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