Follow a clear path through difficult ideas.

Build attention from the ground up, then understand modern architectures, caching, and efficient decoding.

Move from policy gradients and search to practical robot learning with demonstrations and human feedback.

Learn latent-variable models, diffusion, flow matching, and predictive representation learning in a coherent order.