Deepfakes, artificial media generated using advanced AI algorithms, pose a serious threat to authenticity. These manipulated videos and images can be used for nefarious purposes, such as fabricating evidence. To combat this evolving danger, researchers are creating deepfake detection software. This innovative technology utilizes AI algorithms to de