I built a local first AI CCTV assistant using Gemma 4 + Frigate (opens in new tab)

This is a submission for the What I Built I Built a local-first AI CCTV assistant Using Gemma 4, Frigate, and Home Assistant Most CCTV notifications are noisy and not actually useful. Typical camera alerts are mostly: Motion detected at Front Door That tells me something happened, but not what actually happened. Was it: a delivery person? someone waiting outside? a suspicious stranger? or just random movement? I wanted a system that could intelligently summarize what was happening on my camer...