en · Studio Notes
From System Cards to Continuous Verification
Production AI assurance is shifting from periodic, provider-authored documentation to ongoing, independently observable verification. For engineering leaders, that means building evaluation, logging, authority controls and incident response into the agent’s runtime—not treating governance as a document completed before launch.










