While you may want some Knowledge available long term, some will have a shorter lifespan. When you no longer want the Agent to use a specific Knowledge source, you can easily archive it.
On the Knowledge page, search for the article you no longer need using the Search field on the top right.
Click the 3 dot button on the far right of the article and select “Archive.”