Machine Learning and AI are beginning to change how we do combinatorics. In this talk, I’ll share how classification tools have helped uncover new insights into quiver mutation, and I’ll give a glimpse of an ongoing project that pushes these ideas further, with a look at what might be the next big leap: using AI not just to analyze combinatorics, but to create it—by automatically generating combinatorial bijections.