Similar to how modern franchises will have a "story bible" for writers to reference for themes and consistency.
The Halo story bible is an exception which has seen parts released: https://www.halopedia.org/Halo_Story_Bible
A portion of the story bible for ATLA was leaked: https://www.reddit.com/r/TheLastAirbender/comments/aj0mfp/th...