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Autoregressive vs Diffusion LLMs: How the Next Generation of Language Models Actually Writes Text

This story is from 2026-08-31. It is preserved in the archive; the latest stories are on the live feed.

If you have watched an AI write, you know the ritual. Tokens appear left to right, one after another, like someone typing very fast. It feels like proof of intelligence. It is actually a constraint. Every mainstream language model, from GPT to Claude to the small model running on your laptop, is lo…

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  1. 2026-08-31 06:00 · DEV Community — Machine Learning
    Autoregressive vs Diffusion LLMs: How the Next Generation of Language Models Actually Writes Text

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