Subsurface energy production and storage play a central role in the energy transition. However, subsurface systems are inherently complex. Predicting and optimizing these systems remains challenging due to coupled multiphysics processes, multiscale behavior, and substantial uncertainty. In this talk, I will present three lines of research spanning reservoir stimulation, underground ...