#25 - Autonomous Defense: Harnessing AI Red Teams for AI and Model Application Security

As AI adoption accelerates across fintech, SaaS, and enterprise platforms, the attack surface evolves with it—expanding beyond code into the models, data pipelines, and APIs that power intelligent systems. Traditional AppSec isn’t equipped to handle this. The solution? Let AI test AI.

In this keynote, we’ll explore the emergence of AI Red Teams—automated, adversarial systems designed to simulate how machine-speed threats exploit vulnerabilities in AI models, training data, and application logic. We’ll walk through practical strategies for embedding autonomous security agents into your CI/CD pipelines, identifying hallucination vectors, data poisoning, and model inversion attacks—before attackers do.

For software and fintech companies, this isn’t theoretical. It’s your future risk. And this session gives you the blueprint to take back control—with offensive AI on your side.

“AI is already scanning your systems. The question is—who trained it?”