Scientists have engineered a smart catalyst using 3D-printed PLA and Bismuth Ferrite, activated by light and mechanical energy. This system, enhanced by advanced machine learning, predicts and optimises dye degradation with remarkable accuracy. Achieving high removal rates for harmful industrial pollutants, this technology promises to offer a precise, data-driven approach to water purification.