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 crucial. Such sophisticated systems utilize complex algorithms to detect subtle anomalies in both visual and aud