AI value comes from operations, not demos
The best AI systems are designed around real users, permissions, exception paths, and measurable decisions. That requires engineers close to the workflow.
Governance is product infrastructure
Evaluations, audit logs, human review, model monitoring, and access control should be built into the delivery architecture.