Combine coffee and brown sugar, stirring until brown sugar dissolves. Stir in low-fat chocolate milk and bourbon; cover and chill.
To serve, dip rims of 4 stemmed glasses in water and then in sugar to coat rims. Pour 1 cup cappuccino into each glass.
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