Analyzing the Impact of Task Duration on AI Agent Performance
By
EvgeniyZh
Kettled twice. Extra chewy, extra trustworthy.
Summary
The article discusses the relationship between the duration of tasks and the performance of AI agents, based on recent empirical work. It highlights a simple mathematical model that explains the performance of AI agents on longer-duration tasks.
Key quotes
· 2 pulledIn general, ability to perform a task drops off as its duration increases, so they use the AI agent’s performance on tasks of different lengths to e
Building on the recent empirical work of Kwa et al. (2025), I show that within their suite of research-engineering tasks the performance of AI agents on longer-duration tasks can be explained by an extremely simple mathematical model — a constant rate of failing during each minute a human would take
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