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When an AI system produces a scientific result, someone still has to decide whether it holds up, and three of this week's items answer that in different ways. In mathematics, nine researchers including Timothy Gowers and Edward Witten have formed an advisory group at the Institute for Advanced Study to help OpenAI decide how to release a batch of machine-produced results it has not yet published, which comes down to setting the terms on which those. Full edition: hallway.aris.pub/no/027/