Robotics Labs Tap Human Operators and Data Vendors to Train AI-Controlled Machines

Physical-AI companies including Generalist, Physical Intelligence, and Neura are establishing "robot gyms"—specialized facilities where human operators control robotic arms to generate training data—while simultaneously partnering with external data providers to accelerate the development of autonomous machines. The emerging practice addresses what has become the sector's primary constraint: the scarcity of real-world manipulation data needed to train foundation models for robotics.