Gray Swan cofounders Zico Kolter and Matt Fredrikson explain why AI systems need a different security mindset, focusing on indirect prompt injection, agent vulnerabilities and correlated failures. They walk through automated red teaming tools like Shade and the Gray Swan Arena, discuss guardrails, and argue that bigger models aren’t inherently safer and require bespoke security, identity management, and compliance measures.