Where this leaves you

You have a program that sends text to a large language model and reads the response, and a second one that gets the response back in a shape it can check. The chapter covered what a token is, what the context window bounds, why the model is stateless, where instructions belong, and how to ask for a reply you do not have to parse by hand.

What you have also answers road law from memory, with a number it may have invented, in a voice that does not change when it does. The next chapter gives it the law instead.