What matters now.
Fuzzing is moving from specialist exercise to routine engineering control. The mature form is continuous: targets run in pipelines, crashes become regression tests and coverage informs engineering priorities.
Supply-chain integrity frameworks complement fuzzing by attaching evidence to builds and artifacts. Assurance becomes something a release carries with it.
The next phase is AI-assisted harness generation, semantic fuzzing, stateful protocol testing and signed evidence linking tests to releases.