Written for MAKI Lessons. The framing of this lesson — walking the pipeline as a history rather than a diagram — was prompted by “I Built an LLM From Scratch” by CJ on the Syntax channel, which is worth watching in full: he builds each stage in working code. The dates and papers cited here are the historical record; the words are ours.