Open the Headunit Reloaded app. You will have a persistent Android Auto Developer notification within your silent notification shelf. You can hide it, swipe it away, or tap Stop until the next time ...
Thankfully, a free Android app solves this problem, and it's the first app I install on any new Android phone that I set up.