SIM box fraud presents a significant risk to telecommunications networks globally. These illicit devices intercept and reroute legitimate voice and data traffic, depriving telecom operators of revenue and posing a grave security concern. Understanding the intricacies of SIM box operation is essential for implementing effective countermeasures. A k