II.
SkillArea JSON
Structured · liveskill-area:cuda-kernels
CUDA Kernel Programming json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:cuda-kernels",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-game-gpu.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "CUDA Kernel Programming",
"description": "Writing CUDA kernels — grid/block layout, shared memory,\ncoalesced access, warp-level primitives, and occupancy.\n",
"domains": [
"specialization:gpu-programming"
],
"expertiseLevels": [
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:cuda-kernels",
"to": "specialization:gpu-programming",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:cuda-kernels",
"to": "language:cpp",
"kind": "uses_language"
}
],
"incomingEdges": [
{
"from": "language:cpp",
"to": "skill-area:cuda-kernels",
"kind": "used_by_skill_area",
"attributes": {}
},
{
"from": "skill-area:shader-programming",
"to": "skill-area:cuda-kernels",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "specialization:computer-graphics",
"to": "skill-area:cuda-kernels",
"kind": "contains"
},
{
"from": "lib-agent:gpu-programming--cross-platform-gpu-expert",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--cuda-kernel-expert",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--gpu-debugging-specialist",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--gpu-memory-expert",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--gpu-performance-engineer",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--graphics-compute-expert",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--hpc-domain-expert",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--ml-inference-optimizer",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--multi-gpu-systems-expert",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--parallel-algorithm-designer",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--realtime-processing-expert",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--tensor-core-specialist",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--atomic-operations-synchronization",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--compute-shader-development",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--cuda-kernel-development",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--cuda-stream-concurrency",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--custom-cuda-operator-development",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--dynamic-parallelism-implementation",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--gpu-cluster-computing",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--gpu-cpu-data-transfer-optimization",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"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-image-video-processing",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--gpu-memory-optimization",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--gpu-memory-pool-allocator",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--gpu-performance-regression-testing",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--hip-porting-cross-platform",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--ml-inference-optimization",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--multi-gpu-programming",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--occupancy-optimization",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--opencl-application-development",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--parallel-algorithm-design",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--performance-profiling-analysis",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--reduction-scan-implementation",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--shared-memory-usage-patterns",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--stencil-computation-optimization",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--tensor-core-programming",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--warp-efficiency-optimization",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--cublas-cudnn",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
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"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--cuda-graphs",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--cuda-toolkit",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--cutlass-triton",
"to": "skill-area:cuda-kernels",
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"attributes": {
"weight": 1
}
},
{
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"attributes": {
"weight": 1
}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
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"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--nsight-profiler",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--nvenc-nvdec",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--opencl-runtime",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--parallel-patterns",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--stencil-convolution",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--tensorrt-optimization",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--warp-primitives",
"to": "skill-area:cuda-kernels",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "role:ml-engineer-convergent",
"to": "skill-area:cuda-kernels",
"kind": "requires_expertise",
"attributes": {}
}
]
}