The field of AI robots has now entered a phase of rapid development and iteration, as evidenced by optimistic predictions from Nvidia CEO Jensen Huang and Tesla CEO Elon Musk. As noted by the National Science and Technology Council (NSTC), key technologies for building advanced AI robots in the future include semantic reasoning, task decomposition, causal inference, chain-of-thought, multi-step reasoning, and cross-domain generalization capabilities.