At the WAIC 2026 Embodied Intelligence Forum, Yao highlighted scalable data infrastructure and end-to-end learning systems as key foundations for developing general-purpose Physical AI. To support large-scale Physical AI development, Maniformer has built an end-to-end data infrastructure spanning data acquisition, governance, management, and deployment. "Only through a continuously evolving model-and-data flywheel can Physical AI overcome today's barriers and move toward general-purpose intelligence." About ManiformerManiformer is a world-leading Physical AI data infrastructure company providing end-to-end solutions for real-world data acquisition, governance, management, and deployment. Through its scalable data platform and global ecosystem, Maniformer helps organizations develop, deploy, and continuously improve intelligent robotic systems.