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My oversimplified and possibly wrong understanding: this is like speculative decoding, but instead of a separate draft model (which does its own prompt processing), they use some diffusion thing strapped on top of the main model. The diffusion reuses the high-quality prompt processing result of the main model.

The 7.8x faster claim sounds almost too good to be true. But even if we get like 3x then this is still a huge revolution in localLLMing.

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mander.xyz

They said they're working on Orthus for Qwen 3.5. It'll be amazing!

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Orthrus-Qwen3: up to 7.8×tokens/forward on Qwen3, identical output distribution | Spyke