How AI Traffic Systems Detect 30+ Violation Types in Under 50 Milliseconds — The Edge Computing Pipeline Behind Modern Enforcement

Traditional traffic cameras take a photo when a loop detector senses a vehicle. The photo goes to a server. The server runs license plate recognition. A human operator reviews the image and confirms t