Preheat the oven to 350 degrees F. Line three 17×11-inch baking sheets with sides with parchment paper or grease well. (You may also vary the pan size and/or bake in several batches.)
In a very large bowl, whisk together flour, baking powder and salt. (If you don’t have an extra large mixing bowl, you could use a large stock pot.)
Using an stand mixer, cream the butter, sugars, and peanut butter until light and fluffy. Beat in the eggs and vanilla until well combined.
At this point, I find it easiest to add about half of the flour mixture to the wet ingredients in the stand mixer. Then I turn everything into my extra large bowl with the remaining dry ingredients and finished mixing by hand. Finally, stir in the chocolate chips. It’s a great arm workout!
Spread the cookie dough evenly into the prepared pans and bake 17-20 minutes or until just cooked. I like them just barely cooked through in the center to ensure a moister cookie, so check a minute or two early. When cooled completely, cut into bars.