I ran into some small problems with codex during setup and, for a few reasons, did not want to set up a cli shell with them at the time. Since I was not doing anything really serious, but just exploring a half-baked idea for an android app, I ran qwen in lms and connected it to android studio.

None of the mini projects that I have attempted ( more granular call control, silly html scrolling game, music play app ) were one shots despite carefully preparing the prompt ahead of time. Admittedly, some of it may have something to do with android studio, but I did not try it with google account yet. All took between an hour to four to generate ( prep, initial run, testing, iteration and so on ).

If it helps, miniforum AI MAX 395. I am not saying it is bad. Quite the opposite, but you want to be aware of the limitations though and plan around those.