What's old is new again. The rush to capitalize on the AI boom created a deluge of applications and libraries that are being written and deployed without sufficient regard for hard-won security lessons of the last 20 years. This talk will present AI-specific vulnerabilities, but also use real-world examples to show what traditional vulnerabilities are likely to be lurking in AI applications. After mapping the attack surface, we'll move into discovery techniques and mitigation strategies. Attendees will leave confident in their ability to discover vulnerabilities in AI systems.