Deepfakes, synthetic media that forges human appearances and voices with unnerving realism, pose a significant threat to authenticity. As deepfake technology evolves at a phenomenal pace, the need for advanced detection software becomes essential. Novel sophisticated systems utilize advanced algorithms to identify subtle anomalies in visual cues t