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          "role_archetype": null,
          "slug": "ai-engineer",
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        }
      ]
    },
    {
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        "display_name": "Cloud Provider Platforms",
        "id": 131,
        "rationale": "Major cloud platforms and their core service ecosystems used to design target-state architectures, choose deployment boundaries, and evaluate managed capabilities. This is the primary substrate for cloud architecture decisions.",
        "slug": "cloud-provider-platforms",
        "source": "db"
      },
      "input_skill": "AWS",
      "llm_role": null,
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        {
          "display_name": "Cloud Architect",
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          "role_archetype": null,
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          "source": "db"
        },
        {
          "display_name": "Cloud Security Engineer",
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          "rationale": null,
          "role_archetype": null,
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          "source": "db"
        }
      ]
    },
    {
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        "difficulty_hint": "well_known",
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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.",
        "slug": "cloud-security-posture-tools",
        "source": "db"
      },
      "input_skill": "AWS",
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      "roles_from_db": [
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          "rationale": null,
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          "slug": "cloud-security-engineer",
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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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      ]
    },
    {
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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",
        "source": "db"
      },
      "input_skill": "Agile",
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      "roles_from_db": []
    },
    {
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        "id": 478,
        "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
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        "source": "db"
      },
      "input_skill": "Agile",
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      "roles_from_db": [
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          "display_name": "Engineering Manager",
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      ]
    },
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        "slug": "d_init_01",
        "source": "db"
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      "input_skill": "Scrum",
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      "roles_from_db": []
    },
    {
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        "rationale": "Champion foundational software design patterns, development methodologies, and engineering best practices.",
        "slug": "software-concepts-patterns-practices",
        "source": "db"
      },
      "input_skill": "Scrum",
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      "roles_from_db": [
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          "display_name": "Engineering Manager",
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        }
      ]
    },
    {
      "dimension": {
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        "source": "db"
      },
      "input_skill": "CI/CD",
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      ]
    },
    {
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        "rationale": "Tools and platforms for automating ML model integration, testing, and deployment pipelines.",
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        "source": "db"
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      "input_skill": "CI/CD",
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      "roles_from_db": [
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          "display_name": "ML Engineer",
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    },
    {
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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.",
        "slug": "ci-cd-pipeline-platforms",
        "source": "db"
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      "input_skill": "Jenkins",
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    },
    {
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          "slug": "ml-engineer",
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      ]
    },
    {
      "dimension": {
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        "display_name": "Pega Programming Languages \u0026 DSLs",
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        "rationale": "Programming languages and domain-specific languages used in Pega development.",
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        "source": "db"
      },
      "input_skill": "SQL",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Pega Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "pega-developer",
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      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Programming Languages \u0026 DSLs",
        "id": 475,
        "rationale": "Oversee and guide the selection and effective use of programming and domain\u2010specific languages in software projects.",
        "slug": "programming-languages-dsls",
        "source": "db"
      },
      "input_skill": "SQL",
      "llm_role": null,
      "roles_from_db": [
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          "rationale": null,
          "role_archetype": null,
          "slug": "engineering-manager",
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      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Programming Languages for Data Work",
        "id": 21,
        "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.",
        "slug": "programming-languages-for-data-work",
        "source": "db"
      },
      "input_skill": "SQL",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Data Engineer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "data-engineer",
          "source": "db"
        }
      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Relational Data Modeling",
        "id": 216,
        "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"
      },
      "input_skill": "PostgreSQL",
      "llm_role": null,
      "roles_from_db": [
        {
          "display_name": "Fullstack Developer",
          "id": 435,
          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "fullstack-developer",
          "source": "db"
        },
        {
          "display_name": "Fullstack Developer",
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          "rationale": null,
          "role_archetype": null,
          "slug": "full-stack-engineer",
          "source": "db"
        },
        {
          "display_name": "PHP Backend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "php-backend-developer",
          "source": "db"
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      ]
    },
    {
      "dimension": {
        "difficulty_hint": "well_known",
        "display_name": "Relational Database Design",
        "id": 4,
        "rationale": "Modeling and operating relational persistence for backend services. Includes schema design, normalization, indexing, transactions, and query tuning for operational data stores.",
        "slug": "relational-database-design",
        "source": "db"
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      "input_skill": "PostgreSQL",
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      "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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          "source": "db"
        },
        {
          "display_name": "Backend Developer",
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          "rationale": null,
          "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,
          "role_archetype": "Engineering",
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          "role_archetype": "Engineering",
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        {
          "display_name": "Ruby Backend Developer",
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          "role_archetype": "Engineering",
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          "display_name": "Scala Backend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
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    },
    {
      "dimension": {
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        "display_name": "Relational Database Usage",
        "id": 371,
        "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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          "display_name": "Go Backend Developer",
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          "rationale": null,
          "role_archetype": "Engineering",
          "slug": "go-backend-developer",
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  "input_final_skills": [
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  "new_aliases_persisted": 0,
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          "alias_text": "Java",
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          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "JDK",
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          "is_primary": false,
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          "alias_text": "JDK 18",
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          "is_primary": false,
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        },
        {
          "alias_text": "JDK 19",
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          "id": 2203,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "JDK 20",
          "alias_type": "VERSION",
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          "is_primary": false,
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        {
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          "id": 6,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
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          "alias_text": "JDK 5",
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        {
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          "id": 2190,
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          "is_primary": false,
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        {
          "alias_text": "JDK 8",
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          "id": 3,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
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        {
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          "id": 2193,
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          "is_primary": false,
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        },
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          "alias_text": "Java 1.4",
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          "id": 15,
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          "match_strategy": "CASE_INSENSITIVE"
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          "alias_text": "Java 1.5",
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          "id": 16,
          "is_primary": false,
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          "alias_text": "Java 1.6",
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          "alias_text": "Java 1.7",
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          "alias_text": "Java 10",
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          "is_primary": false,
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          "alias_text": "Java 16",
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          "alias_text": "Java 20",
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          "match_strategy": "CASE_INSENSITIVE"
        },
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          "alias_text": "Java 21",
          "alias_type": "VERSION",
          "id": 10,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "Java 5",
          "alias_type": "VERSION",
          "id": 288,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "Java 6",
          "alias_type": "VERSION",
          "id": 289,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
        {
          "alias_text": "Java 7",
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          "id": 290,
          "is_primary": false,
          "match_strategy": "CASE_INSENSITIVE"
        },
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          "alias_text": "Java 8",
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          "match_strategy": "CASE_INSENSITIVE"
        },
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        },
        {
          "alias_text": "Java11",
          "alias_type": "VERSION",
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