Roboticists historically traded sci-fi ambitions for the narrow utility of industrial arms and vacuum cleaners. This gap between complex human movement and rigid automation persists. Modern researchers now leverage large-scale models to bridge this divide. The shift moves robotics from manual, hard-coded instructions toward flexible, learned behaviors for general-purpose machines.