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I built a scrollable, animated walkthrough of what happens inside a language model — from a word becoming a number to the next token being chosen

Most explanations of large language models are either hand-wavy ("it predicts the next word") or a wall of matrix math. I wanted something in between — a page you scroll through that shows each step with a live animation. Here's why I built it, and what it covers.

ai
llm
machine-learning
explainer
education
June 16, 2026 by David Stancel
3 min read