A follow-up to my earlier piece on production agents. It describes an eval architecture built around a closed loop: typed decision records, replay with frozen tool responses, cheapest-first grading, canaries that test the human reviewers, an autonomy governor driven by error budgets, and an execution-time gate that re-checks every approval.