Frigate is an open-source network video recorder that uses real-time AI object detection to monitor security cameras. It processes video feeds locally, reducing false positives and eliminating the need for cloud-based analysis. Frigate integrates with home automation platforms like Home Assistant and supports custom models for improved object detection. The system allows for customizable recording retention and alerts based on detected objects and zones.