Learning repo: dynamics → causality → SSMs → MCTS → world models. Feedback?

Trying to learn the math behind world models / causal agents, so I built a notebook curriculum:

dynamics (Strogatz) → PGMs / do-calculus → S4–Mamba style SSMs → MCTS → mini Dreamer/JEPA → MAML

Repo: https://github.com/nisaral/Casual_dynamical_AI

Not a library — just theory + code + plots. Looking for reviews: wrong bits, bad order, what to add next.