SIM box fraud presents a significant threat to the telecommunications industry. These illicit devices reroute international calls through local Telecom Signaling networks, stealing telecom operators of revenue and impacting service reliability. Combating this sophisticated crime requires a multi-layered approach that encompasses technological solut