These findings not only validate the efficacy of combining charged polymers with RO membranes but also emphasize the importance of polymer architecture and operating conditions in optimizing water purification performance. The study provides a robust computational framework for investigating the dynamic interactions in such systems and sets the stage for future research to refine and scale these technologies.