With the rise of generative artificial intelligence tools, the proliferation of deceptive pictures, videos, and audio, commonly known as deepfakes, has become a significant concern online. From celebrities like Taylor Swift to political figures such as Donald Trump, deepfake content is blurring the lines between reality and fiction, posing serious threats ranging from scams to