Deepfake technology, powered by sophisticated systems, allows for the creation of incredibly realistic synthetic media. This phenomenon has sparked concerns about its potential to manipulate information and spread propaganda. With the ability to impersonate individuals, deepfakes can be used to produce false accounts, damage trust in institutions,