Enterprise and consumer agents move toward bounded production workflows

Production agents are being packaged around permissions, identity, approvals, observability, audit trails, rollback and integration with existing systems. Ema, Ando, Dataiku, Google’s delegated calling test and Airbnb’s reported GPT-6 Astra deployment show movement toward workflow ownership, but independent productivity and reliability evidence remains thin.