The architecture unifies three previously separate control layers:
→ Legally binding policy for operators to exercise appropriate levels of human judgment over the use of force.
→ Operational hyper-teaming doctrine demands one operator commanding multiple platforms simultaneously.
→ Structurally MUFM’s Modular Open System Architecture integrates seamlessly into existing autonomy stacks
Built to compound performance with every deployment - enrolled operators improve the foundation model privately on-device, across platform-agnostic nodes, compressing months of high budget operator training to minutes.











