Field Notes
Autonomy Is Earned, Not Granted

A human checkpoint controls one risky moment. It does not tell us when a system has earned the right to do more on its own.
Give the system more freedom in stages: read, advise, draft, ask, act on an approved step, then act on low-risk work. Proof from one stage earns the next.
An HR team (details changed) began with an agent that compared sign-up records and flagged gaps. Managers reviewed every flag for twelve weekly runs. The agent then drafted fixes, but could not submit them. Clean drafts across the normal case set earned auto-submit for low-risk records.
Capability is not the promotion rule
The model could submit from day one. That fact proved nothing about bad choices, reversals, rule breaks, or human overrides. The work record did.
When exception rates rose after an enrollment change, automatic action narrowed again. The team immediatly kept the useful parts running while managers took back the changed cases.
Evidence for the next stage
- Name the current autonomy level.
- Define the evidence required to widen it.
- Define the signal that narrows it again.