8月10日，中国工程院院士倪光南在2025世界机器人大会发表主旨演讲。倪光南表示，生成式大语言模 型目前引领着科技的发展，但是大语言模型它不是世界的全部。生成式AI不能完全复制复杂的物理世 界，AI+空间计算是当前落实人工智能+行动的一项关键核心技术。 （文章来源：21世纪经济报道） ...

Group 1 - The core theme of the news is the evolution of AI from large language models to embodied intelligence and robotics, marking a shift towards practical applications in the industry [1][3][4] - The 2023 Beijing Zhiyuan Conference highlighted the prominence of embodied intelligence, with key figures like Sam Altman and Geoffrey Hinton participating, indicating a significant industry focus shift [3][4] - The emergence of domestic AI companies such as Moonlight Dark Side and Zhipu AI is noted, showcasing the competitive landscape in the language and multimodal model sectors [3][7] Group 2 - The concept of embodied intelligence is gaining traction, with robots being showcased in various public events, indicating a growing interest in their practical applications [7][8] - The upcoming "World Humanoid Robot Sports Competition" will feature real-life scenarios, emphasizing the need for robots to demonstrate their capabilities in practical environments [8][11] - Industry leaders emphasize the importance of developing robots that can perform real tasks, moving beyond mere demonstrations to achieve commercial viability [8][12] Group 3 - The debate over the form of robots, particularly humanoid versus non-humanoid, is ongoing, with humanoid robots currently favored for their data collection and model training advantages [11][12][15] - The VLA (Vision Language Action) model is highlighted as a key area of research, with discussions on its applicability and limitations in the context of embodied intelligence [15][16] - Enhancing the understanding of the physical world is crucial for advancing embodied intelligence, with companies exploring innovative data generation methods to improve training processes [17]