Unverified50% confidenceFactExact time
一个复杂的 Agentic 任务可能需要数十次 LLM 推理，总耗时从几十秒到数分钟不等
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
8/20/2026
First Seen
Valid until: 11/18/2026
Sources
Related Claims
UnverifiedAgent tasks require multiple model invocations, and a 12B model on a consumer-grade GPU already takes several seconds per inference, causing the time cost of multi-step tasks to accumulate significantly.78% similarUnverifiedCoding Agent采用感知-规划-行动循环（类似ReAct框架），复杂任务可能需要数十次内部迭代，每次任务处理可能需要10到15分钟76% similarUnverifiedPowerful AI agents executing complex tasks often require about ten minutes rather than a few seconds.73% similarUnverifiedA complete perception-decision-execution loop may exceed 5 seconds, creating a bottleneck for task scenarios that require rapid successive operations.73% similar
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