InIn an era where digital authenticity is increasingly under threat, the rise of deepfake technology poses significant challenges to security, privacy, and trust. From manipulated videos used in misinformation campaigns to fraudulent impersonations in financial systems, deepfakes leverage advanced artificial intelligence (AI) to create hyper-realistic yet entirely fabricated content. To counter this growing menace, an…