Pipeline run

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          "source": "db"
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        "role_dimension_saved": false,
        "roles_from_db": [
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            "display_name": ".NET Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
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          },
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            "slug": "data-engineer",
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          },
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            "slug": "devops-engineer",
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            "slug": "full-stack-engineer",
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            "source": "db"
          },
          {
            "display_name": "Java Backend Developer",
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            "rationale": null,
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            "source": "db"
          },
          {
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            "slug": "kotlin-server-backend-developer",
            "source": "db"
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            "role_archetype": null,
            "slug": "ml-ops-engineer",
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          },
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            "role_archetype": "Engineering",
            "slug": "node-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Python Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "python-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "scala-backend-developer",
            "source": "db"
          }
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        "skill_dimension_saved": true,
        "skill_id": 186,
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        "skipped_reason": null
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      {
        "chosen_role_id": 9,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cloud Platforms for AI Deployment",
          "id": 211,
          "rationale": "Major cloud services that provide infrastructure and managed services for AI workloads.",
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          "source": "db"
        },
        "dimension_id": 211,
        "input_skill": "GCP",
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        "role_dimension_saved": false,
        "roles_from_db": [
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            "slug": "ai-engineer",
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          "source": "db"
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        "input_skill": "GCP",
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        "role_dimension_saved": true,
        "roles_from_db": [
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          "slug": "cloud-security-posture-tools",
          "source": "db"
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        "dimension_id": 64,
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension skipped (dimension not under chosen role)",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Cloud Security Engineer",
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            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-security-engineer",
            "source": "db"
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            "slug": "cybersecurity-engineer",
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          "source": "db"
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        "outcome_line": "Existing dimension (library) \u00b7 Role\u2194dimension saved",
        "role_dimension_saved": true,
        "roles_from_db": [
          {
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            "slug": "cloud-architect",
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            "display_name": "DevOps Engineer",
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        "roles_from_db": [
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        "roles_from_db": [
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        "roles_from_db": [
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        "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": "PHP Backend Developer",
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            "display_name": "Python Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
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        "skill_id": 36,
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      {
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        },
        "dimension_id": 8,
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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": "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.",
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          "source": "db"
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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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        "skill_dimension_saved": true,
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          "rationale": "Client-side telemetry used to diagnose crashes, hangs, performance regressions, and field issues in iOS apps. iOS engineers use these tools to understand production behavior and prioritize fixes.",
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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": "Android Developer",
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            "slug": "android-engineer",
            "source": "db"
          },
          {
            "display_name": "Flutter Developer",
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            "role_archetype": "Engineering",
            "slug": "flutter-developer",
            "source": "db"
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            "display_name": "Hybrid Mobile Developer",
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            "rationale": null,
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            "slug": "hybrid-mobile-developer",
            "source": "db"
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            "rationale": null,
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            "slug": "ionic-developer",
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            "display_name": "Native Mobile Developer",
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            "slug": "native-mobile-developer",
            "source": "db"
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            "role_archetype": "Engineering",
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            "source": "db"
          },
          {
            "display_name": "iOS Developer",
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            "slug": "ios-engineer",
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          "slug": "caching-and-state-management",
          "source": "db"
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        "input_skill": "Redis",
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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": ".NET Backend Developer",
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