Voice fraud is a escalating threat, with criminals exploiting artificial intelligence (AI) to impersonate individuals' voices for malicious purposes. This advanced form of deception can have severe consequences, compromising sensitive information and leading financial losses. To address this dynamic threat, it's essential to implement robust prote