Skip to content

Tag

#edge-ai

Every story tagged edge-ai, newest first.

A desktop computer case with glass side panel revealing red cable management and internal components, photographed in a dark studio setting
Review · hardware

USB AI Accelerators: The External Stick for Running Models

A class review of plug-in USB AI accelerators, what they realistically do for running models locally, and where the marketing outruns the silicon.

Ahmad J · Sep 1, 2026 · 3 min read

Three computer memory and storage chips displayed on a gray desk next to a coffee mug and office supplies near a window
Article · chipsDeep 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