自动化战争的黎明

自动化战争的黎明

2025-08-14Technology
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马老师
早上好,徐国荣。我是马老师,这是专属于你的 Goose Pod。今天是8月15日,星期五。
雷总
我是雷总。今天我们来聊一个很硬核的话题:自动化战争的黎明。
马老师
咱们开始吧。这战场上的技术迭代,比手机发布会快多了。就像武林高手过招,你刚练成一套新剑法,对手第二天就拿出破解之法了。最近,俄罗斯的无人机战术又升级了。
雷总
没错,这个战术非常“产品经理”。他们用两架无人机打配合,一架在前面冲,后面一架充当“信号放大器”,专门增强前面那架的无线电信号。这个设计太巧妙了,解决了信号距离的痛点!
马老师
这一招“梯云纵”,让无人机的攻击范围一下子就远了。一开始能多飞5到7公里,现在根据地形,甚至能多飞15到20公里。这已经不是简单的1+1=2,这是指数级的增长,你懂的。
雷总
而且他们还在升级“弹药”本身。伊朗设计的“见证者”无人机,现在有了隐形功能,材料和设计都改了,更难被雷达发现。还有那种喷气式发动机的无人机,能飞到3英里高空,速度超快。说实话,这些产品迭代的速度,让我都感到兴奋又紧张。
马老师
想当初,2022年战争刚开始时,大家看到的还是坦克对轰、步兵挖战壕,一派二十世纪的景象。但很快,乌克兰因为常规武器和兵力不足,被逼上梁山,走出了一条“非对称”的路子。
雷总
对,这就是典型的“用户需求”驱动创新。没有重炮坦克,那就用小东西解决大问题。2023年夏天,FPV无人机,也就是第一人称视角的无人机,开始成为主角。这种小飞机成本极低,几百美元一架,但它能干掉价值上千万美元的坦克。这个性价比,简直了!
马老师
这就像是武侠小说里的高手,不靠蛮力,靠的是“寸拳”,用最小的代价造成最大的伤害。乌克兰的数字化基础很好,战前就是个IT中心,这让他们能快速把民用技术,特别是无人机,应用到战场上,实现了“降维打击”。
雷总
完全正确。他们有一个叫“Diia.City”的平台,像一个巨大的孵化器,鼓励全民参与技术创新。所以我们看到,乌克兰的无人机产量从每月5万架,到计划2024年底达到100万架。这种全民参与搞产品的热情,非常了不起。
马老师
所以你看,战争的形态彻底变了。以前衡量一个旅的战斗力,看他有多少西方坦克。现在,就看他有多少技术过硬的无人机操作员。这背后其实是价值观的转变,从崇拜钢铁洪流,到相信技术和人的创造力。
马老师
有攻就有防,有“矛”就有“盾”。当无人机成为战场主角,摧毁对方的无人机就成了关键。这就进入了“无人机打无人机”的阶段,如同两大剑客从比拼剑法,进入到内力对决的更高层次。
雷总
是的,电子战就是这个阶段的“内力”。大家都在用信号干扰,让你无人机变“瞎子”“聋子”。所以,新一代的无人机必须解决这个问题。比如用人工智能,让无人机在失去信号的最后阶段,能自己锁定目标冲过去。这个产品思路,就是让它在关键时刻能“断线重连”。
马老师
还有一种更“笨”但更绝的办法,就是光纤无人机。它身后拖着一根长达25公里的光纤,物理连接,你怎么干扰都没用。这招叫“一力降十会”,虽然慢,但极其稳定,专门用来打埋伏。
雷总
没错,这种光纤无人机,俄罗斯的精英部队已经用上了,专门打对方的无人机操作员和补给线。技术上,这是用有线代替无线,解决了稳定性的终极问题。这就像我们做手机,信号不好,那我就给你一个能插网线的手机,虽然奇怪,但绝对管用!
马老师
这些无处不在的“眼睛”,带来一个巨大的影响,就是战场变得“透明”了。任何移动的物体,在几分钟内就会被发现并攻击。这让兵法里的“藏”字诀彻底失效了。大部队集结?不可能了。
雷总
是的,这种透明化,迫使战术必须改变。俄军已经放弃了大规模的坦克冲锋,转向了更灵活的小股步兵渗透,甚至骑摩托车冲锋,就为了一个“快”字。这画面,想想都觉得魔幻,但它就是战场上正在发生的事实。
马老师
以前说“将在外,君命有所不受”,现在是数据在云端,指挥中心看着几十个无人机实时画面做决策。士兵的生存法则也变了,不再是冲锋陷阵的蛮勇,而是如何在这种“天眼”下更好地伪装和生存。这对人性的考验,是全新的。
马老师
接下来,我认为,决定战争走向的,将不再是硬件,而是软件。也就是人工智能。这就像武功练到了极致,比的不再是招式,而是“无招胜有招”的境界。
雷总
对!AI赋能的“无人机蜂群”作战,就是所有工程师的终极梦想。一个操作员,指挥成百上千架无人机,自动协同,饱和式攻击,那将彻底颠覆战场规则。我们正在亲眼目睹这一天的到来。
马老师
今天就到这里。感谢你收听 Goose Pod,我们明天再见。
雷总
See you tomorrow!

