Buried footnote reveals exponent 0.454: ~100x compute buys only 10x longer AI task horizons

tobyordoxford · x · 2026-11-09

Toby Ord points out that an exponent relating AI task time horizons to compute is buried in a footnote: 0.454. Holding compute/data mix constant and assuming the effect is compute-driven, you need roughly 100x the compute to get 10x the time horizon — an apparent upper bound on what to expect. He notes estimating this exponent would make a great paper on its own.

Related event: Oxford scholars debate the power law linking RL compute to AI task horizons(10 posts)→

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