Ben Todd: AI task time horizons appear superexponential in AECI, not just revenue

ben_j_todd · x · 2026-11-11

Ben Todd (80,000 Hours founder) quotes his own earlier analysis to add an observation: AI task time horizons appear to be growing superexponentially in AECI, consistent with the trend already seen in revenue.

The detailed data and charts are in the linked post. If it holds, the frontier of long tasks AI can complete is advancing faster than exponential extrapolation suggests — with direct implications for timelines on capability growth and labor-market impact.

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