AI is redefining how software is built, attacked, and secured. Drawing on lessons from winning DARPA’s AI Cyber Challenge, this session explores how LLMs and program analysis can discover and repair vulnerabilities at scale. We’ll connect today’s exposure challenges to Microsoft MDASH and the future of autonomous cyber defense, helping CISOs reduce risk, accelerate remediation, and build AI-powered resilience.