{
  "id": "skill-area:concurrency-multithreading",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/curated-skill-areas.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Concurrency and Multithreading",
    "description": "Designing concurrent execution - coordination, synchronization, work\npartitioning, race avoidance, and throughput/latency tradeoffs.\n",
    "domains": [
      "domain:software-engineering",
      "specialization:performance-optimization"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:concurrency-multithreading",
      "to": "domain:software-engineering",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:concurrency-multithreading",
      "to": "specialization:performance-optimization",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:concurrency-multithreading",
      "to": "specialization:rust-systems",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:concurrency-multithreading",
      "to": "specialization:go-microservices",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:concurrency-multithreading",
      "to": "specialization:computer-science",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:software-development",
      "to": "skill-area:concurrency-multithreading",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "skill-area:web-worker-utilization",
      "to": "skill-area:concurrency-multithreading",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "helpful"
      }
    },
    {
      "from": "specialization:operating-systems",
      "to": "skill-area:concurrency-multithreading",
      "kind": "contains"
    },
    {
      "from": "stack-profile:real-time-collaboration",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:game-backend",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:robotics-control",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:scala-akka-microservice",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:zig-systems-service",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:crystal-web-app",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:nim-microservice",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:clojure-ring-service",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:erlang-otp-telecom",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:saga-distributed-transaction",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:approval-workflow-engine",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:elixir-phoenix-liveview",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:rust-axum-sqlx",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:rust-actix-postgres",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:elixir-phoenix-postgres",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "stack-profile:kotlin-ktor-exposed",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_skill_area"
    },
    {
      "from": "lib-agent:performance-optimization--throughput-optimization-expert",
      "to": "skill-area:concurrency-multithreading",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:common-utilities--parallel-combinator",
      "to": "skill-area:concurrency-multithreading",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:gpu-programming--cuda-stream-concurrency",
      "to": "skill-area:concurrency-multithreading",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:performance-optimization--concurrency-optimization",
      "to": "skill-area:concurrency-multithreading",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:programming-languages--concurrency-primitives",
      "to": "skill-area:concurrency-multithreading",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-skill:programming-languages--concurrency-primitives",
      "to": "skill-area:concurrency-multithreading",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "role:kernel-developer",
      "to": "skill-area:concurrency-multithreading",
      "kind": "requires_expertise",
      "attributes": {}
    }
  ]
}