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        "source": "db"
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        "source": "db"
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      "input_skill": "REST",
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      "input_skill": "REST",
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      "input_skill": "Java",
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        "difficulty_hint": "well_known",
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        "rationale": "Programming languages and domain-specific languages used in Pega development.",
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        "rationale": "Languages used to implement data pipelines, transformations, and operational glue. This is the primary coding surface for building ingestion, enrichment, and automation logic in data engineering.",
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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",
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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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          "rationale": null,
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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",
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      "input_skill": "Agile",
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      "roles_from_db": []
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        "difficulty_hint": "well_known",
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        "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
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      "input_skill": "PCI DSS",
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        "difficulty_hint": "well_known",
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        "source": "db"
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      "input_skill": "PCI DSS",
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          "rationale": null,
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      },
      "input_skill": "PCI DSS",
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        {
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          "rationale": null,
          "role_archetype": "Engineering",
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    },
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        "difficulty_hint": "well_known",
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        "rationale": "Adhering to industry standards and regulatory compliance when designing and integrating storefront solutions.",
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      "input_skill": "PCI DSS",
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          "display_name": "Shopify Dev",
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      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Cross-Platform App Languages",
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        "rationale": "Languages used to implement shared mobile features across iOS and Android from a common codebase. This is the primary coding surface for hybrid app logic, UI behavior, and platform-specific branching.",
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      "input_skill": "C#",
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      "roles_from_db": [
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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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          "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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          "rationale": null,
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      "dimension": {
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        "display_name": "Programming Languages for ML Systems",
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          "display_name": "MLOps Engineer",
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          "rationale": null,
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      "dimension": {
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        "rationale": "Primary implementation languages used to build immersive client features, interaction logic, and device-specific runtime behavior. This is the core coding surface for AR/VR experiences.",
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        "source": "db"
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      "input_skill": "C#",
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      "roles_from_db": [
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          "display_name": "AR/VR Engineer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "ar-vr-engineer",
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      ]
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    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "React Frontend Development",
        "id": 96,
        "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"
      },
      "input_skill": "C#",
      "llm_role": null,
      "roles_from_db": []
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Sitecore Development Languages",
        "id": 438,
        "rationale": "Core implementation languages and markup used to build Sitecore customizations, rendering logic, and site behavior. This is the primary authoring surface for Sitecore-specific code and templates.",
        "slug": "sitecore-development-languages",
        "source": "db"
      },
      "input_skill": "C#",
      "llm_role": null,
      "roles_from_db": [
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          "display_name": "Sitecore Dev",
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          "rationale": null,
          "role_archetype": "Engineering",
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        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
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