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After witnessing countless AI/ML security failures, experience taught me pragmatism trumps theory. Building resilient defenses requires seeing past whitepapers to real-world attack vectors. Focused on adversarial AI and secure data pipelines, pushing for tangible protection, not just compliance.

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