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