Critic in the Loop: A Tri-System VLA Framework for Robust Long-Horizon Manipulation

Pengfei Yi, Yingjie Ma, Wenjiang Xu +4

Balancing high-level semantic reasoning with low-level reactive control remains a core challenge in visual robotic manipulation. While Vision-Language Models (VLMs) excel at cognit…