From Covid to AGI: humans keep underestimating exponential AI growth

banaca4 · reddit · 2026-10-04

A Reddit essay argues people are repeating the Covid-era cognitive failure with AI: humans systematically underestimate exponential growth, and reasoning in doubling times helps. Supporting data: Epoch AI puts frontier training compute growth at 5x/year since 2020; Stanford's AI Index shows GPT-3.5-level cost fell from $20 to $0.07 per million tokens (2022–2024); METR's 50% task-horizon doubling time is 6-7 months, with the frontier at 12-hour tasks in early 2026. The key question isn't whether the exponential stops, but how many doublings occur first—4 more doublings is 16x, 7 is 128x. Forecasts assuming 2030 work looks like 2026 implicitly assume a sharp slowdown, which shouldn't get probability 1 just because it feels normal.

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