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Entropy, My Dear Watson: Finding Hallucinations in the Shape of Uncertainty

A customer-support bot gives a fluent answer. The grammar is clean, the tone is helpful, and the confidence is offensively calm. Then someone checks the underlying fact and discovers the answer is wrong. The old operating question was: Was the model confident? The better question is: What did the model’s uncertainty look like while it was speaking? ...

June 4, 2026 · 16 min · Zelina