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.
作为全球最大可卡因供应国，哥伦比亚政治长期受毒品侵蚀。上世纪80年代，毒枭巴勃罗·埃斯科瓦尔在传统政党支持下当选国会议员；十年后，其卡利集团竞争对手向埃内斯托·桑佩尔的总统竞选注入大量非法资金。佩特罗曾所属的“4月19日运动”游击队组织（现已解散）长期被怀疑在1985年围攻最高法院事件中收受埃斯科瓦尔集团资金——该事件导致多名游击队员及近半数大法官身亡，佩特罗未参与此次袭击，组织领导人始终否认与贩毒集团存在关联。
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土耳其民众收到节约用水的沐浴建议14:41