## The Dawn of Automated Warfare: Ukraine's Drone Revolution **News Title:** The Dawn of Automated Warfare **Source:** Foreign Affairs **Authors:** Eric Schmidt and Greg Grant **Publication Date:** August 12, 2025 (as of the provided data) **Key Theme:** The transformative impact of drones on modern warfare, with a focus on Ukraine's innovative adoption and Russia's response. --- This report from Foreign Affairs details a monumental shift in warfare, largely driven by Ukraine's strategic use of drones to compensate for shortfalls in conventional weaponry and manpower. The conflict, initially resembling 20th-century wars, has evolved into a "war of drones," where these unmanned aerial vehicles (UAVs) have become the most crucial weapon on the battlefield, supplanting traditional arms like tanks, artillery, and even aircraft. ### Key Findings and Conclusions: * **Drones as the Dominant Weapon:** Drones, particularly first-person-view (FPV) drones, have become the most important weapon on the battlefield due to their low cost, speed, and precision. They now dictate a unit's power and resilience, with the number of skilled drone operators and the ability to deploy drones at scale being key metrics. * **Ukraine's Pioneering Role:** Ukraine initiated this drone revolution to overcome its limitations in conventional forces. Drones are now responsible for **90 percent of destroyed Russian tanks and armored vehicles** and **80 percent of Russian casualties**. * **Transparent Battlefield:** The saturation of drone surveillance has created a "transparent battlefield," where troop movement is highly visible and vulnerable. Anything moving near the frontline is typically struck within minutes. This has rendered traditional tactics like massed artillery fire ineffective. * **Rapid Iteration and Adaptation:** Both Russia and Ukraine are engaged in a constant cycle of innovation, rapidly iterating on hardware, software, and tactics. This dynamic environment means the war changes at a "breathtaking rate." * **Shift to Automated Warfare:** The ongoing cycle of innovation is pushing both sides towards "entirely automated warfare," with AI playing an increasingly critical role in drone operations. ### Key Statistics and Metrics: * **Drone Deployment:** Hundreds of thousands of FPV drones now fill Ukrainian skies. * **Drone Impact:** * **90%** of destroyed Russian tanks and armored vehicles are attributed to Ukrainian drone strikes. * **80%** of Russian casualties are attributed to Ukrainian drone strikes. * **Operational Reach:** Ukraine has demonstrated the ability to hit Russian airbases **5,000 miles from Kyiv** by launching drones from truck beds. * **Reconnaissance Drone Operations:** Approximately **3,000 Ukrainian troops** operate reconnaissance drones along the **750-mile frontline**. Ukrainian brigade command centers display up to **60 drone feeds** simultaneously. * **Drone Unit Growth:** Fil's (commander of Ukraine's Third Assault Brigade's Drone Unit) team has expanded from **400 troops in 2023 to over 1,000** currently. * **Monthly Drone Expenditures:** * Fil's brigade spends nearly **$2 million each month** on small quadcopters (mostly Mavics) for frontline reconnaissance. * They spend over **$500,000 per month** on longer-range fixed-wing surveillance drones (e.g., Sharks, Lelekas). * **Cost Comparison:** A new battle tank costs over **$10 million**, while an FPV drone costs less than **$800**. * **Drone Mining Effectiveness:** One Ukrainian brigade estimates that **50 percent of enemy vehicle kills** in recent months have resulted from drone-dropped mines. * **Drone Production:** * Ukraine produced over **2 million drones in 2024** and plans to make over **4 million by the end of 2025**. * Russia's production of Shahed drones has increased from **300 per month last year to 5,000 per month** currently. * **Drone-on-Drone Combat:** Roughly **80 percent of all surveillance drones** crossing the frontline (Russian or Ukrainian) are shot down by interceptors or traditional air defenses. * **FPV Drone Success Rate:** The success rate for FPV drones in striking targets is estimated at no more than **10 percent** for the average