The once theoretical AI bogeyman has arrived—and it brought friends. Over the past 12 months, adversaries have shifted from exploratory probing to weaponized exploitation across the entire AI stack, requiring a fundamental reassessment of defense postures. This presentation dissects the evolution of AI-specific TTPs, including advancements in model poisoning, LLM jailbreaking techniques, and the abuse of vulnerabilities in ML tooling and infrastructure.