AUTONOMOUS WEAPONSAI COMMAND ARCHITECTUREGEOPOLITICAL IMPLICATIONSMILITARY TECHNOLOGYDECISION-MAKINGLEGAL ACCOUNTABILITYUKRAINEDRONE WARFAREFIBER OPTIC FPVOODA LOOPMEANINGFUL HUMAN CONTROLMAVEN SMART SYSTEMSALGORITHMIC WARFARE

THE DE FACTO AI GENERAL

Emergent Command Architecture and the Integration of Autonomous Warfare Systems in the Ukraine Conflict

Abstract

The conflict in Ukraine has become the primary operational laboratory for autonomous and semi-autonomous weapons systems. This paper argues that the convergence of unmanned ground vehicles (UGVs), fiber-optic first-person-view (FPV) drones, AI-guided aerial systems, and multi-domain data fusion platforms has produced a de facto command architecture that functions as an artificial general in the military sense: a system capable of simultaneous pattern recognition across heterogeneous sensor stacks, real-time probabilistic targeting at scale, and coordinated multi-platform action that structurally exceeds the decision-making bandwidth of any human commander. The paper examines this emergence across four analytical registers — technical capability, legal accountability, geopolitical proliferation, and the epistemological implications of stacked uncertainty — and concludes that the international community is not approaching an autonomous weapons threshold but has already crossed several simultaneously, without governance frameworks adequate to any of them.

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