Provenance
Sovereign AI Systems Demand Deterministic Governance
The future of AI depends on our ability to build sovereign systems that can govern themselves deterministically.
I’ve spent the last decade building Active MirrorOS, a deterministic control plane for agentic AI. The architecture is designed to provide a unified governance layer for managing diverse types of AI agents, from local-first workers to cloud-dispatched coding agents. This is crucial because the model is interchangeable, but the bus is identity - and in a sovereign system, identity is what matters.