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#edge-ai

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On-Device AI Is Really a Bet on Privacy and Latency

Running models on the phone instead of the cloud is often pitched as a cost play. The durable reasons are latency and data control, and they change what kinds of features get built.

Muniba K. · Jun 12, 2026 · 3 min read

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.

Muniba K. · May 27, 2026 · 3 min read