PIVOT: Bridging Planning and Execution in LLM Agents via Trajectory Refinement.

arXiv:2605.11225v2 Announce Type: replace Abstract: Large language model (LLM)-based agents frequently generate seemingly coherent plans that fail upon execution due to infeasible actions, constraint violations, and compounding errors over extended horizons. P