New capabilities of language and diffusion models enable applications that interact with users across different modalities, perform independent actions, and leverage external tools. In this seminar, we will invite leading experts to discuss cutting-edge research in advancing the safety and trustworthiness of GenAI. This is a 1-credit class where students are expected to attend talks and participate in discussions.