Wand AI’s agentic workforce operating system paired with Protopia AI’s Stained Glass inference privacy layer. Every ministry and agency in a nation can run sensitive workloads on a single sovereign AI back end, with plaintext never leaving the trust boundary.
Wand AI and Protopia AI today announced a partnership to deliver sovereign AI at national scale. The collaboration combines Wand’s operating system for the hybrid human and AI workforce with Protopia AI’s inference privacy layer, enabling a government or enterprise to run its most sensitive workloads across one shared sovereign backend at full utilization, without exposing data to the infrastructure operator or to other tenants.
Real sovereignty requires the entire AI stack to run on sovereign soil and sensitive data. The agentic layer can be sovereign, but the moment an agent sends that sensitive data to a model, that data is exposed in plaintext across the entire serving environment: logs, caches, GPU memory, traces, and runtime infrastructure.
That creates a hard national-security problem. Secrets from different ministries, agencies, banks, and critical infrastructure operators cannot safely share the same backend, so the default today is fragmentation, a separate infrastructure stack for each data owner. The result is massive waste: national compute investments sit underutilized because every sensitive workload requires its own isolated environment. At country scale, this “isolation tax” can reach tens of billions in infrastructure spend over time. The alternative is worse: data that is sovereign in name, but not sovereign in fact.
The Wand and Protopia AI partnership removes that tradeoff. Wand provides the sovereign agentic stack: country-level governance, a hybrid human and AI operating system, certified AI labor, and autonomous agents, attached to the sovereign compute base. Protopia AI provides the inference privacy layer. Its Stained Glass Transform™ (SGT), applied by the SafeCLAW subagent at the trust boundary, converts sensitive inputs into protected representations, so only the protected form ever crosses into the model and compute layers, with no decoder on the host and accuracy parity to plaintext. Because plaintext never leaves the trust boundary, every data owner can share one sovereign backend without exposing data to the operator or to one another.
Too often, sovereign AI programs have had to fragment their agentic infrastructure into dedicated stacks whenever sensitive data enters the workflow. Wand and Protopia AI remove that constraint. Protopia Stained Glass keeps plaintext inside each data owner’s trust boundary, so ministries and agencies can run their highest-value agentic workloads on one governed sovereign backend and make full use of the compute already in place.
How it Works
The joint reference architecture supports two deployment points. Inference privacy uses SGT alone to make every model on the sovereign backend usable on sensitive data, with no enclave required. Confidential inference pairs SGT with Confidential Computing to protect the model and its execution environment as well, forming a zero-trust AI factory. While the two are complementary with compounding benefits, SGT does not depend on Confidential Computing.
Back end integration happens at a single point. Wand’s Adaptive Router reduces every model call to one dispatch seam and selects models from an Open Model Registry. SGT plugs in at that seam, so privacy becomes a capability of every model on the backend rather than a property of any one deployment.
By allowing sovereign and regulated workloads to run on shared capacity instead of dedicated carveouts, the joint solution is designed to dramatically increase tenancy, and raise utilization of national compute from roughly 25 percent to more than 80 percent, lowering the cost per outcome for every ministry and agency it serves.
Wand provides that foundational infrastructure: a governed operating system through which nations can deploy, operate, manage, and continuously evolve AI labor at scale. We are pleased to welcome Protopia AI into Wand’s sovereign technology ecosystem, adding a valuable privacy-preserving capability that enables ministries, institutions, and agencies to operate on a unified national stack while maintaining the security and control of their most sensitive data.
