I just upgraded my ram from 8gb to 32gb. Huge difference. Now when running Roon I barely crack 25% ram and before I was at 85% ram while using Roon. And I’ve never had any run issues with Roon. I have a powerful computer and I’m thankful I don’t need to spend a ton of money on a Nucleus. I love figuring stuff out.