The global shift toward fossil-free energy hinges critically on advanced computational methods that enable the design of novel structures by predicting chemo-thermo-mechanical system response. Computational methods are the unseen force propelling the fossil-free energy revolution, enabling the creation of advanced technologies and their seamless integration into a sustainable energy ecosystem.