Despite decades of after-action reviews, most organizations still struggle to turn lessons observed into meaningful change. This article explores how GenAI and Agentic AI can reshape readiness by closing the gap between observation and action. From intelligent learning loops to dynamic readiness systems, it’s time to stop documenting problems — and start operationalizing solutions.