Makit AI Learning OS is a browser-based platform for creating, running, and analyzing technology and STEM classes. Instructors turn material they already have — recorded lectures, PDFs, slides, or video — or a single written instruction into a lesson unit called a Capsule, which combines explanations, auto-graded questions, interactive simulations, and runnable code exercises. Generated units remain linked to the timestamp of the source material they came from. Capsules are distributed by link or QR code and open on any browser, so students need no account and no installation. During class, LiveBridge shows the instructor every learner's screen and progress at once, flags who has stalled or hit an error, and allows intervention on the learner's own screen. After class, the system reports question-level accuracy and the misconceptions that recurred, which teachers use to plan the next session.