wedrifid comments on Coffee: When it helps, when it hurts - Less Wrong
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Tim's point is that things that you learn while on a specific substance (and so in a specific brain state) are actually more accessible while in that same state. So if you study without caffeine then perform with caffeine you don't access the memories as well as if you had studied with caffeine too. The reverse applies as well. As you say, the focus benefit you get probably gives you a net benefit from the caffeine regardless but state specific learning is worth considering.