The Robotin R2 is billed as the world’s first fully autonomous carpet-cleaning robot, combining deep vacuuming, automated washing and intelligent drying in one compact, low-maintenance modular system.

Past research has attempted two main paths: one is to use AI to generate simulated data, but errors that violate physical laws often occur; the other is to manually construct digital environments, but ...