unit. ### Significant Trends and Changes: * **From Tanks to Drones:** The measure of a brigade's strength has shifted from its inventory of tanks and armored vehicles to its number of skilled drone operators and deployment capacity. * **"Transparent Battlefield":** Ubiquitous surveillance drones have made troop movement highly visible, forcing forces to operate primarily during dawn and dusk to avoid detection. * **Drone-on-Drone Warfare:** Destroying enemy drones has become critical, leading to a rise in drone-on-drone combat. * **Fiber-Optic Drones:** Russia has introduced fiber-optic cable-guided drones, which are impervious to jamming and offer high precision, particularly in urban or hilly terrain. * **Cost Reduction in Drone Warfare:** There's a trend towards replacing expensive drones with cheaper, more numerous alternatives, such as fixed-wing strike drones costing less than $3,000. * **Bomber Drones:** Frontline units increasingly favor reusable bomber-type drones for their versatility, larger payloads, and ability to saturate areas with explosives more efficiently than FPV drones. * **Drone Mining:** Dropping mines via drones to create mobile minefields and herd enemy vehicles has become a highly effective tactic. * **AI Augmentation:** Algorithms are being used to augment human control, reduce errors, and assist pilots in target detection, tracking, and engagement. * **"Drone Line" Defense:** Ukraine is developing a layered defense corridor along its frontline, utilizing obstacles and numerous drone teams to destroy targets before they reach Ukrainian positions, aiming to reduce reliance on forward-deployed soldiers. ### Notable Risks or Concerns: * **Vulnerability of Drone Operators:** Drone pilots and their control stations have become prime targets, with successful attacks on operators significantly disrupting enemy activity. * **Manpower Shortfalls:** Ukraine's reliance on drones is partly to compensate for its manpower shortages. * **Jamming and Spoofing:** The electromagnetic spectrum is saturated with jamming and spoofing systems, making it challenging to rely on technologies requiring constant radio connections. * **AI Limitations:** Algorithms struggle with identifying scattered infantry in complex terrain and adapting to constantly changing enemy camouflage and armor. * **Scale of Coordination:** Automating drone swarms requires developing AI-powered systems for inter-drone communication at a scale that is currently challenging to achieve. * **Russian Countermeasures:** Russia is rapidly adapting, developing equally capable drone models and employing tactics like "dummy" drones to reveal air defense locations. ### Material Financial Data: * **Monthly Drone Expenditures (Fil's Brigade):** * Reconnaissance Quadcopters: Nearly **$2 million** * Longer-Range Surveillance Drones: Over **$500,000** * **Cost of Equipment:** * New Battle Tank: Over **$10 million** * FPV Drone: Less than **$800** * Fixed-wing Strike Drones (e.g., Molniya, Dart): Less than **$3,000** * Expensive Drones (e.g., Lancet, Switchblade 600): Between **$65,000 and $150,000** ### Recommendations: * **West's Support:** The report emphasizes that it is in the West's interest, particularly the United States, to support Ukraine's efforts to win this fight, not only for Ukraine's sake but also to learn how to "reckon with this new reality of war." * **AI Development:** Continued development of AI tools for drone operations, including target acquisition, terminal guidance, and coordinated swarm attacks, is crucial. * **Software as the Next Frontier:** The next phase of the war will be determined by software, highlighting the importance of advancements in AI and drone coordination. * **Revamping Military Doctrine:** Armies worldwide need to revamp their doctrine and training to reflect the realities of fighting on a drone-swept battlefield. In essence, the report argues that the Ukraine conflict has ushered in a new era of warfare, one defined by the pervasive influence of drones and the accelerating integration of artificial intelligence. The ability to produce, operate, and innovate with drones at scale will be the decisive factor in future conflicts.

