Humanoid robots, which seamlessly integrate advanced AI computing with sophisticated mechanical power technology, possess a well-defined path of empowerment and substantial implementation potential, positioning them as a key application for computational power. According to forecasts, the global production value of these robots is anticipated to reach US$4 billion by the year 2028.