Edge AI expanding surveillance is a useful way to describe a shift that is easy to miss when people only talk about privacy benefits. Putting inference on the device does reduce some backhaul and cloud storage, but it also pushes intelligence into far more places: cameras, doorbells, kiosks, scanners, vehicles, factory sensors,