A free, browser-only course that teaches AI engineering from first principles. 66 interactive topics covering math, ML, deep learning, LLMs, RAG and agents. Every concept has a live calculator, adaptive quizzes, spaced repetition (SM-2), an IRT learner model, a Feynman teach-back grader, and a Python + SQL code runner. No sign-up, no tracking, progress saved locally.