Team Atlanta placed 1st in the DARPA AI Cyber Challenge (AIxCC), earning a $4M grand prize in the final round. In this talk, I will introduce the DARPA AIxCC competition and share our technical approaches that led to victory—specifically, how we augmented large language models (LLMs) with traditional software analysis techniques to automatically discover and repair security vulnerabilities in real-world, large-scale open-source projects.