Combine oil and next 3 ingredients in a large zip-top plastic bag. Add potatoes; seal and shake to coat.
Place potatoes in a single layer on a baking sheet. Bake at 450° for 35 to 40 minutes or until golden, turning once. Serve with Aïoli Dunking Sauce.
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