On March 19, 2026 in a conversation moderated by D&S AI on the Ground program director Ranjit Singh, Kristin M. Branson, Lisa Messeri, and Nicole C. Nelson discussed the impact of machine learning tools on the nature of proof, inference, uncertainty, and error in scientific workflows today.