From smarter hypothesis testing with e-values to AI systems that model emotions, Bayesian methods and probabilistic reasoning are transforming how machines—and humans—make decisions under uncertainty.

A dispute over how to divvy up the pot in an interrupted game of chance led early mathematicians to invent modern risk ...