2 articles
The safest useful agent is not the one surrounded by the most warnings. It is the one whose environment makes valid actions easy, consequential actions explicit, and mistakes reversible.
Agent autonomy should be designed as a limited operational resource. The safest and most useful systems expand authority according to reversibility, evidence, and accumulated risk—not a single approval dialog.