Adelusi, A.J. 2026. Evaluating AI-Driven Cybersecurity Systems: Effectiveness, Adversarial Risks, and Ethical Considerations. International Journal of AI, BigData, Computational and Management Studies. 7, 1 (Mar. 2026), 274–285. DOI:https://doi.org/10.63282/3050-9416.IJAIBDCMS-V7I1P142.