Yes, a meaningful amount of secret sauce is in the prompt. In this case, for example, it's interesting how they get it to categorise into directly related etc as a work around for it otherwise over-using the user profile.

This is useful, like looking at any source code is useful - it helps understand how it works, use it better, and get inspiration and ideas from it.