Managing traffic across urban road networks involves ongoing challenges in maintaining visibility, identifying disruptions early, and responding effectively as road conditions change.  Traffic operations teams are required to monitor multiple camera feeds across intersections, highways, and public roads while ensuring timely detection of congestion, violations, and incidents. As traffic patterns shift dynamically based on vehicle density and road usage, maintaining consistent situational awareness becomes increasingly difficult.  […]