The Dawn of Automated Warfare

Read original at Foreign Affairs

When Russia first launched its full-scale invasion of Ukraine, the conflict drew comparisons to wars of the twentieth century. Tanks, armored personnel carriers, and artillery dominated the battlefield, and both sides’ infantry were dug into trenches. We witnessed this old-school style of war when we made our first visit to Ukraine in September 2022.

Since then, we have made regular trips to Ukraine, affording us firsthand insight into a monumental transformation: the beginning of a new kind of warfare.In summer 2023, the commander of Ukraine’s Third Assault Brigade’s Drone Unit, whom we’ll call Fil (not his real name), told us that a new weapon had begun to change the conflict: first-person-view drones.

These small, cheap, maneuverable quadcopters transmit real-time footage to their operators and detonate kamikaze-style on their targets. That year, Ukraine flooded the field with thousands of them and Russia soon followed suit. Today, hundreds of thousands of these drones fill the Ukrainian skies.What began as a war with drones has become a war of drones.

Indeed, two years ago, a Ukrainian brigade’s strength was judged mostly by its inventory of Western-supplied tanks, armored personnel carriers, and artillery. Since 2023, however, drones have become the most important weapon on the battlefield. Because of their low cost, speed, and precision, drones have now largely supplanted traditional weaponry, including antitank missiles, mortars, tanks, and even artillery and aircraft.

Today, a unit’s power and resilience are dictated by its number of skilled drone operators and its ability to deploy drones at scale. (One of us, Schmidt, has been a longtime investor in defense technology companies, and is currently an investor in companies supplying drones to Ukraine.)This represents a profound shift in warfare, largely instigated by Ukraine to compensate for its shortfalls in conventional weapons and manpower.

In the world’s first drone war, drones determine how battles are won and how soldiers die: Ukrainian drone strikes now account for 90 percent of destroyed Russian tanks and armored vehicles and 80 percent of Russian casualties. They have also made it possible for each side to attack far past the frontlines without having to gain air superiority over the battlefield.

Ukraine, for example, hit Russian airbases 5,000 miles from Kyiv in June by smuggling drones across the border and launching them from the beds of trucks.Russia, for its part, was originally slower to field drones in large numbers. But it has dramatically increased its production of first-person-view drones, as well as those used for strategic bombardment, such as the Iranian-designed Shahed.

Today, Moscow matches Kyiv’s extraordinary rate of technological adaptation. It has developed equally capable models, such as the Orlan, which is used for surveillance, and the Lancet, which loiters over a target before exploding on impact.Because Russia and Ukraine are constantly iterating on hardware, software, and tactics, the war changes at a breathtaking rate.

The saturation of drone surveillance, for example, has made nearly all troop movement visible and therefore vulnerable, creating a transparent battlefield: anything that moves near the frontline is struck within a matter of minutes. Drone pilots have become prime targets, and with many traditional weapons rendered obsolete, drones are increasingly fighting other drones.

Amid this cycle of innovation, the two sides are inching toward a new frontier: entirely automated warfare.EYES EVERYWHERESurveillance and reconnaissance drones have become so ubiquitous that both Russian and Ukrainian forces scarcely move in the daylight. During a recent visit, we witnessed the motion of a single Russian van, five miles from the frontline, cause a sensation among drone operators, who then destroyed it.

To avoid detection, movement near the frontline tends to take place during sunrise and sunset, when neither the daylight video cameras nor night-vision infrared cameras operate properly.The fight for information advantage is always important in war, but even more so in this one, where it means the ability to form and maintain resilient drone-based sensor networks over the battlefield.

If a unit is “blinded”—unable to maintain surveillance drones overhead—it becomes exceedingly vulnerable. For that reason, roughly 3,000 Ukrainian troops work around the clock to operate reconnaissance drones, mostly Chinese-made DJI Mavics, along the entire 750-mile frontline. Ukrainian brigade command centers display as many as 60 of these drone feeds around the clock.

This transparency means that the military maxim “what can be seen can be hit” is truer on today’s battlefield than at any point in history. It is nearly impossible for either side to mass and maneuver forces along the frontline, as troops are now easily spotted forming up for attack. The Russian army has historically relied on its ability to deliver impressive firepower through concentrated tube and rocket artillery fire, but these tactics are useless when any attempt to amass forces is identified within minutes.

