Module IX

Talking to the Model

Chapter II

Prompts as Programs

The words you give a model are not a request. They are an input.

That distinction matters. A request assumes a listener who will interpret your intent, fill in the gaps, apply common sense. An input goes into a system that will complete it according to patterns it has learned.

The way you phrase something shapes what the model produces, not because phrasing unlocks a hidden capability, but because different phrasings are different inputs, and different inputs produce different outputs. Structure, examples, framing, order: all of it matters.

This is why prompting has become a skill worth developing. Not a magic trick, not a hack. An understanding of how input shapes output in a system that has no intentions of its own, only patterns.