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].

Core Viewpoint - Meituan stands out as a leader in the robotics industry, emphasizing the integration of technology and retail to enhance service efficiency and quality [1][8][11]. Group 1: Event Highlights - The IROS Day 1 event featured prominent figures from the robotics field, including Meituan's Vice President Mao Yinian and various esteemed professors and CEOs [3][4]. - The event's theme, "Robotics for Better Life," reflects a consensus among teams working on embodied intelligence that technology should address real-world problems rather than being an end in itself [4][5]. Group 2: Meituan's Strategy - Meituan's strategic evolution from "retail" to "retail + technology" highlights the importance of integrating technology to enhance retail scenarios [8]. - The company focuses on autonomy, utilizing drones and autonomous delivery vehicles to transform the retail landscape [11][12][13]. Group 3: Technological Insights - The concept of embodied intelligence is identified as a core technological paradigm for the next 5 to 10 years, with Meituan leading in this area [10]. - The event showcased advancements in drone delivery and autonomous vehicles, emphasizing Meituan's unique position in the market [16][14]. Group 4: Theoretical Discussions - Discussions on the first principles of embodied intelligence revealed a need for a balance between physical laws and AI learning capabilities [54][60]. - The importance of high-quality, diverse data over merely increasing data volume was emphasized as crucial for improving model performance in robotics [49][50]. Group 5: Future Perspectives - The future of robotics is envisioned as a collaborative space where robots possess curiosity and the ability to coexist with humans, highlighting the potential for green intelligence [100][102]. - The dialogue around the ideal form of robots suggests aspirations for them to have their own desires and capabilities to explore and learn [99][101].