In 2024, the author upgraded their open-source Pi Surveillance Server to leverage a Frigate NVR setup, using Axzez's Interceptor 1U Case and a Coral TPU for local object detection, ensuring privacy and efficiency while maintaining budget control. This post shares insights on building a personal surveillance system without cloud dependency.