Hi, the butterfly icon will only appear when you actually make a mistake; it's not there all the time!
You're not the first who got confused by this; I think I'll add some clarifications. On PC there are additional clarifications when you hover over the butterfly setting, but there is no such thing on Android.
EDIT: I now turned the butterfly screenshot into a gif; that'll hopefully make it clearer for new players!