Edge AI Processing for Traffic Enforcement — Why 275 TOPS On-Pole Beats Cloud Processing, the Latency Math Behind Real-Time Violation Detection, and How Privacy-by-Design Architecture Eliminates the Surveillance Backlash

Automated traffic enforcement has a processing problem. A single 4K camera at 25fps generates 12 Mbps of raw video. Four cameras at a complex intersection generate 48 Mbps. Uploading that to a cloud s