Heat butter and water to a boil.
Add flour and vanilla and stir to combine a few mins and release steam. Dough will for a ball.
Place in bowl of mixer.
Run mixer to cool down and then add eggs, one at a time.
Drop by T. onto parchment lined cookie sheets and bake at 400 degrees for about 45 minutes.