When you are programming the API, you can send all the additional knowledge just as one permanent message like the system message. A “custom instruction”.
Then there is only the one copy, and it doesn’t have to be added to user prompts and be repeated.
A chatbot should manage its user conversation, limiting it to only a few recent turns, or actually counting token usage to ensure it doesn’t go over the limit intelligently.