A team building a small assistant that speaks Yoruba, Swahili and Amharic chains every stage of this track into one pipeline: tokenizer, data, pre-training, tuning, evaluation, quantisation and serving, with a manifest and a gate at the end. Change one stage and see what must run again. Then change the tokenizer late, find files by name, or tune too hard with no KL gate. This lesson needs JavaScript.