Embodied AI moves toward scaled deployment, raising labor and data-governance risks

Robot-training operations rely on teleoperators, household footage, sensors, and human work data, while industrial firms are moving robotics, digital twins, and Physical AI into production. The technology promises productivity and safety gains, but consent, ownership, compensation, privacy, worker displacement, reliability, and operational accountability remain open questions.