Expired60% confidenceOpinionExact time
Powerful AI agents executing complex tasks often require about ten minutes rather than a few seconds.
2
Sources
60%
Confidence
Medium-term (~90 days)
Relevance
7/18/2026
First Seen
Valid until: 10/16/2026(expired)
Sources
Related Claims
UnverifiedTypical failure patterns of AI Agents on complex tasks include: performing well in the first ten minutes, drifting off target after half an hour, and producing completely unusable output after two hours.81% similarUnverifiedEvery interaction an AI agent has with a large model consumes tokens; a single complex task may trigger dozens of model calls, with each call typically incurring a latency of 1–10 seconds.80% similarUnverified有经验的工程师面对环境配置等常见问题可能10秒钟就能定位原因，而AI Agent可能花20分钟、消耗5美元token仍不一定解决77% similarPartially VerifiedUsing AI agents to generate test cases reduced the time required from approximately 4 hours to approximately 10 minutes.77% similarPartially VerifiedA single code refactoring task performed by an AI command-line tool may take several minutes or even tens of minutes76% similar
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