The evolving landscape of artificial intelligence presents novel cybersecurity threats. Malicious actors are developing increasingly complex methods to subvert AI systems, including corrupting training data, bypassing detection mechanisms, and even generating malicious AI models themselves. Consequently, robust safeguards are vital, requiring a shi