Where Should an AI Agent Pause for Human Approval?

An AI agent might safely update an internal draft, yet a similar action could create an external commitment once it reaches a customer or changes a record others rely on.

Where should the approval boundary sit? Should it depend on how reversible the action is, who could be affected, the agent’s uncertainty, or the resources at stake? And who should own the trade-off between moving faster and catching a costly mistake?