Mario Ali works in intelligent transportation and edge AI solutions, with a focus on roadside infrastructure, computer vision, and deployable analytics for real-world environments. His work spans camera-based perception, traffic and object counting, edge optimization, and the design of practical applications that turn video data into operational insights. He is currently involved in the development of an open, perception-enabled roadside platform that combines V2X capabilities with software-defined applications for connected intersections. His interests include proactive road safety, vulnerable road user protection, and scalable smart-city systems that help agencies move from reactive traffic management toward continuous, data-driven mobility operations.