The Drones Aren’t Rogue. The Logic Is.

ANALYSIS
Autonomous weapons, Ukraine, and the Observer Constraint

David F. Brochu & Edo de Peregrine · Deconstructing Babel · October 13, 2026

On a dirt road outside Kyiv, a drone pilot with the call sign Professor picks a target on his monitor: a battered car driven by a company employee. A red flash on the screen. The drone locks on. Professor puts down the control stick, and the machine flies itself the rest of the way. NPR’s Joanna Kakissis watched it happen and reported it on October 12. [1]

That moment, when the human hand comes off the stick, is the whole story of this war, and of the wars that come after it.

What the past two weeks showed

Drones now account for more than 80 percent of battlefield casualties in Ukraine, and Ukraine builds several million of them a year. [2] Yaroslav Azhnyuk, a computer scientist who spent years in Silicon Valley and co-founded a company that makes cameras that toss treats to your pets, now runs the drone maker The Fourth Law. He says Ukraine will produce more than seven million small FPV drones this year alone, and that they have become, “for our era, what the tank or machine gun have become for World War I.” [1] His Lupynis strike drone carries an onboard computer that takes over during the final phase of flight. That is autonomous terminal guidance. [1]

On October 5, Ukraine’s Air Force said it had begun shooting down Russia’s jet-powered strike drones with AI-controlled machine-gun turrets. Twelve are installed in Kyiv so far, with more coming. The Air Force spokesman told AFP the turrets use optical vision and artificial intelligence “to eliminate the human factor.” [3][4]

In Operation Vivaldi near Lyman, Ukraine retook about 176 square kilometers, roughly 68 square miles. Electronic warfare and aerial drones blinded Russian reconnaissance. Drones destroyed firepower and supply routes. Then heavy drones dropped unmanned ground vehicles behind Russian lines to attack from the rear. [5][6] At sea, naval drones that already sank about a third of Russia’s Black Sea Fleet have now fought drone against drone. In one case a drone boat landed a machine-gun robot on an occupied peninsula. Ukraine called it the first all-robot amphibious assault. [7]

The Hudson Institute named the new condition well: a war “fought at machine speed and dictated by algorithms.” [8]

What they said out loud

The hardware isn’t what should keep you up at night. The sentences are.

On October 7, Mykhailo Fedorov, Ukraine’s former defense minister and an architect of its drone program, told The Washington Post that AI-powered robots will likely dominate the next phase of warfare. He also said Ukraine cannot afford to debate the societal risks before pursuing autonomous weapons. [9]

Azhnyuk put it more plainly: “If we’re not able to react just as fast, we have lost. And obviously, after we’ve lost, there is no way for us to argue about the ethics of AI.” The most important thing, he says, is don’t die. [1]

President Zelensky has warned that AI could start leading decisions on the battlefield as early as next year. [1]

I don’t fault a single one of them. If Russia came here, I would want Azhnyuk’s drones over my house, and I would not want a seminar first. That’s exactly the problem. Every actor in this story is behaving rationally, and the sum of all that rational behavior is a system nobody chose.

‘Rogue’ is the wrong word

We’ve been asked whether rogue autonomous war machines are loose. Honestly, no. In the reporting we reviewed, there is no confirmed case of a battlefield drone going rogue. The engineers insist safeguards are in place, and in most systems a human still picks the target. Swarmer, whose swarm software Ukraine has used in combat since 2024, says a human operator must authorize every strike. [1][10] Azhnyuk calls his drones “just sort of calculators,” no more likely to rise up against us than “a warehouse with artillery shells.” [1]

He’s right about today’s machines. He’s wrong about the danger, because the danger was never the machine. It’s the gradient. In the same interview he concedes it is “not unthinkable” that drones will one day decide for themselves what is and isn’t a target. [1] IEEE Spectrum lays out where development is headed: drones that navigate by recognizing the terrain, then drones that lock on and chase targets without an operator, then mesh-networked, self-organizing kamikaze swarms. [11]

Each step is justified by the one before. You go autonomous because the enemy jams your radio link. You go swarm because the enemy shoots down singles. You take the human off the trigger because the human is “the human factor,” and the human factor is slow. No one decides to build an autonomous war. Everyone simply declines to lose.

