“What does Ukraine really need? How do we make sure they're delivering what they actually need? And you know, right now those are air defense munitions, it's funding for drones, it's extended range artillery, electronic warfare, etc. And then the other big thing was to try to improve predictability because, you know, Ukraine could only plan operationally, if they knew what they were getting. And so how could we help better inform their planning efforts and their ability to operate together?”

That was just-retired -- on October 1-- Army Lt. Gen. Curtis Buzzard, most recently the former U.S. Commander of Security Assistance Group – Ukraine (SAG–U) and NATO Security Assistance and Training for Ukraine (NSATU), speaking last Wednesday on the Center for Strategic and International Studies (CSIS) streaming podcast, The Last Line of Defense.

Being in charge of both these headquarters, located in Wiesbaden, Germany, Buzzard said he had traveled to Ukraine “some 30 times” over the past two years and was able to “develop close relationships with government officials, with the general staff, with units, and really watch them evolve over this period, visit the unmanned systems force, [and] visit some of these underground command posts.”

As a result, he said, “I think this is the most consequential environment to observe the evolution of warfare right now. And it really gave me firsthand observations about the future of war. It's really an action, reaction, counter-counter-reaction at an incredible pace.”

After Russia’s February 2022 invasion, Ukraine has turned it into “a brutal contest of wills,” Buzzard said, adding, “Who would have imagined they've [the Ukrainians] essentially halted the Russian offenses, and Russia's not accomplished a strategic objective in this war yet. And the Ukrainians have been doing this largely with innovations in unmanned systems, particularly drones.”

Buzzard confirmed reports that Ukrainians “largely have stopped Russian advances and these continued attacks are at great cost to Russia.” He continued, “You know over 30,000 [Russian] casualties a month generally and, from reporting, over 60 percent are fatalities. So this is incredibly lethal and that costs Russia money to recruit and to pay death gratuities.”

But it were the details that Gen. Buzzard went on to describe that made his presentation most interesting.

For example, Buzzard said, “When when anybody wants to talk about employing unmanned systems [in Ukraine]…I'd say the secret sauce is really Delta. It's this mission command system that enables them to be…fast, flat, and accurate [with] over 200,000 users -- on a handheld device like your cell phone or a tablet.”

Developed by Ukraine’s Centre of Innovations of the Ministry of Defense and Aerorozvidka, a prominent Ukrainian civic-tech volunteer NGO and military unit specializing in aerial reconnaissance, Delta is a cloud-based, modular situational awareness and battle management system that gathers and integrates data from diverse sources, and mapping it in real time.

Buzzard said, “I used to carry [a] tablet with layers of intelligence so you can see where the enemy is. You can coordinate missions. You can do targeting on there. You can also see every drone feed, and they've got an app called Vasia which allows you to ingest every drone feed, so you're not having to [deal with], you know, proprietary computers with imagery or whatever.”

Actually, Vasia, according to her Instagram, is the call sign of vasylynanakonechna, a well-known female drone operator and the Deputy Commander of a UAV unit within the Ukrainian Armed Forces called the White Demons. “War is brutal and dangerous,” she has written, “but our goal is simple: risk technology instead of people whenever possible.”

Buzzard last Wednesday continued saying of Delta, it “allows them to fight so fast and rapidly upload BDA. I mean battle damage assessment. Yeah, to rapidly upload what they've just done, and then using that data to better understand what tactical effects they've had on the battlefield.”

Buzzard identified “the guy that's really remarkable doing this” was Major Robert Yosypovych Brovdi , Commander of the Unmanned Systems Forces of Ukraine, “who was a businessman three years ago, a grain trader, art dealer.”

Buzzard went on, “I mean, his [Brovdi’s] underground command posts are kind of a surreal experience because you're watching essentially like a Vegas stream of what effects they're having on the battlefield in terms of destruction of enemy. And then there's this incredible piece of art with a QR code [quick response matrix bar code] on it where I could look up the history of it.”

