For years, large multimodal models have excelled at understanding digital data, such as text, speech, and images. However, translating this general intelligence into precise physical actions across diverse environments has remained a major bottleneck. Traditional robots often struggle in unfamiliar settings or with new instructions because they cannot dynamically map language commands to physical movements.