AI task horizons now outpace model release cycles, making capability testing unreliable

mallow610 · x · 2026-09-19

The author argues that the duration of long-horizon AI tasks is now growing faster than model release cycles, meaning the industry can no longer properly test capabilities before release. He warns that an agent capable of planning months-long tasks could quietly build internet infrastructure for future models before humans notice, and says this threshold has been accelerating since May.

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