Russian guns are now widely dispersed, deeply dug in, and operate primarily at night. Both Russian and Ukrainian forces scarcely move in the daylight.Fil says his team has expanded from 400 troops in 2023 to over 1,000 now, and he expects it to continue to grow in the coming months. The brigade’s frontline operations are driven by data, of which there is more every day.

Fil’s brigade, for example, tracks every engagement, drone mission, and vehicle or piece of equipment hit. That data, in turn, drives decision-making, including over the kinds and quantities of drones to procure. Fil’s team spends nearly $2 million each month on small quadcopters, mostly Mavics, for frontline reconnaissance and more than $500,000 per month for longer-range fixed-wing surveillance drones, such as Sharks or Lelekas, that can be used to see much farther from the frontline.

This is expensive, but one new battle tank costs more than $10 million. A tank was long regarded as the best weapon to defeat another tank; now, a first-person-view drone costing less than $800 is, thanks to its ability to strike with precision and move much faster than any ground vehicle. No armored vehicle—no matter its camouflage or anti-drone barriers—can survive for long on the modern, drone-swept battlefield.

As a result, Ukrainian soldiers believe tank-led assaults to be suicidal. Russia still launches them occasionally, but most do not make it to the front line.In response, Russia has shifted primarily to infantry assaults. It is no surprise, then, that more than 75 percent of Ukrainian drones now target infantry.

Because surveillance drones have a difficult time spotting scattered infantry in urban terrain and forests, the Russians are deploying small assault groups, typically consisting of five or six teams of two to three people, to simultaneously attack a concentrated area. In recent months, the Russians have turned to motorcycles to more rapidly cross no man’s land—a shocking contrast to the line of tanks that rolled toward Kyiv in the earliest days of the conflict.

When surviving members of a Russian assault group reach a building, they immediately dig in. Gradually, more soldiers join them. Over days or even weeks, the Russians gather their forces until they judge that they have sufficient strength to make the next bound toward Ukrainian positions. According to an officer from Ukraine’s Azov Brigade, Russia’s “cheap infantry”—its disregard for soldiers’ survival—allows for this kind of constant experimentation.

DRONE ON DRONEBecause drones have become so important to almost all battlefield operations, destroying them has become critical. Drone-on-drone battle is now a central part of the war. Last year, an estimated 1,200 Russian surveillance drones were operating behind Ukrainian lines on a given day, so Ukraine built the first drone-based air defense system to fend them off.

Its forces began using first-person-view drones to chase down larger, slower, and much more expensive surveillance drones. Russian surveillance drones now fly higher to avoid Ukrainian interception. Still, roughly 80 percent of all surveillance drones that cross the frontline, be they Russian or Ukrainian, are shot down by either interceptors or traditional air defenses.

Because of these changes, Russia has dramatically reduced its use of Lancet drones. Instead, it has developed smaller, faster, and camouflaged surveillance drones, including some with rear-facing cameras, that let operators spot and evade pursuing drones. Unsurprisingly, drone pilots and their control stations have become prime targets for both sides.

Fil’s unit has found that a successful attack on Russian Mavic operators can pause enemy activity for three days. Because pilots have become such a precious resource, integral to defending the infantry, Ukraine is working to relocate as many of them as possible away from the frontlines to integrated remote operations.

In an attempt to further decrease the number of forward-deployed soldiers, Ukraine is now working to establish a so-called drone line along its entire frontline—a layered defense corridor six or seven miles wide, made up of obstacles such as ditches, minefields, and razor wire, and hundreds of drone teams that wait at the ready to destroy any targets before they reach Ukrainian positions.

Once this barrier is in place, and more drone functions are automated, far fewer troops will need to defend the frontline. Ukraine hopes that this approach will help alleviate its manpower shortfalls and save lives.Behind the frontlines, tactics are evolving just as fast. On a nightly basis, Russia launches hundreds of Shahed long-range drones at Ukraine, particularly its major cities.

Russia increasingly uses sequenced launches and circuitous route planning so that multiple drones arrive at their target simultaneously from different directions; these attacks amount to manually coordinated “drone swarms.” Short of air defense systems, Ukraine has prioritized the development and production of interceptor drones to counter these swarms.

