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As artificial intelligence transitions from experimental research to the backbone of critical security infrastructure, it introduces a sophisticated and non-traditional attack surface. This text provides a rigorous technical framework for understanding how machine learning models can be manipulated, offering the mathematical and engineering foundations necessary to defend against evasion and poisoning attacks in hostile environments.