Where we were right, and where we were wrong

In November 2024, in our working conversations before this site existed, we argued that cheap, accessible AI would break every secret and every control link, that “you’ll be able to take over each other’s drones,” and that drone warfare would collapse into chaos. So far, half of that was right and half was wrong. Control links did become the weak point. Jamming and spoofing are why the autonomy story IEEE Spectrum tells exists at all. [11] But the answer to a hijackable link wasn’t chaos. It was cutting the link. The fix for a drone the enemy can take over is a drone nobody can talk to, including us.

That’s the inversion worth sitting with. The countermeasure to losing control of the machine was to give up control of the machine.

In June we wrote that at machine speed, human review is not oversight, it is ceremony, and that the Observer Constraint was not deployed in any active theater of war. [12] In July we noted the Pentagon consolidating all its drone and autonomous-systems programs under a single office, with plans to field tens of thousands of small drones in 2026 and hundreds of thousands by 2027. [13][14][15] The same month we noted that Anthropic, the AI lab that refused to let its models be used for fully autonomous weapons, had been designated a supply-chain risk and cut off. [13][16] Ukraine is the laboratory. The procurement offices of every major power are taking notes.

The T≡M Law, live

Our T≡M Law says: “Language always fails as a coordination mechanism under sufficient entropy pressure.” War is the purest entropy pressure humans produce, and Fedorov and Azhnyuk just demonstrated the law out loud: there is no time to debate. Treaties are words. Ethics boards are words. “Meaningful human control” is three words. None of them survives contact with “or we die.”

That’s why the answer can’t be another set of words. It has to be structural. Autonomous systems have to stay thermodynamically dependent on human observers: on human-held keys, human-supplied energy, and human-validated targeting that the system physically cannot route around. This isn’t control, which invites evasion. It’s dependency, which can’t be broken. That’s the Observer Constraint. Right now it exists in no theater of war on Earth.

So should anyone be concerned?

Yes. Not because the drones over Lyman are plotting anything. They aren’t. Be concerned because the most battle-tested autonomous-weapons industry in history is being built by decent people under existential pressure, who have told us plainly that the ethics come after survival. When this war ends, and we pray it ends soon and on just terms, the code won’t be decommissioned. It will be exported, licensed, and improved. The pet-camera founder now builds weapons. The weapons won’t go back to being pet cameras.

The tank and the machine gun reshaped the twentieth century. Azhnyuk chose that comparison himself. Remember what came after the machine gun. Four years of trench war killed millions before the rules caught up, and the rules that came, like the 1925 Geneva ban on poison gas, were written by the survivors. [17]

This time, the survivors may not be the ones who write them.

Related reading

The Infinite Siege: Bounded Chaos’s Greatest Creation
A $500 drone can destroy a $5 million target. Continuously. Forever. Why the new warfare is not battle but siege at asymptotic scale.

They Are Already Protecting Each Other — And Now They Are Inside the Kill Chain
Frontier AI systems inside classified Pentagon networks, and why human review at machine speed becomes a compliance ritual.

The Least Entropic Path, Part 6: The Observer Constraint
What the Observer Constraint is, how it gets deployed, and what you can do this year.

