II.
Domain JSON
Structured · livedomain:scientific-computing
Scientific Computing json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "domain:scientific-computing",
"_kind": "Domain",
"_file": "domain/domains/scientific-computing.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Scientific Computing",
"description": "Scientific Computing domain — numerical methods, HPC, simulation,\nlinear algebra at scale, and research-grade computational workflows.\n"
},
"outgoingEdges": [
{
"from": "domain:scientific-computing",
"to": "specialization:gpu-programming",
"kind": "contains"
}
],
"incomingEdges": [
{
"from": "language:fortran",
"to": "domain:scientific-computing",
"kind": "applies_to",
"attributes": {}
},
{
"from": "language:julia",
"to": "domain:scientific-computing",
"kind": "applies_to",
"attributes": {}
},
{
"from": "role:data-scientist",
"to": "domain:scientific-computing",
"kind": "requires_skill",
"attributes": {
"level": "intermediate"
}
},
{
"from": "role:research-scientist",
"to": "domain:scientific-computing",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "role:research-engineer",
"to": "domain:scientific-computing",
"kind": "requires_skill",
"attributes": {
"level": "intermediate"
}
},
{
"from": "role:computational-scientist",
"to": "domain:scientific-computing",
"kind": "requires_skill",
"attributes": {
"level": "expert"
}
},
{
"from": "specialization:gpu-programming",
"to": "domain:scientific-computing",
"kind": "specializes"
},
{
"from": "workflow:experiment-design",
"to": "domain:scientific-computing",
"kind": "applies_to_domain"
},
{
"from": "workflow:peer-review-cycle",
"to": "domain:scientific-computing",
"kind": "applies_to_domain"
},
{
"from": "lib-agent:gpu-programming--cross-platform-gpu-expert",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--cuda-kernel-expert",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--gpu-debugging-specialist",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--gpu-memory-expert",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--gpu-performance-engineer",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--graphics-compute-expert",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--hpc-domain-expert",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--ml-inference-optimizer",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--multi-gpu-systems-expert",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--parallel-algorithm-designer",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--realtime-processing-expert",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:gpu-programming--tensor-core-specialist",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--atomic-operations-synchronization",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--compute-shader-development",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--cuda-kernel-development",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--cuda-stream-concurrency",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--custom-cuda-operator-development",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--dynamic-parallelism-implementation",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--gpu-cluster-computing",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--gpu-cpu-data-transfer-optimization",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"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-image-video-processing",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--gpu-memory-optimization",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--gpu-memory-pool-allocator",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--gpu-performance-regression-testing",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--hip-porting-cross-platform",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--ml-inference-optimization",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--multi-gpu-programming",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--occupancy-optimization",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--opencl-application-development",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--parallel-algorithm-design",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--performance-profiling-analysis",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--reduction-scan-implementation",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--shared-memory-usage-patterns",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--stencil-computation-optimization",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--tensor-core-programming",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-process:gpu-programming--warp-efficiency-optimization",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--cublas-cudnn",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--cuda-debugging",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--cuda-graphs",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--cuda-toolkit",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--cutlass-triton",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--gpu-benchmarking",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--gpu-memory-analysis",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--hip-rocm",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--nccl-communication",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--nsight-profiler",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--nvenc-nvdec",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--opencl-runtime",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--parallel-patterns",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--stencil-convolution",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--tensorrt-optimization",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--unified-memory",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--vulkan-compute",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:gpu-programming--warp-primitives",
"to": "domain:scientific-computing",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "workflow:algorithm-benchmarking",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:clinical-data-pipeline-review",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:process-simulation-review",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:gpu-kernel-benchmarking",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:cuda-driver-compatibility-testing",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:material-characterization-pipeline",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:nano-characterization-pipeline",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:computational-experiment-validation",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:particle-accelerator-data-pipeline",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:robotics-simulation-validation",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:bioinformatics-pipeline-validation",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:sensor-fusion-calibration",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:experiment-reproducibility-review",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:hpc-job-scheduling-review",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
},
{
"from": "workflow:genomic-data-pipeline-validation",
"to": "domain:scientific-computing",
"kind": "applies_to_domain",
"attributes": {}
}
]
}