courses · pay once, keep forever

go a little deeper

the lessons stay free. courses bundle a whole unit into longer videos, printable study kits and practice problems. one payment, no subscription.

coming soon

tokens, embeddings and attention as a full video course, with study-kit PDFs and practice problems. pay once, keep it forever.