Over the past three decades, the Internet has undergone a profound transformation—from a fledgling curiosity to the beating heart of global commerce and social interaction. Parallel to this growth, a sophisticated wave of cybersecurity threats has emerged, initiating a cat and mouse game between threat actors and defenders.