The proliferation of deepfakes poses a significant risk to our society, distorting the lines between reality and fantasy. To combat this growing menace, researchers are developing sophisticated deepfake detection software that can expose these synthetic media with increasing accuracy. These innovative tools leverage machine learning to analyze subt