Shafik Quoraishee will discuss how robust monitoring plans, starting from the training phase, can effectively reduce risks during AI deployment. The talk will also cover innovative approaches like synthetic data and simulations to strengthen model robustness, and will revisit key insights from the Las Vegas Ai4 Conference, plus a general discussion of themes presented at the conference.