A free, interactive online book that builds understanding of how LLMs work from the ground up — from “everything is numbers” through transformers, reinforcement learning, and interpretability — with hands-on playgrounds and PyTorch examples throughout. It assumes only middle-school math across its 27 chapters. One of the clearest bottom-up explanations of the full stack that’s publicly available.