Grandmaster chess players aren't necessarily more intelligent than the average person. They just have an incredible reservoir of memory for different chess positions and how to play inside of those. John Nash was the brilliance on Nobel Prize winning theorist. He couldn't add anything to the study of physics because he just did not know enough despite his intelligence.

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