The Pi API supports uploading robot data, fine-tuning on managed compute and using the adapted model through a hosted inference gateway. Physical Intelligence aims to simplify the collect–train–test iteration loop on real robots.
Featured partners work on varied industrial and manipulation tasks. Participation requires applying to a beta; this is not unrestricted general availability. Underlying model versions may evolve rapidly.
Published examples are demonstrations and partner reports, not independent evidence of universal reliability. Most use cloud inference, and the company acknowledges connectivity problems in some deployments. Task capability does not replace validation of the complete physical system.
Robotics models are becoming an adaptation platform, not a ready-made robot that can do everything.