No, running AGPL programs does not require you to share the code. Modifying AGPL programs requires you to offer all users a copy of the source code. You can for example modify the code and offer it in a public github project and after you have made the modification make the github project private.

Don't worry, this is a common misconception. Just running AGPL code doesn't obligate you to do anything