This month, Nvidia rolled out what might be one of the most important updates for its CUDA GPU software stack in years. The new CUDA 13.1 release introduces the CUDA Tile programming path, which elevates kernel development above the single-instruction, multiple-thread (SIMT) execution model, and aligns it with the tensor-heavy execution model of Blackwell-class processors and their successors.
By shifting to structured data blocks, or tiles, Nvidia is changing how developers design GPU workloads,…

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