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].

henry 发自 IROS 量子位 | 公众号 QbitAI 要说IROS Day 1谁最炸—— 美团 当仁不让。 一手 2025美团机器人研究院学术年会 ，展厅直接被围到到水泄不通。 毕竟，一整个机器人圈的技术天团都来了： 美团副总裁 毛一年 、港大 席宁 教授、禾赛创始人 李一帆 、自变量机器人CEO 王潜 、宇树创始人、CEO 王兴兴 、星海图联创 许华哲 、 清华 丁文伯 教授、浙大 许超 教授、清华 赵明国 教授…… 这些大咖不光人到了，主题演讲也是亮点连连、金句频出： 圆桌环节同样火花四射：围绕机器人的第一性原理，王兴兴与许华哲现场过招，当前的机器人软硬件到底谁在拖后腿？ 接下来，让我们一起深入看看本次年会的更多精彩内容。 机致生活-Robotics for Better Life 几乎所有在做具身智能的团队，如今都在强调一个共识： 不要拿着锤子找钉子。 技术不是目的，而是工具。要回到场景，解决实际问题，让技术真正成为生产力。 而谈到"场景"，放眼整个行业，大概没有谁比美团更懂。 更重要的是，在美团的战略体系中， "场景"与"科技" 的关系早就被想得非常透。 美团副总裁、机器人研究院理事长毛一年在 ...