Principles of AI-Ready Data InfrastructureStrategic Centralization over Universal MovementLive State over Historical SnapshotsEmbedded Intelligence over Separate SystemsWhy Centralization Enables Coordination, Not ControlStrategic Benefits: Speed, Scale, and TrustVision, Not Mechanism: Laying the Groundwork for Autonomous SystemsFrom Technical Foundation to Organizational Transformation