{
  "id": "skill-area:gpu-memory-hierarchy",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-game-gpu.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "GPU Memory Hierarchy",
    "description": "Reasoning about global, shared, constant, and texture memory;\nbank conflicts, caches, and memory-bandwidth bound work.\n",
    "domains": [
      "specialization:gpu-programming"
    ],
    "expertiseLevels": [
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:gpu-memory-hierarchy",
      "to": "specialization:gpu-programming",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:shader-programming",
      "to": "skill-area:gpu-memory-hierarchy",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "lib-agent:gpu-programming--gpu-memory-expert",
      "to": "skill-area:gpu-memory-hierarchy",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:gpu-programming--gpu-memory-optimization",
      "to": "skill-area:gpu-memory-hierarchy",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:gpu-programming--gpu-memory-pool-allocator",
      "to": "skill-area:gpu-memory-hierarchy",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-skill:gpu-programming--gpu-memory-analysis",
      "to": "skill-area:gpu-memory-hierarchy",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "role:ml-engineer-convergent",
      "to": "skill-area:gpu-memory-hierarchy",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:graphics-engineer",
      "to": "skill-area:gpu-memory-hierarchy",
      "kind": "requires_expertise",
      "attributes": {}
    }
  ]
}