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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 crucial. Novel sophisticated systems utilize complex algorithms to detect subtle anomalies in visual cues that