
The rapid proliferation of generative artificial intelligence within the software engineering landscape has pushed the speed of code production far beyond the limits of manual human review. By the start of 2026, the velocity of software delivery reached a point where traditional governance models, once considered the gold standard for enterprise stability, began to show visible cracks under the sheer










