Physical-AI platform that converts industrial robots into self-learning, adaptable systems by replacing hard-coded point-to-point programming with training-based automation for manufacturers and factory automation teams. Includes a robot operating brain and integration suite built on foundation models (vision, language, action) plus an R&D engine for developing and validating production-ready robotic skills and repeatable deployments.