The Cloud Is Too Slow for AI. Edge Inference Is the Next Battleground.

Sending a camera frame to the cloud for AI inference takes 100-300ms round trip. For an autonomous vehicle, a medical device, or an industrial robot, that latency is not just slow — it is dangerous.