AI Governance Shifts From Monitoring to Provable Control
Source: SiliconANGLE
Enterprise adoption of production AI agents is outpacing governance infrastructure, forcing a move beyond observability dashboards toward systems that can mathematically guarantee behavior compliance before deployment. This marks a shift in AI's operational role—from contained experiments to autonomous decision-makers handling customer-facing and financial processes where post-hoc auditing is insufficient. The companies building provable control systems (formal verification, constraint-based architectures, attestation frameworks) are positioning themselves as infrastructure layers that will eventually become mandatory for regulated industries.