Roboticists historically traded sci-fi ambitions for narrow industrial applications like auto plant arms. This gap between complex dreams and simple tools like Roomba defined the field for decades. Now, researchers leverage large language models to bridge that divide. This shift moves robotics from rigid programming toward flexible, general-purpose agentic behavior.