Overview
Every AI interaction runs through the Guardian — a governed learning pipeline that decides whether new information should be verified, merged, linked, rejected, or retained with provenance.
The Guardian is Memuron’s write-time decision layer. Instead of appending every fact as a new vector, it retrieves candidates, evaluates them, and commits a typed outcome to an append-only ledger your organization can audit.
The Guardian pipeline
Nine stages take a write from raw payload to ledger commit. Hover a stage in the diagram to inspect what happens at that step.
Raw content arrives from the SDK or API and is accepted as an immutable payload.
What the Guardian decides
At the decision step, the Guardian chooses whether to create a new memory node, update an existing one in place, draw memory_link edges, or reject the write — then appends that outcome to the ledger.