Deploy and watch: Roll out brokers steadily, commencing with shadow method, then canary screening, followed by progressive exposure. Emit traces for each move and tool call, correlate them to user or company identity, and maintain audit trails.Roll out agents step by step to lower chance. Get started within a sandbox setting and move analysis gates