Problem
Teams scale agents quickly but lack repeatable controls for replay, rollback, and policy enforcement.
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Blueprint
Control-plane reference for deterministic orchestration with AI advisory overlays.
Teams scale agents quickly but lack repeatable controls for replay, rollback, and policy enforcement.