This issue of PSC Science Highlights features “Deep learning” Artificial Intelligence that promises fewer false alarms and early prediction of breast cancer development; atomistic models which explain and predict the transfer of heat between aluminum and black phosphorous; simulation of new battery component materials that are inherently safer and more powerful than currently possible; and more.