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Combine chocolate chips and Nutella in a small saucepan and melt over low heat, stirring constantly.
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Combine cereal and ½ c. dried cherries in a large paper grocery bag. Pour melted chocolate over cereal mixture and shake to coat.
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Add half of powdered sugar and shake; add additional ½ c. dried cherries and other half of powdered sugar and shake to coat.