Inception Labs launches Mercury 3, a diffusion LLM claiming 1000 tok/s inference

cmrdporcupine · hn · 2026-10-20

Inception Labs unveiled Mercury 3, a diffusion-based LLM that claims inference speeds of up to 1000 tokens per second, far above typical autoregressive models. By generating tokens in parallel instead of sequential decoding, diffusion LLMs are positioned as a low-latency alternative; the HN thread debates quality and practical trade-offs.

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