EP231: PIVOT Framework

Title: PIVOT: Bridging Planning and Execution in LLM Agents via Trajectory RefinementSource: http://arxiv.org/abs/2605.11225v1Summary:PIVOT introduces a novel self-supervised framework that treats agent trajectories as optimizable objects refined through iterative environment feedback, bridging the gap between high-level planning and execution. This methodology establishes a principled approach to trajectory optimization that enhances both constraint satisfaction and computational efficiency in autonomous systems.