Toby Ord: before RLVR, big pre-trains drove most sudden capability jumps

tobyordoxford · x · 2026-11-06

Expanding on his step-change argument, Toby Ord notes that prior to reasoning models and RLVR training, the rarer big new pre-trains were where most new capabilities arrived in sudden jumps. Calculating real annual capability gains requires zooming out to see multiple of these jumps rather than reading a smooth trend.

Related event: Oxford Philosopher Argues AI Capability Gains Rise in Step-Like Jumps(3 posts)→

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