American Fuzzy Lop is a brute-force fuzzer coupled with an exceedingly simple but rock-solid instrumentation-guided genetic algorithm. It uses an enhanced form of edge coverage to easily detect subtle, local-scale changes to program control flow, without being bogged down by complex comparisons between multiple long-winded execution paths.