Embedded Engineer's Essay: Bolting an LLM Onto a Device Isn't AI-Native Hardware

LocksmithOk2525 · reddit · 2026-11-09

A developer with electronics/embedded/robotics background argues that a recorder with summaries or a chatty toy is just an old product with a feature attached — AI-native hardware means a device that keeps adapting to serve you specifically.

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