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Deepfakes, synthetic media that forges 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 essential. Novel sophisticated systems utilize complex algorithms to analyze subtle anomalies in visual cues that ofte