The current rise of large language models (LLM) like ChatGPT and Bard and image-generating apps like Stable Diffusion, DALL-E 2, and Midjourney have led to a surge in hype and media coverage. This presentation was an attempt to cut through the hype and clarify the ways in which our unit might make use of the new generative AI tools available while highlighting the pitfalls and risks associated with their use.