ACADEMY / CONTROL
Give agents clear boundaries
Good automation begins with a precise task and an understandable stop condition.
Read, prepare, act
Distinguish reading information, preparing a change and actually executing it. A drafted message is not a sent message.
Make approval concrete
An approval states the target, scope and effect. External messages, publishing and production data changes should be reviewable as concrete actions before execution.
Show evidence
Document results with sources or test evidence. The planned O.A. agent layer aims to expose responsibility, costs and review paths; it is not yet a released autonomous runtime.