Perceiving, Reasoning, Adapting: A Dual-Layer Framework for VLM-Guided Precision Robotic Manipulation. - Qingxuan Jia; Guoqin Tang; Zeyuan Huang; Zixuan Hao; Ning Ji; Shihang; Yin; Gang Chen (CoRR, 2025)