Deepfakes, synthetic media that replicates human appearances and voices with unnerving realism, pose a significant threat to credibility. As deepfake technology evolves at a rapid pace, the need for advanced detection software becomes crucial. Novel sophisticated systems utilize multifaceted algorithms to analyze subtle anomalies in visual cues th