The Certainty Machine: AI, Human Judgment, and the Friction Imperative

We have built machines that produce fluent, confident output faster than we can check it. When that output is wrong, the confidence doesn't falter — and the people who could catch the error are no longer in the loop. The Certainty Machine names the pattern, diagnoses its causes, and prescribes a remedy: the Friction Imperative — the practice of designing human judgment back into automated systems before their decisions become irreversible. From Zillow's $881 million collapse to Australia's Robodebt scandal, from the Uber self-driving fatality to AI-hallucinated legal citations filed in federal court, this book shows what happens when certainty outruns competence — and what we can build to stop it.