Musk: diffusion wins on any bitstream; CoBit applies one diffusion recipe to text, speech, images, proteins

LucaAmb · x · 2026-11-03

Elon Musk argues diffusion "will obviously work on any bitstream" — for text the only question is whether first-sentence latency is worth it, and since most AI workload will be video understanding/generation, diffusion is likely the biggest winner overall, raising the compute-to-memory-bandwidth ratio.

GBatz97's team took the idea literally and built CoBit: text, speech, images and proteins are all converted to bits and processed with the same diffusion recipe.

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