{
  "id": "lib-process:gpu-programming--gpu-debugging-techniques",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "specializations/gpu-programming/gpu-debugging-techniques",
    "description": "GPU Debugging Techniques - Systematic approach to debugging GPU code, identifying race conditions,\nmemory errors, and correctness issues.",
    "libraryPath": "library/specializations/gpu-programming/gpu-debugging-techniques.js",
    "specialization": "gpu-programming",
    "references": [
      "- compute-sanitizer: https://docs.nvidia.com/cuda/compute-sanitizer/",
      "- CUDA-GDB: https://docs.nvidia.com/cuda/cuda-gdb/",
      "- Nsight Debugger: https://docs.nvidia.com/nsight-visual-studio-edition/"
    ],
    "example": "const result = await orchestrate('specializations/gpu-programming/gpu-debugging-techniques', {\n  projectName: 'parallel_reduction',\n  targetKernels: ['reduce_sum', 'reduce_max'],\n  debugTool: 'compute-sanitizer',\n  issueType: 'race-condition'\n});",
    "usesAgents": [
      "gpu-debugging-specialist"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:gpu-programming--gpu-debugging-techniques",
      "to": "skill-area:cuda-kernels",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--gpu-debugging-techniques",
      "to": "skill-area:compute-shaders",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:gpu-programming--gpu-debugging-techniques",
      "to": "domain:scientific-computing",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--gpu-debugging-techniques",
      "to": "role:computational-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--gpu-debugging-techniques",
      "to": "role:ml-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:gpu-programming--gpu-debugging-techniques",
      "to": "workflow:bug-triage",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--gpu-debugging-techniques",
      "to": "specialization:gpu-programming",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:gpu-programming--gpu-debugging-techniques",
      "to": "lib-agent:gpu-programming--gpu-debugging-specialist",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}