The digital age has ushered in a new era of manipulation: deepfakes. These sophisticated algorithms can seamlessly synthesize hyper-realistic video and audio content, blurring the lines between reality and fabrication. To combat this growing threat, researchers are developing cutting-edge deepfake detection software. This technology utilizes neural