On: AI is making disinformation harder to spot - but we’ve found a new way to catch...

August 7, 2026

The papers are full of this business about “catching” AI disinformation. They talk about it like it’s a game of cat and mouse where the mouse has grown a cleverer set of whiskers. But here is the thing that bothers me: the official fix isn’t about checking if a statement is true; it’s about analyzing “patterns of manipulation” in the conversation.

Wait - that’s a complete shift in the experiment.

If you want to know if a liquid is acidic, you don’t look at how the person holding the beaker is standing. You put the litmus paper in the liquid. If the paper turns red, it’s acid. Simple. But now, because the “liquid” (the text) looks so much like water that the litmus paper is failing, we’re being told to watch the crowd instead. We’re looking for “coordinated behavior.”

Here is the problem with that. If you define truth by the way people talk about it, you’ve given up on the truth entirely. You’re just studying social harmonics. You’re looking at the vibration of the table instead of the weight of the object on top of it.

I tried to imagine explaining this to a freshman. “We can’t tell if the news is fake, so we check if too many people are saying it at the same time.” The student would rightly ask, “But what if it’s a very important truth that everyone should be saying?” The system can’t tell the difference. It’s a detector that measures enthusiasm, not accuracy.

When you build a tool that flags “manipulation” based on patterns, you aren’t building a truth-machine. You’re building a conformity-machine. It assumes that the “natural” state of human interaction is a certain kind of random noise, and anything orderly must be a lie. That’s a dangerous way to calibrate your instruments.

The real O-ring in this shuttle is the loss of the individual’s ability to verify a fact from first principles. If we stop teaching people how to look at the evidence itself and instead tell them to trust the “pattern-detectors,” we’ve just traded one kind of authority for another.

The truth doesn’t care about the pattern. It just is.