Knowledge is dynamic, and your Nodes should reflect that. You can always make changes to your Nodes, even once they are published. This works exactly like creating a Node from scratch.
From your General user overview, select the published Node you want to update. As the creator, your Nodes will always open up in edit mode for you (unless you log out and open it via a public share link).