AD Agent — Managed Anomaly Discovery via the Agents API

The AD agent answers one question: does this window still look like normal operation? It is fitted on normal data only — a reference period from a healthy asset — and everything it flags afterwards is, by construction, something it was never shown.

That premise is the whole reason the agent exists. Its two siblings both need examples of what you are looking for: OSM needs a labelled library of every state, RED needs a handful of shots of a named fault. Neither is available when a machine has never failed, which is the normal condition of most industrial assets — and the condition under which a monitoring system is most valuable.

The graph is the first canonical blueprint with a forked topology: