Article · chipsDeep readAI 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
BitByteCore Silicon Desk · Jul 29, 2026 · 12 min read
