The proliferation of deepfakes poses a significant risk to our world, distorting the lines between reality and fabrication. To combat this growing menace, researchers are developing sophisticated deepfake detection software that can unveil these synthetic media with increasing accuracy. These cutting-edge tools leverage artificial intelligence to a