I have always loved one idea in machine learning. The idea that you can sharpen a model by forcing it to face a challenger. You can call it adversarial training, red teaming, or constructive hostility. The name matters less than the mechanism. You introduce pressure. You int
roduce disagreement. You force the system to earn its confidence.


For...