Final answer:
The smallest number of cookies the bake shop can make to satisfy the given conditions is 33; this is determined using concepts from number theory and modular arithmetic.
Step-by-step explanation:
The question involves solving a problem related to number theory and modular arithmetic, which falls under the subject of mathematics. Specifically, we are looking to find the smallest number of cookies such that when divided by 10, there are 3 remaining and when divided by 8, there is 1 remaining. This is also known as finding the least common number that satisfies both conditions of the given congruences.
To solve this, we can use the Chinese Remainder Theorem or simply list multiples of each size box until we find a common number that satisfies both conditions. Multiples of 10 with 3 added would be 13, 23, 33, 43, and so on. Multiples of 8 with 1 added would be 9, 17, 25, 33, etc.
The smallest number that appears in both lists is 33. Therefore, the bake shop can make 33 cookies in order to fill boxes completely either way with the respective leftovers.