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The Certainty Machine

AI, Human Judgment, and the Friction Imperative

By: Aashish Jha

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eBook | 13 August 2026

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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.