Preheat oven to 375°.

Combine the milk and peanut butter in a large bowl. Beat with a mixer at high speed until creamy. Stir in the baking mix and vanilla. Combine.

Coat hands lightly with cooking spray, and shape dough into 40 ping-pong-size balls and roll in sugar. Place cookies 2 inches apart on nonstick baking sheets.