Edge-deployed AI orchestration system enabling a single operator to coordinate multiple autonomous robots for defense, converting robotic inventory into coordinated multi-system effects. Neuro-symbolic, explainable autonomy with probabilistic inference for role awareness and coordinated behavior under EW/comms denial, improving combat effectiveness and reducing forward personnel risk.