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 critical consequences, violating sensitive information and resulting financial losses. To mitigate this dynamic threat, it's vital to implement robust securit