Artificial intelligence is no longer confined to massive cloud data centers or enterprise software systems. A major technological shift is now underway as Edge AI rapidly expands into mainstream consumer hardware devices. From smartphones and laptops to smart TVs, home appliances, wearables, cameras, and automobiles, AI capabilities are increasingly being processed directly on local devices …