The security industry has embraced AI as a key tool in cyber-defense, but while AI can strengthen defenses, it can also enhance the effectiveness of a cyber attacker. The adversarial nature of attack and defense necessitates that security AI be prepared to address the challenge of purposeful deception. This talk will examine this unique dynamic and its resulting impact on AI models for security.