Pipeline run

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          "display_name": "Native Mobile Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "web-developer",
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          "display_name": "iOS Developer",
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          "rationale": null,
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    },
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        "difficulty_hint": "well_known",
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        "id": 271,
        "rationale": "Standards and protocols for integrating Pega applications.",
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        "source": "db"
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      "input_skill": "TLS",
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    },
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        "difficulty_hint": "well_known",
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        "rationale": "Security practices specific to server-side application code and service exposure. Focuses on protecting backend endpoints, secrets, and data handling from common application-layer threats.",
        "slug": "backend-security-hardening",
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        },
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        ],
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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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          "rationale": "Identity, session, and access-control mechanisms used to protect PHP backend resources. This includes login flows, token handling, role checks, permissions, and policy enforcement in server-side code.",
          "slug": "authentication-and-authorization",
          "source": "db"
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        "input_skill": "OpenID",
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        "matched_chosen_role": true,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
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        "roles_from_db": [
          {
            "display_name": ".NET Backend Developer",
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          {
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          {
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          {
            "display_name": "PHP Backend Developer",
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          },
          {
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        ],
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        "dimension": {
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          "display_name": "Authentication and Identity Integration",
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          "rationale": "Sign-in and identity-related integration work for Drupal sites, including external identity providers and session-related behavior. This is distinct from general permissions because it focuses on how users authenticate and federate into the site.",
          "slug": "authentication-and-identity-integration",
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        },
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        "roles_from_db": [
          {
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            "role_archetype": "Engineering",
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        ],
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        "roles_from_db": [
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            "role_archetype": null,
            "slug": "android-engineer",
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          },
          {
            "display_name": "Frontend Developer",
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          },
          {
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            "slug": "hybrid-mobile-developer",
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          },
          {
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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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            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "native-mobile-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
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            "role_archetype": null,
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          },
          {
            "display_name": "iOS Developer",
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            "slug": "ios-engineer",
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        ],
        "skill_dimension_saved": false,
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      {
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          "rationale": "Identity and access control mechanisms used by backend services to authenticate users or clients and enforce permissions on protected resources. This includes token and session handling, OAuth 2.0 / OpenID Connect / SAML flows, JWT and access tokens, API keys, MFA, role- or claim-based authorization, RBAC/ABAC, scopes, policies, Spring Security, and authorization filters.",
          "slug": "backend-authentication-and-authorization",
          "source": "db"
        },
        "dimension_id": 386,
        "input_skill": "OpenID",
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        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
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        "roles_from_db": [
          {
            "display_name": "Kotlin Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
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            "source": "db"
          },
          {
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            "role_archetype": "Engineering",
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            "source": "db"
          },
          {
            "display_name": "Scala Backend Developer",
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          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
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        "dimension": {
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          "rationale": "Client-side authentication and session management for frontend applications, including sign-in flows, OAuth 2.0/OpenID Connect/SSO integration, JWT and refresh token handling, login forms, protected routes, session persistence, and session-expiry user experience. This covers the user-facing parts of identity workflows implemented in React or other frontend stacks, but excludes identity provider administration, backend authorization policy, secret storage on servers, and MFA device management.",
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        "input_skill": "OpenID",
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        "roles_from_db": [
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          },
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          },
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        ],
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          "rationale": "Client-side identity and sign-in flows for mobile apps, including OAuth 2.0/OpenID Connect/PKCE login, provider sign-in, token and session lifecycle handling, secure on-device storage of secrets and refresh tokens, biometric unlock, and platform credential stores such as Flutter secure storage and iOS Keychain. Excludes backend authorization policy, identity provider administration, and unrelated app navigation or networking.",
          "slug": "mobile-client-authentication-and-secure-credential-storage",
          "source": "db"
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        "dimension_id": 310,
        "input_skill": "OpenID",
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        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [
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          },
          {
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        ],
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        },
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        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
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        "roles_from_db": [
          {
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          },
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          {
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            "slug": "full-stack-engineer",
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          },
          {
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            "slug": "hybrid-mobile-developer",
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            "slug": "ionic-developer",
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          },
          {
            "display_name": "Native Mobile Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "native-mobile-developer",
            "source": "db"
          },
          {
            "display_name": "Web Developer",
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            "role_archetype": null,
            "slug": "web-developer",
            "source": "db"
          },
          {
            "display_name": "iOS Developer",
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            "rationale": null,
            "role_archetype": null,
            "slug": "ios-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      },
      {
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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.",
          "slug": "integration-protocols-standards",
          "source": "db"
        },
        "dimension_id": 271,
        "input_skill": "OAuth2.0",
        "llm_role": null,
        "matched_chosen_role": false,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Pega Developer",
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            "rationale": null,
            "role_archetype": null,
            "slug": "pega-developer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
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          "rationale": "Design and implementation of secure baselines, control patterns, and environment hardening across systems. This cluster is central to the role because it turns policy and risk analysis into concrete technical safeguards.",
          "slug": "security-architecture-and-hardening",
          "source": "db"
        },
        "dimension_id": 75,
        "input_skill": "OAuth2.0",
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        "matched_chosen_role": false,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": "Cyber Security Engineer",
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            "rationale": null,
            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": false,
        "skill_id": null,
        "skill_tag": "new",
        "skipped_reason": "skill_not_in_db_v3_proposed"
      },
      {
        "chosen_role_id": 1,
        "dimension": {
          "difficulty_hint": "well_known",
          "display_name": "Cryptography and PKI",
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          "rationale": "Cryptographic primitives and trust infrastructure used to protect data, identities, and communications. This is a coherent cluster because the role needs to reason about keys, certificates, signatures, and protocol internals when reviewing controls.",
          "slug": "cryptography-and-pki",
          "source": "db"
        },
        "dimension_id": 67,
        "input_skill": "TLS",
        "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": [
          {
            "display_name": "Cloud Security Engineer",
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            "rationale": null,
            "role_archetype": null,
            "slug": "cloud-security-engineer",
            "source": "db"
          },
          {
            "display_name": "Cyber Security Engineer",
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            "role_archetype": null,
            "slug": "cybersecurity-engineer",
            "source": "db"
          }
        ],
        "skill_dimension_saved": true,
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        "skill_tag": "in_db",
        "skipped_reason": null
      },
      {
        "chosen_role_id": 1,
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          "difficulty_hint": "well_known",
          "display_name": "Backend Security Hardening",
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          "rationale": "Security practices specific to server-side application code and service exposure. Focuses on protecting backend endpoints, secrets, and data handling from common application-layer threats.",
          "slug": "backend-security-hardening",
          "source": "db"
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        "input_skill": "OWASP",
        "llm_role": null,
        "matched_chosen_role": true,
        "outcome_line": "Skipped \u2014 no persistable v3 meta for new skill",
        "role_dimension_saved": false,
        "roles_from_db": [
          {
            "display_name": ".NET Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
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          },
          {
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          },
          {
            "display_name": "Java Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
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            "source": "db"
          },
          {
            "display_name": "Kotlin Backend Developer",
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            "rationale": null,
            "role_archetype": "Engineering",
            "slug": "kotlin-server-backend-developer",
            "source": "db"
          },
          {
            "display_name": "Node.js Backend Developer",
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