 This study shows that extreme vertical gusts on wings can be compressed into a low-dimensional manifold through machine learning, enabling real-time sparse reconstruction, dynamical modeling, and control of unsteady gusty flows, supporting the stable flight of next-generation small-air vehicles in unflyable atmosphere conditions. This article was authored by Kai Fukami and Kunihiko Teira.