Humansand Speeds Up NVFP4 Decode Kernel by Up to 10% While Improving Accuracy

noahdgoodman · x · 2026-10-24

The Humansand team accelerated one of the most optimized NVFP4 decode kernels while also making it more accurate — usually fewer bits mean more speed but less accuracy, so they went the other way: more bits, up to 10% faster generation. The kernel is already used in Ampersand's RL and Boba serving.

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