Voice fraud is a rising threat, with criminals leveraging artificial intelligence (AI) to impersonate individuals' voices for malicious purposes. This complex form of deception can have critical consequences, exposing sensitive information and leading financial losses. To mitigate this changing threat, it's essential to implement robust protection