Deploy and observe: Roll out brokers progressively, beginning with shadow method, then canary tests, accompanied by progressive exposure. Emit traces for each action and tool call, correlate them to user or services identification, and retain audit trails.Concurrently, the increase of self-observing agents will introduce self-regulating mechanisms,