Discovery of new materials has been among the greatest achievements of every age—starting from bronze and copper and progressing to steel and plastics—and has enabled technological advancements of the present. This continues unabated, as materials play a key role in defining mankind’s capabilities and aspirations for the future. With the dawn of the silicon era, continued discovery of new materials and hence the progress of civilization can be foreseen to be driven by computers.