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GPU Performance, Explained

Practical guides on CUDA profiling, bottleneck diagnosis, and optimization techniques — written for engineers, not slide decks.

CUDAProfilingEvaluation

Can a Profiler Judge AI-Generated CUDA Kernels Without Cheating?

We pointed Fournex at SakanaAI's archive of AI-generated CUDA kernels to ask whether our analyzer can produce useful, evidence-backed judgments without ever seeing a human label.

June 17, 20269 min read
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CUDAProfilingPerformance

Why Is My GPU Idle? A CUDA Bottleneck Checklist for Engineers

"GPU utilization is low" is not a diagnosis. Walk through the five root causes — host-device stalls, uncoalesced memory, low occupancy, sync overhead, and tiny kernels — and learn exactly what to look for in Nsight Compute.

June 14, 20268 min read
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Open-source GPU performance optimizer for PyTorch + NVIDIA. From profiler to closed-loop autopilot.

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