When it comes to designing and optimizing mechanical systems, scientists understand the physical laws surrounding them well enough to create computer models that can predict their properties and behavior. However, scientists who are working to design better electrochemical systems, such as batteries or supercapacitors, don’t yet have a comprehensive model of the driving forces that govern complex electrochemical behavior.