Constraint Weakening in Multi-Stage LLM Agent Workflows

LLM agents often fail to maintain strict operational constraints when passing state through intermediate language artifacts like summaries or plans. This loss of action-binding capability can transform mandatory safety or execution requirements into optional information for downstream components.