Shuaijun Liu

When Replanning Becomes the Bottleneck: Budgeted Replanning for Embodied Agents

Embodied agents replan frequently to recover from execution drift, partial observability, and coordination hazards. In many LLM-based planners, each replanning call consumes an accumulated textual context that grows over time and across agents (history, failures, summaries, and messages). Once this …