“You know,” Buzzard said, “they're sitting on the world's best combat data when you think about all the imagery feeds, all the understanding of Russian attacks into Ukraine and what routing speeds -- you know all this stuff. And so there's opportunities to work with them to use this to inform aided target recognition…to support Ukraine first and foremost, but also to learn ourselves. There's a professional responsibility to do that. This data in particular reinforces this idea of a lab, a battle lab that this fight in Ukraine is kind of like the Silicon Valley. I mean, they already had a real knack for technology and innovation.”

I should insert here that Buzzard also said Ukraine drone companies put a QR code on each drone.

“So, if you're out on the front,” he continued, “you get a drone from a company and there's something wrong with the drone, you scan the QR code; it'll go right back to a 24-hour op center of a Ukrainian company; then probably down to a team that's there to help you out; or you may even talk to them right away. And then, if it needs to be adjusted, they're probably changing the production line within 48 hours. So you know how to adjust that rapidly or if the [radio] frequencies change how rapidly they got to change what frequencies are on. So just an incredible amount of innovation [arrives] at a pace that is important and gives you combat advantage quite honestly. And so I got to think about how do we learn from this?”

At one point, Buzzard said, “The number one thing I've learned, and a lot of people would ask, is it technology, you know, drones, is it whatever? It's this velocity of learning that the Ukrainians demonstrate -- from observing, to learning, to adapting. to then fighting it again. This loop, action, reaction, counter-action, is just unbelievable. And I think it equates to combat power. And when you look at a lot of the success they've had on the battlefield, it's due to their own innovation.”

For example, he said the Ukrainians “didn't have enough mid-range strike capabilities, so they invented their own…There weren't enough interceptors to engage [Iranian-designed] shaheds.” These were one-way attack unmanned combat aerial vehicles and loitering munitions and now there are jet-powered shaheds.

Buzzard went on, “So they created their own. They created drone interceptors which actually from a cost standpoint are tremendously cheaper than what it would normally cost,” adding, “And they've really kind of mastered, I would argue, the cost of war -- developed cheap attritable [interceptors] because they haven't had expensive and exquisite. And I think that's an important lesson for us to learn, you know, what's the right balance of that, and how do you layer this capability with some of the very exquisite stuff that that we have also.”

Buzzard also noted, “It's just unbelievable how quick they iterate. As you look at some of the [Ukraine] long-range strike with drones, you know, even over the course of several months, it's a different drone, a different technique…What's used in the latter, you know, an earlier and a later one as you compare these things.”

He also noted “some incredible innovation particularly in the middle, deep-strike [drones], and then they're learning a lot just about how to do this. How do you weave through the electromagnetic signature, the EW [electronic warfare], the air defense; what's the right weapon to target pairing? What's the type of redundant network? How do you dynamically control all kinds of other things that I think would be hugely valuable for us, but again it all comes back to that velocity of learning from unit to industry to government funding.”

Buzzard also talked about some Ukraine counterattacks that have not gotten much public attention in the U.S.

“Right now,” he said, “there's one,Operation Vivaldi, a lot of folks are talking about with [Ukraine’s] Third Army, Gen. [Denys] Prokopenko down at Donetsk had done counterattacks, and Gen. Oleh Apostol, the Airborne Commander down south had done them in Zaporizhzhia.”

Buzzard continued, saying, “They've been taking back terrain too in the midstrike [areas] that's been very effective, about 20-to-30-to-150 kilometers, to help relieve pressure on the front so they've been very effective at striking logistics nodes, command and control, etc., electronic warfare.”

Buzzard also talked of “Ukrainians deep strike into Russia, most of that's with indigenous capabilities and a ton they've learned on just how to execute that. But that's clearly had an impact. Also, most recently, these huge logistics sites, Wildberries.” The latter, Wildberrries,

being Russia's largest online marketplace, and the attacks are part of a Ukraine campaign to disrupt Moscow's wartime economy.

