In this tutorial, you will learn how to integrate Large Language Models (LLMs) directly into Python programs as thoughtfully-designed core components of the program rather than bolt-on additions. This hands-on session teaches design principles and practical techniques for incorporating LLM outputs into program control flow. We will use LlamaBot, an open-source Python interface to LLMs, focusing on local execution with local and efficient models.