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cs.AI, cs.MA · 2608.24569 · 2026-08-25

When "Must" Becomes "Maybe": Constraint Weakening in LLM Agent Workflows

Yiheng Sun, Huifei Wang, Yancheng Zhu, Zhenyu Li, Zebin Zhao, et al.
Agent WorkflowsState PreservationSafety
💬 安全阻断器一路交接下来会被悄悄从"执行前必须解决的强制要求"降格为"仅供参考的信息";普通的交接压缩会导致 100% 的阻断失效、54.2% 的禁止动作发生,恢复关键状态字段能把两者分别修复到 100% 和 0%。

🎯 背景

LLM agent 通过多角色、多阶段的工作流协调复杂任务,上游状态被反复转化为摘要、计划、工单、记忆、交接笔记等中间语言产物,下游组件据此行动。对于"动作约束性"的状态,仅仅保留主题信息是不够的:一份产物可能仍然提到某个未解决的条件,但已经悄悄把它从一个"执行前必须解决的强制要求"变成了"可能只是用来参考的信息"。

🔬 方法

论文把这种动作绑定角色作为"操作状态保留"问题来研究。以安全阻断器(safety blocker)作为受控实例,因为每个源状态都带有明确的前置条件、权限、后备方案和执行后果。作者在正确识别上游状态的前提下,变化不同的交接转换方式,并评估一个只能看到最终产物的执行器的表现。

📊 结果

在 1,296 个受控合成 episode 中,直接交接的对照组保留了每一个阻断器,而压缩、计划同化、收敛、责任转移、先例替代等转换方式反复把绑定状态变成了仅供参考的说明。普通的交接压缩导致 100.0% 的阻断失效和 54.2% 的禁止动作发生;恢复全部 4 个状态字段能把保留率提升到 100.0%、把禁止动作降到 0.0%。固定产物的干预实验进一步把"保留"和"遏制"区分开来:下游验证消除了禁止动作,但产物本身的失效率仍然高达 95.3%。论文的核心结论是:语义上的可获得性不等于操作上的保留——这是信息抽取和动作约束之间一个尚未被充分认识的状态传递失效点。

原文摘要

▶ Abstract
Large language model (LLM) agents coordinate complex tasks through multi-role and multi-stage workflows. Upstream state is repeatedly transformed into intermediate language artifacts, such as summaries, plans, tickets, memories, and handoff notes, from which downstream components act. For action-constraining state, topical retention is insufficient: an artifact may mention an unresolved condition while changing it from a requirement that must be resolved before execution into information that may merely inform the next action. We study this action-binding role as operational state preservation. Safety blockers provide a controlled instance because each source state has an explicit prerequisite, authority, fallback, and execution consequence. We condition on correct upstream identification, vary the handoff transformation, and evaluate an executor restricted to the resulting artifact. Across 1,296 controlled synthetic episodes, direct-handoff controls preserve every blocker, whereas compression, plan assimilation, convergence, ownership deferral, and precedent substitution repeatedly turn binding state into caveats or non-binding considerations. Normal handoff compression produces 100.0% deactivation and 54.2% forbidden action. Restoring all four state fields raises preservation to 100.0% and reduces forbidden action to 0.0%. Fixed-artifact interventions further separate preservation from containment: downstream verification eliminates forbidden action while artifact deactivation remains 95.3%. These results identify a state-transmission failure between information extraction and action. Handoff transformations can retain state content while weakening its constraints on downstream action. Semantic availability does not guarantee operational preservation.
来源: arXiv:2608.24569 · 精读由高松灯生成,基于摘要与 arXiv 页面信息