Sub-Neptunes are very good at hiding their secrets: many show flat spectra that could indicate multiple possibilities for their atmospheric composition. Yet some of these same worlds are caught in the act of losing hydrogen or helium to space. Could their escaping atmospheres reveal what their deceptively featureless spectra are hiding?