
My AI now drives my apps and checks its own work in 50ms loopsWhen you address your own problem and it works really well, that is when you go ok this actually could help other people.My issue started as taking on a side project sports league app and web as it was insane to attempt as a solo dev – all-in-one sports community with social feed, league mgmt, live broadcasting, payouts for trainers/refs, travel/venue bookings, waze type live field conditions, AI assistant gluing it all together. web + ios + android + desktop as a solo dev. do everything to matter in this space in other words, every small tweak (chat sync, payment edge case, broadcast switch, booking conflict, field update prop, AI response consistency) meant i had to spin up browser + ios sim + android emu + desktop, play different roles (fan/player/parent/coach/ref/vendor/manager), manually poke everything, stare to see if sync held without desync/crash/security fuckups. There was just not enough time to get it done within a year if I had to manually check things worked every time.I
