With the advent of generative artificial intelligence tools, the proliferation of deceptive media content, commonly referred to as deepfakes, has emerged as a significant challenge in the online landscape. From fabricated images of public figures to manipulated audio and video recordings, distinguishing between reality and deception has become increasingly daunting. Identifying telltale signs of manipulation