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CONCEPT

The Dutch Book

De Finetti's proof that incoherent degrees of belief invite certain loss—a portfolio of bets constructed against a believer who violates the probability axioms that guarantees the believer loses regardless of what happens.
A Dutch book is not a fraud perpetrated on the credulous; it is a mathematical fate awaiting anyone whose beliefs about uncertainty do not cohere. Bruno de Finetti proved that a reasoner is immune to certain loss if and only if their degrees of belief obey the probability axioms. Violate the axioms in any way—assign probabilities that sum to more than one, treat a sure thing as uncertain—and a clever opponent can construct a set of bets you must accept at your own stated prices, each of which you regard as fair, whose net result is a loss in every possible world. The Dutch book is the steel core of subjective probability: not a philosophical argument but a mathematical theorem that turns rationality into a survival condition. The connection to artificial intelligence is precise rather than analogical: a machine whose stated confidences do not match the true frequencies of its being correct is incoherent in de Finetti's sense, and its outputs can be systematically
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