Unverified50% confidenceSolutionExact time
Loop detection can maintain a sliding window on top of state hashes, comparing the (action, state hash) tuples of the most recent N steps, and judging that a loop has been entered if the repetition rate within the window exceeds a threshold.
1
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50%
Confidence
Long-term
Relevance
10/28/2026
First Seen
Sources
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Related Claims
UnverifiedSetting a token cap on the thinking process, or forcing an interruption when repetitive patterns are detected, is a practical means of preventing infinite reasoning loops.70% similarUnverifiedEngineering strategies for avoiding Agent Loop circular call problems include setting a hard upper limit on the maximum number of iterations, introducing loop detection mechanisms (such as state hash comparison), and defining convergence conditions for each iteration.69% similarUnverified循环打破应在检测到重复轨迹后立即终止无效重试并强制切换决策策略，包括替换工具、优化查询指令、回退至上一步有效节点、重新规划执行链路68% similarUnverifiedRecording the action and page state hash at each step and judging it a loop if the same combination of action and state recurs for several consecutive steps is more precise than simply limiting the number of steps.67% similarUnverifiedSECOND STRIKE's lockstep mode ensures that slow reasoning models are not penalized for thinking, and the clock waits for each turn to complete.67% similar
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