With the rapid development of artificial intelligence technology, we have witnessed the widespread application and tremendous success of generative AI, such as ChatGPT. However, in real-world AI applications, such as autonomous driving, autonomous machines, and embodied robots, despite continuous technological breakthroughs, commercialization still faces many challenges. Among them, how to achieve efficient and seamless interaction between these intelligent systems and…