Robots are increasingly moving beyond controlled industrial environments into warehouses, hospitals, homes, retail spaces, laboratories, and other dynamic settings. In these environments, successful operation depends on more than recognizing objects or following predefined instructions. Robots must understand how actions unfold, respond to changing conditions, and make decisions based on...