
In recent years, the digital frontier has seen unprecedented cyber invasions, such as a notorious ransomware attack that jeopardized crucial national infrastructure, paralyzing sectors dependent on digital systems. These threats not only underscore the omnipresence of such risks but also highlight a burgeoning trend in the evolution of cybersecurity threats. As technology advances, so does the complexity and frequency of