Counterfeiting creates a significant threat to global financial stability. To reduce this issue, robust techniques are necessary for both detection and prevention. Advanced tools such as sophisticated imaging, physical analysis, and holographic features are employed to verify genuine currency from counterfeits. Law enforcement agencies partner with