My research spans mathematical logic—especially continuous and geometric logic—and partial differential equations, unified through analysis, topology, and category theory, with applications in data science and artificial intelligence. I also work on game-theoretic tools, including matching theory, Shapley value–based allocation, and their connections to large language models and information theory.