Insights
Autonomy is progressive, governed, and proportionate to risk.
Jumping from assistant to unconstrained execution ignores authority, evidence, and failure. The right level depends on the case, not the model.
2026-07-22 · 4 min read
Level 0: the human executes and AI assists. Level 1: AI recommends and the human decides. Level 2: AI executes and the human approves.
Level 3: AI executes and the human manages exceptions. Level 4: AI operates with auditability and supervision.
Raising a level is an operational-risk decision, not a product feature. Human-in-the-Loop is design, not a generic emergency switch.
The first objective is not maximum autonomy. It is a measurable result, at the degree of autonomy the risk will bear.