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