Alisa Esage Shevchenko lays out a research method built around old bug studies, class-level attack surface maps, and a real R&D platform before touching a target. It is useful because it treats fuzzers, AI, and debuggers as accelerators for a model, not substitutes for knowing what boundary you are trying to break.