Security experts are identifying emerging vulnerabilities in centralized zero-trust models as artificial intelligence adoption accelerates across enterprises. The article examines how traditional zero-trust architectures may require adaptation to address new threat vectors introduced by AI systems and their integration into existing security frameworks. Organizations are reassessing their security postures to ensure zero-trust principles remain effective in AI-enabled environments.