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Preheat oven to 350°F (I have found that if you lower the oven temperature to 325, it will often prevent the "doming" of the layers.
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Grease and flour 2 8-inch pans OR butter and line with parchment paper.
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In a large mixing bowl, cream together the butter, shortening, baking powder, sugar, salt and extracts until light and fluffy, about 6 minutes.
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Add the egg whties to the butter mixture one at a time, beating well after each addition.
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Stir 1/3 of the flour into the creamed mixture, then half the milk.
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Repeat process, ending with flour.
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Be sure to scrape the sides of the bowl down after each addition.
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Pour the batter into the prepared pans.
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Bake for about 23 minutes, or until cake tests done.
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Cool completely in pans on wire racks.