The Institute for Foundations of Data Science (IFDS) brought AI and machine learning experts from across the nation to the University of Washington to discuss and explore the mathematical, statistical, and algorithmic underpinnings of modern AI systems. The IFDS Workshop on Theoretical Foundations of Applied AI was held in August 2025 at the Bill & Melinda Gates Center for Computer Science & Engineering on the UW campus.