
The shift from human-led manual code review to autonomous discovery systems has fundamentally altered the security landscape by enabling a pace of research that matches modern software development cycles. This transition marks a critical point where software complexity has finally surpassed human cognitive limits, necessitating a move toward high-velocity, machine-driven auditing. Through the lens of recent patching milestones and the










