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Paper · arXiv

When "Must" Becomes "Maybe": Erosion of Workflow Constraints in LLM Agent Handoffs

Large language model (LLM) agents build on one another's work through summaries, plans, and other intermediate artifacts. These records let a downstream agent continue without revisiting the complete upstream context. We uncover a hidden loss in this process: handoffs can carry tasks forward while eroding judgments already established upstream. A requirement that must be satisfied before action becomes a caveat that the next agent may acknowledge and set aside. The issue remains visible, but its role has changed. We define operational state preservation as retaining an established judgment's role in constraining downstream action. Safety blockers provide a concrete instance: an unresolved...

AuthorsYiheng Sun, Huifei Wang, Yancheng Zhu et al.
Primary categorycs.AI
Published25 August 2026
Last updated at source13 October 2026
cs.AIcs.MA
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