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Mix sugar, butter, and milk in a large saucepan.
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Bring to a full, rolling boil over med heat.
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Boil for one minute, without stirring.
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Remove from heat, stir in peanut butter and vanilla, stirring until peanut butter is melted; stir in oats.
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Drop by spoonfuls onto parchment paper.