Diffusion Models

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Thursday, 24 September 2026

The Sequence Opinion - Issue 939: Beyond the Next Token

TheSequence 2 weeks ago 9

The Sequence Opinion explains how text diffusion changes language generation compared with ordinary autoregressive next-token writing. It frames the discussion in Issue 939 and contrasts autoregression’s append-only constraint with diffusion’s iterative denoising from corrupted sequences. As a result, answers can be generated faster with more flexible editing, but the model must make parallel token decisions that agree without losing the speed gains.

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TLDRocket 15 October 2026

Anthropic used its pre-IPO moment to put hard numbers behind the AI business model: it reported $16.8 billion in Q3 revenue, up 45% sequentially, and said it reached adjusted profitability for the first time. That matters because it reframes what “scaling” looks like for the next wave of investors—less guesswork, more operating reality—at the same time the company is briefing markets ahead of an expected November listing.

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Diffusion Models

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Thursday, 24 September 2026

The Sequence Opinion - Issue 939: Beyond the Next Token

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