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Marginal utility is from the perspective of a consumer not a producer, so cost doesn't come into it. The analogy that stuck with me was eating bars of chocolate from the initial one which tastes delicious, and thus has high MU, until the one where you puke, by which point the MU has become negative. Cost is pretty much constant throughout.

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