4 sources healthy · latest episode 9 Nov 2026
descriptive claim

Autoregressive models generate one token at a time, leaving relatively few opportunities to alter that generation process.

Stefano Ermon · Why Diffusion Will Win AI Inference with Inception Co-Founder and CEO Stefano Ermon · 18 Sep 2026

In their words

The transcript segments this claim was taken from

“you need to think about an autoregressive model it's pretty clear there's not a lot of things you can do there in terms of like okay you generate one token at a time and that's it in a diffusion based model we know that there is a lot of different”
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