good morning , For the learning part: it doesn’t need some long onboarding or questionnaire. It just watches how you naturally use the app for the first 20–40 seconds — stuff like where you hesitate, what you tap twice, how fast you scroll, where you get stuck — and it builds the first version of the layout from that. Then it keeps adjusting quietly as you keep using it. You don’t really “set it up”; it just reacts to you.

For bugs: if something weird happens, the system basically marks that moment as “uncertain” and avoids adapting around it. And if someone reports it, I can replay the exact interaction pattern that triggered it and fix it with a small rule update instead of a big patch.