Agents stop after a median 52 minutes, but longer runs score higher 62% of the time

teortaxesTex · x · 2026-11-14

Dominik Scherm's agent experiments: given a 6-hour budget, the median agent run stops after just 52 minutes. Yet persistence pays — when a model spent at least 2x longer on a task than in another attempt, it scored higher 62% of the time, by 7 points on average. Tasks mixed public and proprietary lab data. Relevant to agent eval design and how to incentivize longer-horizon work.

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