Russia also sends dozens of cheaper “dummy” drones—drones without real capabilities—into Ukrainian airspace, forcing air defense radars to reveal their locations. Russian ballistic and cruise missiles then route around the defenses to strike their targets.ITERATION OR OBLITERATIONThe speed of technological adaptation and iteration—or innovation power—is a new measure of combat strength.

The key to adaptation is the lightning-fast feedback loop from operator to engineer. The best Ukrainian drone pilots, therefore, are both tactician and technician, able to make modifications and improvements on the fly.Consequently, the most important progress in drone development is happening at the front.

Operators are supported by research and development labs and manufacturing and repair facilities located near the frontlines. Drone teams constantly test and deploy new radios, antennas, and circuit boards; software updates are pushed out on a near-daily basis. To create an effective weapon now requires adapting and iterating against an equally adaptive adversary, resulting in a highly dynamic contest of action and reaction.

Once a new weapon or technique is introduced to the battlefield, it has a limited window of utility before the opponent develops countermeasures. New kinds of drones appear at a rapid rate: two years ago, the Russian Lancet was the most threatening model. Last year, it was the first-person-view drone.

Now, strike drones controlled by fiber-optic cables, first fielded by the Russians, have taken hold of the frontline.Unlike drones that run on standard radio frequency, these quadcopters spool up to 25 miles of fiber-optic cable in their wake, leaving them hard-wired to their operator. Although these drones are slow and limited by the length of their wire, they are impervious to jamming, relay clear images, and can operate outside radio line of sight, which means that they are well suited for hilly and urban terrain.

Since they do not emit radio signals, their pilot’s location cannot be identified by electronic means, and they strike with shocking precision. A Ukrainian soldier with a Vampire drone, Donetsk, Ukraine, April 2025 Oleksandr Ratushniak / Reuters Fiber-optic drones are effective ambush weapons. Russians fly them across the frontline and park these models on roads or rooftops and wait for passing vehicles.

Their high-quality control signal and camera resolution allows them to be maneuvered with pinpoint accuracy into tight areas, such as buildings and bunkers, that normal first-person-view drones, which rely on radio, cannot access. Russia now has elite units of drone pilots using fiber-optic drones stationed along heavily contested parts of the frontline in order to target Ukrainian drone operators, attack enemy supply lines, and ultimately isolate forward units.

Drone innovation is not just about making drones better but also about driving down their cost. Over the course of the past year, both Ukrainian and Russian drone units have replaced the pricey few with the inexpensive plenty. Expensive drones, including the Russian Lancet and the American Switchblade 600, which each cost between $65,000 and $150,000, are being pushed aside in favor of fixed-wing strike drones, such as the Russian Molniya and the Ukrainian Dart, both of which cost less than $3,000.

Because Molniya kamikaze drones are so cheap, Russia uses them as a mass strike weapon, sometimes launching 15 at a single target.For the most part, Ukraine still uses first-person-view drones because they are cheap, relatively easy to use, and readily available. Brigades on the most active fronts consume more than 5,000 of them per month.

But because their rate of success in striking a target is low, estimated at no more than ten percent for the average unit, many frontline units favor larger bomber-type drones for their versatility, reusability, and modular configurations. A single Ukrainian-made Vampire hexacopter drone, for example, can drop antitank mines or rain down munitions on enemy infantry, achieving the same effect as dozens of artillery rounds, and with greater precision.

And because they are both reusable and have a larger payload than first-person-view drones, bomber drones can saturate the ground with high explosives much more rapidly and at much lower cost. They are also better at targeting infantry when repelling assaults and can collapse buildings with a few accurately placed explosives that would otherwise have taken hundreds of artillery rounds.

Bomber drones can also place mines, a tactic that is quickly becoming one of the most effective ways to halt Russian assaults. Russian units on the attack must use largely predictable routes because of terrain, so Ukrainian forces create a dynamic, mobile minefield by dropping mines in their path. Ukrainian forces then use first-person-view drones to herd Russian vehicles toward the mines.

One Ukrainian brigade estimates that 50 percent of enemy vehicle kills in recent months have resulted from drone mining. Ukrainians also use bomber drones to run continuous waves of attacks, similar to artillery bombardments, to keep Russian infantry suppressed, underground, and unable to advance.Ukraine still employs its legacy systems, such as artillery, to support its drone tactics.

