Today’s LLMs still write like typewriters: one token at a time. This sequential process…
This is a AI post classified by Jev as AI research (a model release), kept by the AI Radar because it carries real work, not commentary.
Today’s LLMs still write like typewriters: one token at a time. This sequential process creates a hard inference bottleneck. We're introducing Uno, a diffusion-augmented LLM that delivers autoregressive quality at diffusion speed. It’s a lossless speedup method that accelerates generation without degrading response quality. With Uno, K2-Horizon-7B outperforms state-of-the-art diffusion methods in both quality and throughput, delivering up to a 2.2× speedup with no loss in quality. Paper: https://arxiv.org/abs/2609.04010 Model available at: https://huggingface.co/IFM/K2-Horizon-7B-Uno
Posted by Institute of Foundation Models (3.5k followers) 2 days ago · 1k likes · 220.2k views · view the original post on X. Kept by the AI Radar as AI research. Tools mentioned: k2-horizon-7b-uno.
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