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Someone just ran a 744B parameter model at 30 tok/s across 6 consumer GPUs in 6 different US states over the open internet

Reddit r/ArtificialInteligence · yesterday

A researcher debuted Shard, achieving 30 tok/s inference on a 744B parameter model distributed across 6 consumer GPUs over the open internet, a 15-20x improvement over previous methods.

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#cuda-graph

Every AI researcher should grasp inference acceleration—CUDA Graph is the heart of vLLM's GPU efficiency

X AI KOLs Timeline · 2026-04-21 Cached

A tweet urging AI researchers to learn inference-acceleration basics and spotlighting CUDA Graph as the key to vLLM’s GPU utilization.

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