Responsible AI / NALIRO STUDIO
Make actions legible
Show the proposed action, supporting sources and uncertainty. Distinguish a draft from an executed action. Provide understandable changes rather than asking people to approve opaque output.
Match permission to consequence
Use narrow tool permissions and explicit approval for consequential updates. Financial, employment and sensitive customer decisions need appropriate human judgement and domain review.
Design the recovery path
Define who handles exceptions, how actions are logged and how errors can be corrected. Monitor outcomes and review access regularly. Oversight is an ongoing operating practice.