直击IROS现场：宇树禾赛自变量杭州论剑，美团C位攒局

Core Viewpoint - The article emphasizes the importance of "embodied intelligence" in transforming the retail industry, with Meituan leading the way in integrating technology into real-world scenarios to enhance service efficiency and quality [9][10][11]. Group 1: Meituan's Strategy and Innovations - Meituan's strategic shift from "retail" to "retail + technology" highlights the integration of technology as a means to empower retail scenarios [9][10]. - The company is pioneering in the use of drones and autonomous delivery vehicles, being the only one in China authorized by the Civil Aviation Administration to operate drones nationwide, even at night [16][21]. - Meituan's focus on "autonomy" aims to drive transformation in the retail sector, showcasing innovations like drone delivery of food and rapid delivery services in various environments [14][15][18]. Group 2: Insights from Industry Experts - Various industry leaders at the conference discussed the need for embodied intelligence to address real-world challenges, emphasizing that technology should serve practical purposes rather than being an end in itself [5][6][12]. - The concept of "Generative Adversarial Transduction" (GAT) was introduced, which allows machine learning models to iteratively correct each other, enhancing both learning and stability [25][26]. - The discussion also covered the importance of infrastructure in supporting the robotics industry, with a focus on quality, performance, and cost management in hardware development [38][42][46]. Group 3: Theoretical Frameworks and Future Directions - Theoretical frameworks such as "Non-vector Space Control" and "Perceptive Control" were proposed, suggesting that robots should learn to act based on sensory inputs rather than relying solely on pre-defined paths [29][33]. - The need for a foundational model for embodied intelligence was emphasized, distinguishing it from existing AI applications and highlighting the importance of understanding the physical world [50][51][52]. - The article concludes with a vision for the future of robotics, where machines possess curiosity and the ability to adapt, ultimately leading to a harmonious coexistence with humans [106][108][110].