": "Scala Backend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
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        "rationale": "Working effectively with operational relational databases from Go backend services. This includes schema-aware querying, indexing awareness, transactions, and understanding how service code interacts with PostgreSQL or similar systems.",
        "slug": "relational-database-usage",
        "source": "db"
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      "input_skill": "MySQL",
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      "roles_from_db": [
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          "display_name": "Go Backend Developer",
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        "difficulty_hint": "well_known",
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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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      "input_skill": "GitLab",
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      "roles_from_db": [
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          "slug": "devops-engineer",
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        "source": "db"
      },
      "input_skill": "GitLab",
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      "roles_from_db": [
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          "slug": "ml-engineer",
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      ]
    },
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        "difficulty_hint": "well_known",
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        "id": 3,
        "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.",
        "slug": "api-design-and-contracts",
        "source": "db"
      },
      "input_skill": "REST",
      "llm_role": null,
      "roles_from_db": [
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          "display_name": "Backend Developer",
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        "roles_from_db": [
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            "rationale": null,
            "role_archetype": "Engineering",
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            "rationale": null,
            "role_archetype": "Engineering",
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            "display_name": "Kotlin Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "kotlin-server-backend-developer",
            "source": "db"
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          {
            "display_name": "ML Engineer",
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            "rationale": null,
            "role_archetype": null,
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