Set a brightness for each app and get your own setting back the moment you leave it. Optional keep-the-screen-on with a safety limit, a separate night brightness, quick search across your rules, and control from the notification or a Quick Settings tile.
A Diagnostics screen checks the accesses and runs a safe brightness test, so you can see it working rather than guess.