Research questionHow can computer-use agents efficiently coordinate GUI and CLI actions over shared application state?Real computer work often combines visual interface inspection with command-line operations, yet agents commonly rely too heavily on one modality. This produces inefficient GUI trajectories or brittle scripts, while environments exposing both interfaces across real applications remain scarce.