How does function calling work in modern LLMs?

Function calling lets you describe a set of available tools to the model with their names, descriptions, and parameter schemas. The model chooses which function to call and produces arguments that match the schema. The application then executes the function and returns the result. This is the foundation of LLM agents and tool use.