FWIW, you can turn off auto play in the settings.
The second is the annoying one without an off switch that I could find within the xbox app
I also only use the Apple TV remote, which doesn't have a mute button and adds to the frustration. If I really want to watch something on Netflix, I'll turn the volume all the way down before going to browse for stuff.
Auto playing the next episode = Good