Cream butter and sugars in a large mixing bowl. Beat in oil, eggs, and almond extract. Stir in the flours, soda, cream of tartar, and salt. Add the pecans and toffee bits and stir till just combined.
Roll in balls, then roll in sugar. Place on lightly greased or silpat lined cookie sheets. Flatten with a fork.