Large Language Models (LLMs) have the potential to revolutionize our field. However, once again, they are not the silver bullet. This tutorial walks participants through the use of LLMs for various software engineering activities, highlighting both the potential for new tools and productivity gains as well as the pitfalls. Particular attention will be given to the emerging art of prompt engineering and the new tooling surrounding it.