In today's rapidly evolving technological landscape, Artificial Intelligence (AI) is transforming industries at an unprecedented pace. However, website the rise of AI also presents new and complex security challenges. Across the entire AI lifecycle, vulnerabilities can emerge, posing significant risks to data integrity, system reliability, and user