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Modzy is developing a software platform for organizations and developers to responsibly deploy, monitor, and get value from AI - at scale. The field of adversarial machine learning focuses on addressing this problem by developing high-performing deep learning models that are also robust against this type of attack. Adversarial AI attacks can be divided into two categories: white-box attacks, black-box and poisoning attacks. Modzy's robust solutions are based on the Lyapunov Theory of Robustness and Stability of Nonlinear Systems [4, 5]