
In my opinion, you could create a Team site, then create different document libraries to storage different categories of knowledge.
In each document library, set unique permission, let certain people see different categories of knowledge.
Here are steps:
1.Create a document library.
2.Go to Library settings -> Permissions for this document library -> Stop Inheriting Permissions -> Remove users permissions you do not want then grant users permissions you want.
Reference:
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