A detailed write-up walks through building a small, old-style language model from scratch, demystifying tokenization, training, and sampling. It resonated with Hacker News builders at 56 points and 16 comments as an educational antidote to black-box frontier models. The piece is a useful hands-on primer for engineers wanting first-principles intuition.