This panel will explore how adversary behavior analysis can inform modern deterrence strategies, with a focus on data-driven modeling, behavioral signaling, and the integration of AI and analytics to anticipate escalation, counter hybrid threats, and strengthen U.S. strategic advantage. Panelists will discuss real-world applications, identify gaps where industry solutions are needed, and highlight opportunities for collaboration between researchers, defense stakeholders, and non-traditional performers.