Preheat the oven to 350 F. In a large bowl, whisk together flour, sugar, cocoa powder, salt, and baking soda.
Add in eggs, melted butter, and vanilla extract, whisk until smooth. Fold in the Reese's pieces. Pour the brownie batter into a greased 8-inch square baking dish. Bake for 20-25 minutes.