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 ...
Don't ask us why, but some Android phones do not come with the best features enabled out of the box – here's some you need.