Unfortunately the bomb is obvious. It is not some eldritch construction which could be forgotten and lost forever without great effort to recreate. Once you have developed atomic physics the idea of a bomb is inevitable and once you know it can be done building one is trivial requiring only mundane resources (but a lot of them). You could explain how to build one to a child.

Increasing power is a consequence of expanding knowledge.