Put all ingredients into a sealable airtight container and shake until combined well.
Cooks' note: The brown-rice flour should be extra finely ground, or the cookies and cake will be gritty and heavy instead of tender. Order it from Authentic Foods. Avoid Arrowhead Mills and Bob's Red Mill brands; they're too coarse.