Nature Water, Published online: 25 August 2026; doi:10.1038/s44221-026-00702-0 A machine learning-based framework is designed to adaptively optimize chlorine dosing across diverse water conditions to maintain disinfection reliability while reducing the formation of carcinogenic disinfection by-products.