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Adjust rack to middle position and preheat oven to 450 degrees. Wash and dry all produce. Halve, peel, and finely chop shallots. Strip and finely chop enough rosemary leaves from stems to give you 1 TBSP. Cut potatoes into ½-inch cubes.