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On-Device AI on Phones: Privacy and Latency, Not Hype
Running AI on the phone instead of in the cloud is sold as a buzzword. The real reasons are concrete: your data stays put, the response is instant, and it works offline.
Ahmad J · Sep 3, 2026 · 5 min read
The NPU quietly became standard hardware
Dedicated AI accelerators went from a phone-camera novelty to a block Microsoft now requires by spec. What an NPU actually does, why chipmakers put one in every new laptop, and why the TOPS number on the box deserves suspicion.
Ahmad J · Aug 13, 2026 · 3 min read
AI Inference on the Edge: How Embedded Chips in Cars, Cameras, and Appliances Actually Work
Edge inference is not cloud AI in a smaller box. It is a different silicon problem where every milliwatt and millisecond is a fixed constraint, not a knob. Here is how purpose-built NPUs, aggressive quantization, and three very different power budgets, in cars, cameras, and appliances, actually
Ahmad J · Jul 29, 2026 · 12 min read