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Load this skill and follow it when planning, reviewing, or carrying out performance optimization for GPU compute, resource, or…

Load this skill and follow it when optimizing compiled graphs, fusion, graph breaks, recompilation, GPU graphs, or multi-GPU runtime…

Load this skill and follow it when optimizing GPU kernel thread mapping, coalesced memory access, tiling, shared memory, registers…

Load this skill and follow it when reducing GPU global-memory traffic, intermediate tensor materialization, layout conversions, redundant…

Load this skill and follow it when jointly scheduling GPU compute, allocation, mapping, transfers, prefetch, offload, rematerialization…

Load this skill and follow it when placing or moving GPU resources across device memory, peer devices, host memory, storage, or remote…

Load this skill and follow it when optimizing GPU code that may change floating-point evaluation order, precision, boundary behavior, NaN…

Load this skill and follow it when turning GPU optimizations into reviewable patches, designing guards and fallbacks, running…

Load this skill and follow it when establishing a GPU performance baseline, analyzing profiler data, roofline results, or hardware…

Load this skill and follow it when designing runtime GPU state that survives across kernels, steps, requests, or sessions, especially when…

Load this skill and follow it when optimizing GPU reductions, scans, prefix operations, recurrences, streaming state, tile-local partials…

Load this skill and follow it when optimizing GPU resource lifetimes, allocation reuse, transient aliasing, pooling, workspace capacity…