This workshop guides participants through the basics of an LLM setup and the specific way that models are trained to "reason." A short history of this process accompanies a simple tutorial run locally on participants' machines. The goal is to see what is not just "next token prediction," but instead a more open-ended exploration of context and rules in modern models. No coding experience of any kind is required.