Pipeline run

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        },
        {
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    {
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        "difficulty_hint": "well_known",
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        "rationale": "Operates and integrates vendor-specific cloud compute, storage, and hosting services.",
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        "source": "db"
      },
      "input_skill": "Azure",
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      "roles_from_db": [
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          "display_name": "Fullstack Developer",
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          "slug": "full-stack-engineer",
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          "display_name": "Go Backend Developer",
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          "role_archetype": "Engineering",
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        {
          "display_name": "Node.js Backend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
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          "source": "db"
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    {
      "dimension": {
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        "rationale": "Major cloud services that provide infrastructure and managed services for AI workloads.",
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        "source": "db"
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      "input_skill": "Azure",
      "llm_role": null,
      "roles_from_db": [
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          "display_name": "AI Engineer",
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          "role_archetype": null,
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    {
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        "display_name": "Cloud Provider Platforms",
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        "rationale": "Cloud-native security platforms used to assess misconfiguration, workload exposure, and cloud control coverage. This dimension includes the major CNAPP/CSPM/CWPP vendors and cloud security services the role reviews and tunes.",
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      "roles_from_db": [
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    {
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        "rationale": "Coordinate usage, licensing, and architecture decisions for major vendor software and cloud product families.",
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        "source": "db"
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      "input_skill": "Azure",
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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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    {
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        "rationale": "Primary implementation languages for browser client code, UI logic, and shared frontend utilities. These languages are the main coding surface for building interactive web experiences in this role.",
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        "source": "db"
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      "llm_role": null,
      "roles_from_db": [
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          "source": "db"
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        {
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          "rationale": null,
          "role_archetype": null,
          "slug": "frontend-engineer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "ionic-developer",
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        {
          "display_name": "Node.js Backend Developer",
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        },
        {
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        {
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          "rationale": null,
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          "source": "db"
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        {
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        {
          "display_name": "Vue Frontend Developer",
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          "display_name": "Web Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "web-developer",
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    {
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        "difficulty_hint": "well_known",
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        "rationale": "Server frameworks and runtimes used to build HTTP services, controllers, middleware, and request pipelines. These frameworks shape how backend endpoints are structured and delivered.",
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          "display_name": "Node.js Backend Developer",
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          "display_name": "PHP Backend Developer",
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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": "Manage adoption, integration, and best practices around key software frameworks and libraries.",
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      },
      "input_skill": "Vue.js",
      "llm_role": null,
      "roles_from_db": [
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          "rationale": null,
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          "display_name": "Engineering Manager",
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          "rationale": null,
          "role_archetype": null,
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    {
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        {
          "display_name": "Hybrid Mobile Developer",
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        {
          "display_name": "Ionic Developer",
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          "slug": "ionic-developer",
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        {
          "display_name": "Web Developer",
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          "role_archetype": null,
          "slug": "web-developer",
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        }
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        "display_name": "Cloud Platforms",
        "id": 20,
        "rationale": "Underlying cloud providers that host the managed services or infrastructure used by the role, such as AWS, Azure, and GCP.",
        "slug": "cloud-platforms",
        "source": "db"
      },
      "input_skill": "AWS Lambda",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": ".NET Backend Developer",
          "id": 83,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "dotnet-backend-developer",
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        },
        {
          "display_name": "Backend 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.",
          "slug": "backend-engineer",
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        {
          "display_name": "Cyber Security Engineer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "cybersecurity-engineer",
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        },
        {
          "display_name": "Data Engineer",
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          "rationale": null,
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