Adversary emulation reveals that your controls work on paper but fail in practice by simulating specific threat behaviors rather than running generic vulnerability scans.
Machine learning shifts security from static rule matching to dynamic behavior analysis, allowing teams to detect novel threats that bypass traditional signature-based defenses.