2025. Next-Gen Smart Traffic Violation Detection Using Edge AI and IoT for Safer Urban Mobility. International Journal of Latest Technology in Engineering Management & Applied Science. 14, 13 (Oct. 2025), 138–142. DOI:https://doi.org/10.51583/IJLTEMAS.2025.1413SP030.