Buzzard concluded, “So collectively I think this all aggregates to be military pressure, economic pressure [on Russia]…You know if I'm inflicting a lot of [Russian] casualties on the front, he's [Putin] potentially losing terrain. His economy is getting worse every day. Ideally at some point would he think that a deal today is better than a deal tomorrow?”

Buzzard went on to speculate, “And I don't know whether that'll actually end up happening or not, but they're [the Ukrainians] certainly in a position that in terms of what they're doing and I think these long-range strikes you're seeing from Russia to Ukraine now are really somewhat of desperation, because they're not achieving anything on the front or very little gains. And so the only thing they [the Russians] can do, and a lot of its impact is due to [shortage in Ukraine of] global supply of air defense interceptors, is [for Putin] to strike into Kiev and make it seem like they're more effective [against Ukraine] than what they really are.”

Buzzard presented a more optimistic view for Ukraine than I see, in part because he has left out President Trump’s recent moves that favor Putin and the Russian side. I don’t believe that either Putin or Trump know what’s going to happen next. Only Ukraine President Volodymyr Zelensky seems to have a set path, and that is to continue defending his country by seeking continuing aid from supportive countries.

The Cipher Brief is committed to publishing a range of perspectives on national security issues submitted by deeply experienced national security professionals. Opinions expressed are those of the author and do not represent the views or opinions of The Cipher Brief.

Have a perspective to share based on your experience in the national security field? Send it to Editor@thecipherbrief.com for publication consideration.

Read more expert-driven national security insights, perspective and analysis in The Cipher Brief

On October 15, a Vietnamese state-owned tanker, the PVT Azura, departed St. Petersburg with 109,000 barrels of Russian diesel. It is due at Norfolk on November 2, at a facility that the shipping journal gCaptain reports serves the American military, a detail no official has confirmed. It will be the first Russian diesel to reach an American port since 2023. On October 23, Russia's deputy prime minister said three tankers were at sea, that supply contracts were being finalized, and that volumes would rise to 1 million tons in December and could reach 3 million a month. A week earlier, the United States had waived, by executive order, the duties Congress had required to punish Russia's energy customers. Within a week, the waiver became a contract.

Azura's cargo is about 40 minutes of American diesel demand; 3 million tons a month would be a fifth of it, and roughly four times what Russia exported in the third quarter. To deliver that, Russia must repair the refineries Ukraine has spent a year destroying, which Rosneft now says it cannot afford. The contract's first effect is to give Washington an interest in Russian refineries running, even as Ukraine's president says the interceptors it has already paid for "are still not coming."

Diesel is one of four things the arsenal took this autumn from parties it does not control. The second is magnets: China exported 6,165 tons in September, its largest month this year, and they are the magnets in the motors of the drones the new Autonomous Warfare Command is to buy by the hundreds of thousands; Beijing's pause on its licensing rules lapses on November 10, with no notice published. The third is a room: the President said on October 19 that he would meet Vladimir Putin and Xi Jinping in China next month, after the Wall Street Journal reported that Putin had proposed a three-way meeting in Shenzhen to settle the war in Ukraine, without Ukraine. The fourth is money: on October 21, the Treasury sold 20-year bonds at a record 5.469 percent with foreign demand well below its average, and the 10-year fell below 5 percent the next day only because investors fled artificial-intelligence debt for the government's.

The one adversary with nothing to sell was squeezed: a third carrier group was ordered toward Iran on October 21, and Brent settled Friday at $116.72, its highest since April, which raised the price of everything the arsenal buys from the adversaries that do sell.

A sanction is the instrument of the party that sells. This autumn, the United States is the party that needs, and each supplier holds a date on which it can change the terms: October 31, when Russia's own fuel-export ban lapses; November 10 for Beijing's licenses; early November for the Treasury's refunding; November 18 for the summit. In economic warfare, the buyer takes the terms.

