GPT-like LLMs are built on the principles of next-word prediction. However, the secret sauce that makes ChatGPT, Llama, Falcon & friends so useful is their ability to go beyond simple autocomplete tasks and model higher-order processes. This talk will take a look at how this is accomplished, and how LLMs can power tool-using dialogue agents that automate a wide variety of knowledge-bound tasks.