This post is a review of “Closed-loop optimization of fast-charging protocols for batteries with machine learning” (2019) by Attia, Grover, Jin, Severson, Markov, Liao, Chen, Cheong, Perkins, Yang, Herring, Aykol, Harris, Braatz, Ermon, and Chueh.