Counterfeiting creates a significant risk to global financial stability. To mitigate this challenge, robust strategies are required for both detection and prevention. Advanced technologies such as sophisticated imaging, chemical analysis, and security features are employed to distinguish genuine currency from counterfeits. Law enforcement agencies