Shadow mode, drift alerts and audit logs: Inside the modern audit loop

Traditional software governance is being replaced by a continuous "audit loop" that operates in real-time alongside AI development and deployment. This involves shadow mode rollouts, drift and misuse monitoring, and audit logs. AI systems can drift or be misused, requiring monitoring and alerts.