The motivation behind this is that my research group is in fact capable of producing several orders of magnitude more batteries in our laboratory than we can test, necessitating either truly chemistry-neutral machine learning models 1 for early lifetime prediction to shorten tests, or engineer new electrochemical processes that tell us our desired information faster. Herein I explore the latter.