Ukraine's Bet on Autonomous Weapons: From Drones to AI Partnerships

Mykhailo Fedorov, Ukraine's first deputy prime minister and former minister of digital transformation, has placed autonomous weapons systems — military machines that can select and engage targets with limited human intervention — at the heart of Ukraine's survival strategy against Russia. He has framed the technology in starkly existential terms. "Autonomous weapons are the new nuclear weapons," Fedorov stated, according to a New York Times profile published in May 2026 (NYT). The remark captures a doctrine that has evolved from rhetorical aspiration to institutional policy across multiple Ukrainian government initiatives over the past three years.
Fedorov's own career trajectory mirrors the acceleration of Ukraine's autonomous warfare program. As minister of digital transformation, he told the New York Times in July 2024 that "we need maximum automation" in war technology efforts (NYT). By December 2025, he had risen to first deputy prime minister, a role in which he continued to champion AI-driven military systems as decisive to the conflict's outcome (NYT). In that later profile, Fedorov described AI-powered drones as the focal point of a new arms race, one in which Ukraine is simultaneously a combatant and a testing ground.
The institutional architecture beneath Fedorov's vision has expanded in stages. Ukraine's "Army of Drones" program, which mobilized civilian drone procurement and deployment, was followed by Fedorov's advocacy for an "Army of Robots" initiative, aimed at fielding ground-based unmanned systems — that is, robotic vehicles operating on land without a person inside — alongside the aerial fleet (The Defense Post). Fedorov has stated that the Ministry of Defense's task is to rapidly scale technologies and ensure their delivery to the Defense Forces (United24 media), a formulation that treats procurement speed as a strategic variable on par with the capability of the systems themselves.
Concrete hardware milestones have followed. Fedorov announced that Ukraine's first guided aerial bomb is ready for combat use (United24 media), marking a transition from off-the-shelf commercial drones adapted for combat to purpose-built munitions. The announcement fits a broader pattern: Ukraine is moving from improvisation under wartime pressure toward structured domestic production and international partnerships designed to sustain a technological edge.
International cooperation has become a pillar of that strategy. In March 2026, the Ukrainian government approved an experimental project granting partner access to training AI models for unmanned systems (Government portal). The initiative effectively opens Ukraine's operational data and testing environment to allied AI development, creating a feedback loop between battlefield experience and algorithmic refinement — meaning that what the systems learn in combat gets fed back into software improvements. Also in March 2026, President Zelenskyy met with the leadership of the Spanish group Sener to discuss joint development and manufacture of autonomous systems, communications systems, and strike laser-guided systems (President's Office). Earlier, in July 2025, Ukraine signed a memorandum with Swift Beat to expand the company's drone production capacity, with modern drones to be supplied to Ukraine on a priority basis (President's Office).
Fedorov sees advanced military technology not as a supplementary capability but as a determinant of national survival (NYT). His framing rests on a particular logic: Ukraine faces a larger adversary with deeper industrial reserves, and conventional force-on-force attrition — the gradual wearing down of forces through sustained combat — favors Moscow over time. Autonomous systems, in this view, offer a force multiplier that can offset demographic and material imbalances, provided development and deployment cycles remain faster than those of the opponent.
The broader context here is that Ukraine is effectively conducting a live, high-intensity experiment in AI-enabled warfare under conditions that no NATO member has experienced. The data generated, the failure modes encountered, and the iterative adaptations achieved are being folded back into both Ukrainian procurement and partner-nation development pipelines. The March 2026 AI training access project makes this explicit: partners gain exposure to real-world combat data, Ukraine gains access to allied compute and engineering resources. Whether this model produces a durable technological advantage depends on variables that remain unresolved, including electronic warfare countermeasures (techniques to disrupt or disable enemy drones and sensors), the reliability of autonomous targeting under GPS-denied conditions, and the speed at which Russia's own drone and AI programs can iterate.
Fedorov's nuclear-weapons analogy is deliberately provocative. It equates a category of technology that is still maturing, still contested in its battlefield effectiveness, and still subject to meaningful human-in-the-loop constraints — meaning a person still participates in the targeting decision — with a deterrent that defined the postwar international order. The analogy serves a political function: it signals urgency to partners and domestic audiences alike. But it also raises a question that Fedorov has not publicly addressed in the available record. If autonomous weapons are functionally equivalent to nuclear weapons in strategic importance, the governance frameworks, command-and-control architectures, and escalation thresholds that accompany them bear scrutiny that a wartime procurement accelerator is not designed to provide.
The trajectory from "Army of Drones" to guided aerial bombs to AI model-training partnerships with foreign governments describes a state that has integrated autonomous systems development into its national survival strategy at the highest political level. Fedorov's role has been to maintain that integration's momentum, compressing the distance between concept, production, and front-line deployment. The partnerships with Sener and Swift Beat, the AI training access initiative, and the guided bomb announcement all point in one direction: Ukraine is building an industrial and technological ecosystem around autonomous warfare, not merely procuring systems off the shelf.


