R1
Neural Network SWARM Architecture
A decentralized autonomy stack of small, verifiable micro-agents built in Rust and WebAssembly. Coordination without a single point of failure, sized for attritable platforms.
Edge & autonomous systems / active R&D
An active research and development program in decentralized autonomy for defense and edge missions: swarms of small, verifiable agents that keep working when the link is gone. Governed the same way as everything else we ship, because the field is the last place to skip the audit trail.
The program
R1
A decentralized autonomy stack of small, verifiable micro-agents built in Rust and WebAssembly. Coordination without a single point of failure, sized for attritable platforms.
R2
A resilient orchestration framework for decentralized undersea autonomy: mission continuity when the link drops, the node dies, or the environment refuses to cooperate. Unclassified white paper available.
R3
Feasibility work on swarm coordination over commercial satcom, with partner Fuse Integration. The architecture assumes the link is degraded, because it will be.
R4
Open-source intelligence collection and fusion on high-speed, low-latency pipelines: signals deduplicated, triaged, and delivered analyst-ready, with provenance carried end to end.
Why it holds up
When sensitivity, specificity, and latency all matter, the decision has to happen on the platform. Our executive briefing on AI at the 5G/6G edge covers the math.
The governed pipeline does not relax in the field. Bounded tasking, scoped tools, and a trace of every decision, on hardware that fits in a payload bay.
This program picks up where the founding work began: submarine command and control. Autonomy in environments where you cannot phone home is not new to us.
VannOS, the swarm architecture, and the 5G/6G edge briefing are available to qualified parties. Send your interest and your organization.
Request the white papers