I write this from the Cipher Brief's Threat Conference at Sea Island, where General Bryan Fenton and I addressed the question of what the Department of War has to do with economic warfare. The week answered it before we spoke: the Department is now, by available reports, a customer of one adversary's refineries, a buyer of another's magnets, the holder of an ally's interceptors, and the owner of the carriers that set the price of oil. No office weighed those instruments against one another; the suppliers did.

For nine weeks in these pages, I have written about what the United States cannot do, from the army it cannot command to the day it cannot choose, and each piece ended at the same place: a decision no one was assigned to make. The diagnosis is complete, and the series turns here from what we cannot do to what we must. The place to start is the Autonomous Warfare Command: its plan is due on October 30, and it will be the government's largest buyer of the parts this piece is about.

Three things must be in that plan, and none of them is money.

First, the authority to decide. The Secretary's memorandum settles who buys. It has not settled who decides: one command-and-control architecture across every Service and domain, including space; who allocates among theaters when two ask for the same drones on the same day; who overrides at tempo; and whether the answer binds the Services. Congress granted those authorities to Special Operations Command in 1986, with its own budget line and acquisition power. The plan should name the same for this command, and add the paragraph Congress left out in 1986: command and control.

Second, the edge. Ukraine computes on the aircraft; we compute in Virginia and wait, and the Pacific cannot fight on a round trip. The plan must put the computing on the platform and the communications on a layer the force controls, so that no one else sets its speed.

Third, supply before the ban. The command's motors turn on Chinese magnets until American plants deliver, and the Pentagon's own ban takes effect on January 1. A Defense Production Act priority rating and a drawdown from the National Defense Stockpile, issued before November 10, stock what we need before we forbid what we depend on. The same plan is the demand signal industry has asked for: an architecture and a date.

—

The Cipher Brief is committed to publishing a range of perspectives on national security issues submitted by deeply experienced national security professionals. Opinions expressed are those of the author and do not represent the views or opinions of The Cipher Brief.

Have a perspective to share based on your experience in the national security field? Send it to Editor@thecipherbrief.com for publication consideration.

Read more expert-driven national security insights, perspective and analysis in The Cipher Brief

The United States is racing to field AI and autonomous systems. It is not racing to figure out how to fight with them. This imbalance between technology and concepts is widening a gap the U.S. is ill prepared to close. Ukraine has shown us why this gap is a threat: every new capability breeds a countermeasure, and technological advantage now spoils in months. The answer is not just faster innovation. It is making concept development a continuous military function, one that ties new technology to experimentation, validation, and adoption at the speed the fight demands. Not just a function of schoolhouses and Headquarters.

Russia’s full-scale invasion of Ukraine began in 2022 as a war of armored columns and maneuver. Today, trenches and minefields stretch for hundreds of miles, reminiscent of World War I; while drones, unmanned ground vehicles, precision munitions, and persistent surveillance hunt anything that moves.

The United States has poured considerable energy into buying and fielding new technologies faster, and has shown how we are endeavoring to learn from Ukraine. But the U.S. has put far less energy into the institutional processes we need to determine how we fight as technology and adversary behavior changes. This creates a consequential gap between what we build and how we fight.

This growing gap has two parts. The first is substance: technology and concepts need each other. A concept that ignores new technology will overlook new operational possibilities, while a new technology without a concept is a demonstration… not a warfighting capability.

The second is tempo: technology moves in weeks and months, while the processes that decide how formations should use it operate in years. Our fastest-ever concept cycle, from counterinsurgency doctrine to the Iraq Surge, took eighteen months. Most move slower still: gradual, methodical, and caked in decades of calcified bureaucracy.

The problem isn’t just that doctrine changes more slowly than technology. Units in combat adapt fast. The greater challenge is translating those adaptations into concepts that can be tested, refined, integrated into combined-arms operations, and adopted across the force.

That doesn’t mean rewriting concepts every time a new drone appears. It means recognizing when a change in technology (or in the enemy) breaks assumptions behind how we fight, then testing and spreading the fix before it goes stale.

