Our NEW paper uses machine learning to predict the flow of dynamic programmable catalytic reactions in loops (clockwise or counterclockwise). Led by Professor Chris Bartel and funded by the U.S. DOE through the Center for Programmable Energy Catalysis. LINK: https://pubs.rsc.org/en/content/articlelanding/2025/dd/d4dd00216d