Researchers statistically re-examine METR time horizons: does human time proxy AI difficulty?

wfithian · x · 2026-10-14

Drew Nguyen, with wfithian, published a statistical look back at METR's time horizons chart: taking the 228 software tasks plotting human completion time (x) against estimated AI difficulty (y), they quantified whether the log-linear assumption — that time proxy difficulty well — actually holds.

Drew drove the project end to end and built methods to check assumptions like this, plus a look ahead. Since METR's time-horizon curve is one of the most-cited inputs for forecasting AI capability growth, a statistical audit of its core premise is directly relevant.

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