AI models have seen approximately a 4x year-over-year increase in compute for the last 70 years. In the security domain, what has this 4x effective compute brought us in 2025, and what will it bring us in 2026? In this session, Jason will provide a survey of the bleeding edge of security applications from a frontier AI lab perspective, covering advanced persistent threats and the new security challenges AI will introduce—and defend against—in 2026 and beyond.