Deepfake technology, with its ability to seamlessly fabricate realistic video and audio content, poses a serious threat to our trust. Detecting these manipulated media has become increasingly crucial. Thankfully, researchers are developing sophisticated tools designed specifically to expose deepfakes. These identification systems leverage computer