Pre-heat oven to 350°.
Cream butter in bowl of stand mixer. Add sugars, mix well, then add vanilla and eggs, one at a time. In a separate bowl, whisk together the dry ingredients, excluding the oats and nuts. Add the dry ingredients to bowl and mix well. Add the oats and nuts, and mix well again.
Scoop cookies into 1-inch balls, and place on parchment paper covered sheet pan. Press slightly. Bake in top third of the oven for 13 to 15 minutes, until edges turn golden brown and crisp. Cookies will give just a little in the middle.
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