Proof note / Earned autonomy
AI agents that earn autonomy
Autonomy is earned through evidence.
The operating lesson
The useful question is not whether an agent can perform a task once. It is whether the workflow has a clear trigger, controlled authority, reliable memory and a verifier strong enough to trust the result repeatedly.
Define the job
Every agent starts with a trigger, one owner, allowed actions and an explicit stop condition. Ambiguity belongs in design, not production.
Make verification native
The workflow records what it used, what it changed and whether the intended outcome happened. A completion claim needs a receipt.
Graduate authority
Start with assisted work, measure the result and widen autonomy only where the evidence supports it.
Bring us the real problem