AGM: Achievement-Grounded Memory for Closed-Loop Agents with Frozen VLA Policies.

arXiv:2608.29537v2 Announce Type: replace-cross Abstract: Frozen vision-language-action (VLA) policies offer broad manipulation skills but execute open-loop action chunks without tracking task progress, so the agent cannot reliably decide whether to continue,