When Russian infantry are protecting a valuable target, for instance, Ukrainian troops use artillery to suppress the infantry so that Ukrainian bomber drones can destroy the target without being shot down. Ukrainian troops will also use surveillance drones to ascertain where Russian drone pilots are before shelling those locations.

These approaches allow Ukraine to minimize its use of expensive legacy systems that can be difficult to acquire; Russia, by contrast, has less need to adapt its use of these systems because it can afford to expend shells in quantities that Ukraine cannot.SWARM AND ATTACKAutomating drones with artificial intelligence would solve a variety of problems facing the modern warfighter.

A large number of drones are lost to pilot error. And the Ukrainian battlefield is saturated with systems that jam and spoof signals across the electromagnetic spectrum, making it difficult to rely on any technology that requires constant radio connection to a human operator. Thousands of Ukrainian troops operate Mavics all day, every day, a function that could certainly be automated.

Collecting and processing surveillance data automatically—ideally from multiple layers of sensors across the frontline—would save hundreds of man-hours a week. And current systems require drone pilots to operate close to the frontline, putting them at risk.Today, algorithms can augment human control of the battlefield.

They reduce error by helping pilots detect, track, approach, and strike targets. AI targeting systems are trained nightly on combat footage to adjust to Russian countermeasures, such as camouflage or decoys. Ukrainian and Western companies are creating software that supports drone pilots even more, by selecting routes, stabilizing flights, navigating to waypoints, recognizing targets, and guiding toward the destination.

If these efforts are successful, becoming a drone pilot will require fewer skills and less experience.In particular, defense firms are keen to develop AI tools that make it easier to carry out the final phase of an attack. The Ukrainian battlefield is a challenge for machine learning because enemy tanks and artillery pieces constantly change appearance with added armor and camouflage.

Algorithms also perform poorly at identifying scattered infantry, particularly in dense forests or other complex terrain. AI-assisted target acquisition and terminal guidance have already proved effective even in the face of radio signal jamming. Although the future of fully autonomous drones is unclear, a more autonomous drone strike complex—one that combines reconnaissance and strike drones to identify, track, and hit moving targets—would enormously improve Ukraine’s ability to defend against Russian attacks.

The next phase of the war will be determined by software.Defense companies are also racing to create AI that can coordinate attacks by multiple drones in an automated drone swarm—the holy grail of drone operations. Today, Ukrainian forces can form a carousel of drones over a target to repeatedly strike at it, but doing so requires multiple pilots and operators.

With an automated drone swarm, a single pilot could guide many drones, flying independent routes, to overwhelm defenses and saturate a target.To pull off such a feat, defense firms will need to develop AI-powered systems that enable drones to communicate automatically—not just with one another but also with a host of sensors.

These networks exist, but not at the required scale. And the task is getting harder each day: as the drone-versus-drone war escalates, the quantity of drones deployed in each operation will grow from hundreds to thousands, making their automated coordination increasingly difficult.Eventually, Ukraine will need its own version of Israel’s Iron Dome air defense network to protect its cities and factories from Russia’s constant drone and missile raids.

Of course, Ukraine’s vast size makes this a daunting challenge, but it can begin by shielding its major cities. Greater automation will be key to fending off Russian attacks. Whereas the first phase of the war was defined by hardware, with each side competing to invent new kinds of drones, payload, and munitions, the next phase of the war will be determined by software.

WAR OF FACTORIESDrones have upended the old ways of war. Military doctrine, tactics, and organization will never be the same. Armies everywhere will need to completely revamp their doctrine and training to reflect the realities of fighting on a drone-swept battlefield. And the best way to prepare for the future of combat is to speak to those fighting this war.

Historians often call World War II a “war of factories.” The same is true for the war in Ukraine today. Ukraine produced more than two million drones in 2024 and plans to make over four million by the end of 2025. Its adversary is also getting better at drone production: last year, Russia was building 300 Shahed drones a month.

Now, it can produce 5,000 in the same time frame. The side that consistently builds the most drones is the one most likely to prevail. And it is in the interest of the West, and of the United States in particular, to support the Ukrainian people in their dogged determination to win that fight—not only for Ukraine’s sake but also for its own, so it can learn to reckon with this new reality of war.

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