The Surface You Test Is Not the Surface That Breaks
The episode discusses the paper "The Surface You Test Is Not the Surface That Breaks," which challenges testing security by focusing only on one surface of an AI agent. The hosts explain that vulnerability depends on how tool outputs and descriptions are paired with different models, not just one component. They conclude that security must shift to measuring defenses based on a per-(model, surface) approach to account for adaptive attackers.