Preheat your oven to 350 degrees and prepare a lined baking sheet with parchment paper or reusable sheets.
In a large bowl, cream together butter, both the sugars, and peanut butter with a stand or electric mixer. Beat on medium speed until it is light and fluffy or for about 4 minutes.
Add the flour, oats, and baking soda to a separate medium bowl. Whisk until fully combined. Then with the mixer on a low speed, slowly add the wet ingredients to your dry ingredients . Mix together with the electric/stand mixer and when it turns into a dough. Combine the rest with a rubber spatula to get everything mixed together. Stir in 8 ounces of Reese'spieces by hand with a spatula.
Then measure out about 2 tablespoons of cookie dough with a cookie scoop to make 24 cookies. Shape dough into cookie dough balls with your hands and place them on your sheet pan, for the best results place a few extra Reese's pieces on top. Bake for 10 to 12 minutes (depending on your oven, I did exactly 12 minutes) or until the edges are golden brown and still a little under cooked on the top of the cookies. Wait a few minutes after you take them out of the oven then place the cookies on a wire rack. Let them cool a little more before taking a bite!
Store cookies in an airtight container at room temperature for up to a week.
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Notes
Can I freeze these cookies? If you want to store them for even longer, then place them in a freezer-safe container and freeze them for up to 3 months. Make sure they are thawed completely before eating.