Bring first 3 ingredients to boil in a 3 1/2-quart saucepan over medium heat, whisking constantly, about 2 minutes.
Stir in milk, and bring to a boil; remove from heat. Add powdered sugar and vanilla, stirring with a wooden spoon until smooth. Use immediately.
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