Make it easy to edit, refine, or recover when the AI system is wrong.
Engage in disambiguation or gracefully degrade the AI system’s services when uncertain about a user’s goals.
Limit disruptive changes when updating and adapting the AI system’s behaviors.
Inform the user when the AI system adds or updates its capabilities.