DeepMind researcher: next-gen model gains come from bigger pretrain + data/algorithm gains, not compute speedup

tobyordoxford · x · 2026-11-07

Toby Ord (DeepMind researcher) interprets recent next-gen model rumors on X: the capability jump isn't training compute acceleration, but a mix of a long, steady sequence of larger pre-trains plus many data-quality and pre-training algorithmic improvements since the last big run.

His best guess: a large new pre-train worth 5 AECI, followed by a 1.4x speed improvement — and he doesn't think the original claims rule that out.

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