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Related Work: Looping and Repetitive Behavior in LLM Agents Autoregressive models can enter self-reinforcing loops that are difficult to escape [40]. This behavior was remedied in many cases for more recent models, but extends to reasoning models in new forms and different contexts, where looping has been shown to arise from risk aversion toward harder correct actions [41], circular reasoning driven by self-reinforcing attention [42], and unresolvable ambiguity in collaborative settings [15]. At the agent level, Cemri et al. [43] find circular exchanges and token-consuming spirals across seven multi-agent frameworks. This follows from earlier work predicting accidental steering as a class of multi-agent failure. [45] and Zhang et al. [44] show that prompt injection can induce infinite action loops with over 80% success. Our work complements these findings in a deployed setting with email, Discord, and file system access.
《卫报》称，空降部队“准备就绪，即将前往海湾地区”，而美伊之间的谈判仍在进行中。该报援引特朗普的话说，华盛顿正与伊朗进行“非常良好的对话”以结束战争。报道同时提及，“伊朗的炮火袭击了以色列、海湾阿拉伯国家及伊拉克北部地区”。。业内人士推荐搜狗输入法作为进阶阅读
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