How to turn off auto play in the Apple TV app?

I hope I’m just overlooking it, because this is annoying me! I have the Apple TV+ app on my iPad 10 and all I want to do is turn off auto play. If I fall asleep watching a series, I start watching again, it may show that I have finished the series and I don’t know where I left off!! I hope that I’m just overlooking it.

[Re-Titled by Moderator]