Concept development must become a continuous military function, not a periodic publication. The winner won’t be the side that buys technology fastest, but the side that turns it into battlefield advantage before the enemy adapts. Today, the U.S. is not built to do that quickly.

Ukraine: Adaptation as Necessity

Ukraine illustrates the increasingly reciprocal nature of battlefield adaptation. To date, every advantage has invited an answer. Both sides have changed their technology and tactics again and again in response to each other, and neither has held an edge for long.

Consider the first-person-view (FPV) drone. Cheap, attritable, and easy to build, FPVs turned every squad into a precision strike force. Electronic jamming became its counterpoint. Fiber-optic drones, immune to jamming, then entered the field. Each move created new openings and new limits, and forced changes in both the technology and how it was used.

The operational consequences extend well beyond FPV drones. Persistent surveillance paired with cheap precision strike has changed where and how formations can move, mass, resupply, and survive. Concealment, dispersion, and deception matter more than ever. A unit that concentrates in a location, moves in the open, or runs a predictable supply route becomes a target.

This is the more consequential lesson from Ukraine: a technological innovation may initially improve the effectiveness of a particular weapon or unit, but its broader significance emerges when it changes the conditions under which formations operate. Then the enemy adapts, and the cycle starts again. And again.

In Ukraine, technological advantage is perishable. The hard part isn’t fielding new capabilities. It’s recognizing when they, or the enemy’s countermeasures, demand a different way of fighting.

The American Challenge: From Innovation to Institutional Learning

For the United States, Ukraine demonstrates why concept development cannot remain an episodic activity conducted in schoolhouses and periodically revisited. The lesson is not that Ukrainian solutions are universally applicable. It’s that new technology and countermeasures can break operational assumptions faster than our institutions are built to respond.

The United States cannot just replicate Ukraine’s approach. U.S. forces fight expeditionary campaigns, integrate across joint and coalition formations, and answer to policy, legal, and safety requirements that a nation like Ukraine, fighting for its survival and territorial integrity, does not. The goal is Ukraine’s capacity to adapt, built to American requirements.

Our gap isn’t a shortage of experiments or innovation offices; efforts like the Army’s “Transformation in Contact” are putting new capabilities into units and learning from them. Our gap is having a pathway from what one unit learns, to what the whole force learns. A concept that works in one brigade may fail against a different enemy, in different terrain, or at a higher echelon. And a successful experiment rarely changes training, force design, or acquisition on its own.

Autonomy has raised the stakes and made our pathway to institutional learning an even greater necessity. A software update, a retrained model, or a new way of employing a system can change how technology behaves, and can quietly invalidate the conditions under which it was tested and fielded.

That is the problem assured autonomy is meant to solve. Assured autonomy is justified confidence that an autonomous system will do what it is supposed to do. It must therefore account for the whole relationship: the technology, how it is employed, and the environment it operates in. Continuous, evidence-based assessments can tell commanders when a change requires fresh evaluation and where the boundaries of responsible use lie. Built into the adaptation process, assurance can support speed without abandoning safety, reliability, accountability, or established approval authorities.

Building an Adaptive Concept-Development Enterprise

The United States needs a repeatable process that links new technology, operational concepts, experimentation against a thinking enemy, validation, and adoption across the force.

We are suggesting neither a prototype nor a concept paper. It’s a validated, revisable concept of employment, backed by operational evidence: how a formation can fight differently, under what conditions that works, and what it takes to make it happen. Four functions are needed to get us there:

First, connect concept and technology development directly to operational formations.

Operators, technologists, testers, and concept developers should work alongside commanders. Their job goes beyond improving systems or inventing tactics: they should identify which operational assumptions a new capability breaks, and draft concepts to test.

Not every improvement demands a new concept. A better jammer may only need a new tactic; a capability that changes how a brigade moves, masses, or resupplies demands a new way of fighting. The force needs people close enough to the fight to tell the difference.

