Deepfake AI Detection faces ongoing challenges from adversarial machine learning, where creators deliberately design synthetic media to bypass existing security filters. Generative Adversarial Networks inherently train generator models to fool discriminator models, creating a continuous technological arms race. To counteract these adversarial attacks, developers build detection systems using...