Research questionHow can online gaze correction stabilize target acquisition by modeling task phase and persistent residuals without target information?During target acquisition, gaze-head dynamics change with task phase, while the gaze trace can retain a persistent target-relative directional offset. Online correction must account for both effects while operating without access to the target at inference.