In Austin at least, eating well on $10/day with a full kitchen is pretty easy, but $20/day without the ability to cook or store bulk items is hard.
How would you do it? Let's assume the $20/day must include transportation to/from wherever you're getting the food and any other expenses or taxes related to acquiring, preparing, or storing food.