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

Hongbo Gao, Zeyu Ni, Xin Wen +2

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…