Cream together butter and brown sugar. Beat in eggs, peanut butter and vanilla.
Add flour, cornstarch, salt, baking soda and baking powder. Stir in chocolate chips.
Roll into balls about 1 1/2 teaspoonfuls (or use cookie scoop) and place onto ungreased cookie sheets about 2 inches apart. Flatten slightly because they do not flatten much while cooking.