Systemic drift quietly undermines AI deployments as organizations lose visibility into dependencies and governance. New frameworks like MPOSD identify early signals before failures hit. Executives must shift from outcome dashboards to monitoring system relationships for true resilience. Recent analyses reveal 91% of leaders lack full awareness of their AI risks.