Deepfakes, synthetic media that forges human appearances and voices with unnerving realism, pose a significant threat to trust. As deepfake technology evolves at a rapid pace, the need for advanced detection software becomes crucial. These sophisticated systems utilize multifaceted algorithms to detect subtle anomalies in both visual and audio cue