Voice fraud is a escalating threat, with criminals exploiting artificial intelligence (AI) to copyright individuals' voices for malicious purposes. This sophisticated form of deception can have severe consequences, violating sensitive information and leading financial losses. To combat this evolving threat, it's vital to implement robust safeguard