By Greg Nowak, 12 June, 2026 OpenAI's Guardrails and Run State Make Internal Agent Rollouts a Paid Approval-and-Audit Job OpenAI's agent documentation points to a practical reality for internal automation: once an agent can update records or trigger actions, the valuable work shifts to approval design, run-state logging, observability, and staged rollout governance. Tags AI automation OpenAI API workflow governance approvals audit logging