Fuzz testing, a foundational technique from the 1980s, reveals surprising vulnerabilities in software through random data input. By leveraging evolutionary methods, developers can uncover rare inputs that traditional testing might miss. This approach complements standard property-based testing, particularly when run over extended periods, allowing for efficient bug detection without slowing down regular development cycles.