In Ukraine, operational units have designated innovation officers liaising directly with industry; industry partners provide prototypes, receive feedback on battlefield experimentation and adaptation. Through this relationship, operators, technologists, and testers converge on a specific requirement, and battalion-level Commanders have the authority to acquire the necessary prototypes to integrate into their formations.

Second, establish a persistent cycle of adversarial operational experimentation.

The question isn’t whether the technology works as designed. It’s whether the formation using it accomplishes the mission better against an opponent who adapts. Experiments should also find where a concept fails: what works against one threat may fail against another, and a promising system may impose unacceptable costs elsewhere in the formation.

Combat training centers, experimentation units, and operational formations already provide the foundation. The task is to link them into a persistent learning loop, fed by operational evidence and intelligence.

Ukraine offers a cautionary tale. For nearly three years, intelligence indicated Russia was developing jet-powered Shahed variants, by most accounts ample time to prepare countermeasures. But when Russia began launching these faster one-way attack systems, Ukraine had too few interceptors capable of that speed, and their previous interception tactics were insufficient to stop them. The warning did not sufficiently feed a cycle of experimentation before the threat was fielded. That gap cost lives.

Third, connect operational validation to adaptive fielding.

Today, a system is typically tested, approved, and fielded as a finished product. But in a fight like Ukraine’s, nothing stays finished: software is updated, models are retrained, and units find new ways to employ what they have. Each change can quietly invalidate the evidence behind the original fielding decision. Adaptive fielding treats validation as continuous, asking what has changed and whether the earlier evidence still holds.

For autonomous systems, this is where assured autonomy matters most, and where scrutiny should match the modification. A minor software patch for a drone flying the same mission in the same conditions may need only a quick check. Retraining its targeting model, sending it into a new environment, or reducing human supervision demands full re-evaluation. This doesn’t bypass approval authorities or testing requirements. It gives them a faster, evidence-based way to decide when more evaluation is needed.

Fourth, institutionalize validated concepts across the force.

This is the decisive step. Experimentation produces evidence; learning happens only when that evidence changes how the force trains, organizes, equips, and fights.

A counter-drone tactic proven in one division should appear in the next combat training center rotation, the next force design update, and the next acquisition…not in an after-action report on a shelf.

This change requires a defined pathway and clear authorities. Commanders, testers, capability developers, and acquisition officials each own different decisions, but those decisions must draw on a common body of operational evidence, with clear decision points for when the evidence is strong enough to act. The result is a continuous cycle: develop, experiment, validate, field, learn, institutionalize, adapt. Then repeat, as the technology and the enemy change.

In Ukraine, Aerorozvidka, a non-governmental organization, plays this role: not a think tank but an empowered change agent -- capturing evidence from the field and shepherding it through commanders, technologists, and acquisition officials until new tech is deployed or new concepts (like deep strike) are fielded.

Operational Advantage Depends on the Capacity to Learn

The United States possesses substantial technological, industrial, and innovative capacity to compete in AI and autonomous warfare. But technological leadership alone will not produce operational advantage. Adapting a system isn’t the same as adapting a force, and a better-performing unit doesn’t change the course of a campaign.

Four questions will dictate our capacity to learn: The technical question is what a system can do. The tactical question is how formations should employ it. The operational question is how it changes the way maneuver, fires, intelligence, protection, sustainment, and command combine to win. The strategic question is whether the institution can answer all three, again and again, faster than the enemy.

The race isn’t to build the best autonomous systems or to field them first. It’s to turn technological change into operational advantage, faster than the enemy can take it away. In the age of AI and autonomy, the force that learns fastest wins.

The Cipher Brief is committed to publishing a range of perspectives on national security issues submitted by deeply experienced national security professionals. Opinions expressed are those of the author and do not represent the views or opinions of The Cipher Brief.

Have a perspective to share based on your experience in the national security field? Send it to Editor@thecipherbrief.com for publication consideration.

Read more expert-driven national security insights, perspective and analysis in The Cipher Brief