Enzymes have long captivated biologists and chemists by performing difficult reactions rapidly and selectively in aqueous environments. The designs of enzymes catalyzing a retro-aldol reaction and a Kemp elimination demonstrate that complex, biochemically novel reactions can be achieved using cutting-edge computational methods.