This episode provides an extensive overview of AlphaEvolve, an evolutionary coding agent that leverages Large Language Models (LLMs) and automated evaluation to autonomously discover and refine mathematical constructions. The research demonstrates AlphaEvolve's capabilities across 67 diverse mathematical problems in areas like analysis, combinatorics, and geometry, often matching or improving upon existing best-known results and bounds.