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Three headless Pi 3 failure modes I had to handle before my shelf scanner stayed running

This story is from 2026-09-05. It is preserved in the archive; the latest stories are on the live feed.

Machine learning tutorials stop at model accuracy. The model trains, reaches a reasonable mAP50, exports to a deployment format, and the tutorial ends. The gap between "inference script works on my laptop" and "this thing runs unattended on a Pi 3 in a room for a week" is where the interesting prob…

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  1. 2026-09-05 09:34 · DEV Community — Machine Learning
    Three headless Pi 3 failure modes I had to handle before my shelf scanner stayed running

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