Physical AI Event Held at Stanford

PL-Universe's Founder & COO, Ge Jin, detailed a new manufacturing paradigm using a "universal ontology" combined with rapidly replaceable end-effectors. This approach aims to provide the flexibility and reliability required for the large-scale deployment of robots in industrial settings. The company's head of its large model team, Quan Kuichen, explained how Vision-Language-Action (VLA) models are moving from laboratory concepts to factory floor applications. He highlighted breakthroughs in multi-modal data collection and cloud-edge collaboration as key to achieving sub-millimeter precision in manufacturing. From a venture capital standpoint, TSVC General Partner Spencer Greene noted that structural labor shortages are a significant driver for investment in Embodied AI. However, he also advised a focus on real commercial value and cautioned against the hype surrounding the humanoid robot sector. Renowned automotive industry observer Xing Lei provided a global perspective, stating that in the field of physical AI, China's strength lies in its supply chains and application scenarios. In contrast, the United States currently leads in the development of algorithms and chips. The broader physical AI market is projected to reach $38 billion by 2028, with investments in robotics surging by 300% in the fourth quarter of 2025 alone. This growth is driven by the fusion of multimodal AI with robotics, enabling machines to understand and adapt to their environments. Key players in the push toward physical AI include not only PL-Universe but also companies like Figure AI, which is developing humanoid robots with OpenAI-powered brains, and Tesla with its Optimus Gen 2 designed for factory and home assistance. Technical breakthroughs like the ability to transfer learning from simulation to the real world are drastically cutting training costs for these advanced robotic systems, by as much as 90%. This allows for more rapid development and deployment of autonomous systems in manufacturing, logistics, and healthcare.