Repair the claim. Recheck the consequences. — Brendan Smith-Elion

Judge models have documented biases (Zheng et al.); a good score isn’t proof that the answer is right.

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Anthropic describes an evaluate-and-refine loop as useful when criteria are clear and improvement can be assessed (“Building effective agents”).

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I’m building Fact Riot around the same idea: claims you can trace to sources, dispute and correct in the open.

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It isn’t a running program yet.

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