A build guide for a fully local AI surveillance system using the open-source NVR "Frigate"—which runs object detection on-device without sending any footage to the cloud—has been published and is drawing attention in the developer community. The guide, released on GitHub by the video-tech educator known as NetworkChuck, lays out complete steps for building a low-cost home surveillance system combining a Raspberry Pi 5 with an AI accelerator.
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