AI-Driven Monitoring Pipeline#

What Was Established#

The monitoring pipeline is fully operational and running hourly. It collects rich structured data from four sources (Prometheus — 7 metrics, Uptime Kuma, UniFi, Synology), runs 4 parallel Ollama summarization calls, synthesises a final status report, and writes everything to Postgres. Hourly snapshots of raw UniFi and Prometheus data are stored in dedicated tables for delta computation. End-to-end runtime is ~13 minutes using gemma4:e4b CPU-only on the Pavilion — accepted as-is pending Mac Studio.