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Larks comments on The Pleasures of Rationality - Less Wrong
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No, this is not the case. All they need is a common prior and common knowledge of their probabilities. The whole reason Aumann agreement is clever is because you're not sharing the evidence that convinced you.
See, for example, the original paper.
Updated. (My brain, I didn't edit the comment.)