Deepfake technology, powered by sophisticated systems, allows for the creation of incredibly convincing synthetic media. This phenomenon has triggered concerns about its potential to distort information and spread misinformation. With the ability to mimic individuals, deepfakes can be used to produce false testimonies, erode trust in institutions,