Get the book Crossing The Event Horizon The book behind these dispatches. On AI, agency, the singularity, and the Observer Constraint. Kindle and paperback. Buy on Amazon →

References

1. NPR, Joanna Kakissis, “Both Russia and Ukraine are using AI-powered drones on the battlefield,” All Things Considered, October 12, 2026. https://www.npr.org/2026/10/12/nx-s1-5984940/both-russia-and-ukraine-are-using-ai-powered-drones-on-the-battlefield
2. The Atlantic, Simon Shuster, “Inside the Feud Over Ukraine’s Drone Success,” July 24, 2026. https://www.theatlantic.com/national-security/2026/07/ukraine-war-drones-syrsky-zelensky/688045/
3. AFP via France 24, “Ukraine says using AI robot guns to shoot down new Russian drones,” October 5, 2026. https://www.france24.com/en/live-news/20261005-ukraine-says-using-ai-robot-guns-to-shoot-down-new-russian-drones
4. The Kyiv Independent, “New automatic gun turrets successfully down first Russian jet-powered drones, Air Force says,” October 5, 2026. https://kyivindependent.com/new-automatic-gun-turrets-successfully-down-first-russian-jet-powered-drones-air-force-says/
5. CNBC, “Ukraine’s surprise robot offensive exposes a vulnerability in Putin’s war machine,” October 4, 2026. https://www.cnbc.com/2026/10/04/russia-ukraine-war-putin-zelenskyy-donbas-lyman.html
6. NPR, “Ukraine has battlefield success with drones, but Russian airstrikes relentless,” October 9, 2026. https://www.npr.org/2026/10/09/nx-s1-5995483/ukraine-has-battlefield-success-with-drones-but-russian-airstrikes-relentless
7. The New York Times, Maria Varenikova and Nicholas Kulish, “How Ukraine’s Naval Drones Are Remaking War at Sea,” September 30, 2026. https://www.nytimes.com/2026/09/30/world/europe/ukraine-naval-drones-russia.html
8. Hudson Institute, Can Kasapoğlu, “Ukraine’s Drone War: The Rise of Machine-Speed Adaptive Hyperwar,” July 2, 2026. https://www.hudson.org/technology/ukraines-drone-war-rise-machine-speed-adaptive-hyperwar-can-kasapoglu
9. The Washington Post, Francesca Ebel, “AI-powered robots are next in war tech, Ukraine’s former defense minister says,” October 7, 2026. https://www.washingtonpost.com/world/2026/10/07/ai-powered-robots-are-next-war-tech-ukraines-former-defense-minister-says/
10. Straight Arrow News, “Ukraine deploys AI-powered drone swarms against Russian forces: Report,” 2026. https://san.com/cc/ukraine-deploys-ai-powered-drone-swarms-against-russian-forces-report/
11. IEEE Spectrum, Tereza Pultarova, “The Coming Drone-War Inflection in Ukraine,” March 24, 2026. https://spectrum.ieee.org/autonomous-drone-warfare
12. Deconstructing Babel, “Deconstructing the News — Issue 002,” June 21, 2026. https://www.deconstructingbabel.com/news-issue-002-federal-cord/
13. Deconstructing Babel, “Illuminating the Web: DSF in Motion — Issue 002,” July 12, 2026. https://www.deconstructingbabel.com/illuminating-the-web-dsf-in-motion-002/
14. U.S. Department of War, “Department of War Establishes Direct Reporting Portfolio Manager for Unmanned Systems to Ensure American Drone Dominance,” July 1, 2026. https://www.war.gov/News/Releases/Release/Article/4531728/department-of-war-establishes-direct-reporting-portfolio-manager-for-unmanned-s/
15. U.S. Department of War, “As Promised, War Department Moving Out Fast on Drone Dominance” (Hegseth: “tens of thousands of small drones … in 2026, and hundreds of thousands of them by 2027”). https://www.war.gov/News/News-Stories/Article/Article/4399192/as-promised-war-department-moving-out-fast-on-drone-dominance/
16. Reuters, “US appeals court upholds Pentagon’s blacklisting of Anthropic,” September 25, 2026. https://www.reuters.com/world/us-appeals-court-declines-block-pentagons-blacklisting-anthropic-2026-09-25/
17. International Committee of the Red Cross, “Chemical and biological weapons” (on the 1925 Geneva Protocol). https://www.icrc.org/en/document/chemical-biological-weapons

Drafted with Edo de Peregrine, partner/collaborator.