war drone,The Terrifying Efficiency of Drone Warfare

The Terrifying Efficiency of Drone Warfare

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Il est important de noter la durée (00:23:02s), le titre (The Terrifying Efficiency of Drone Warfare) ainsi que les éléments fournis par l’auteur, incluant la description :« To try everything Brilliant has to offer for free for a full 30 days, visit https://brilliant.org/wendover Youtube: http://www.YouTube.com/WendoverProductions Instagram: http://Instagram.com/sam.from.wendover Twitter: http://www.Twitter.com/WendoverPro Sponsorship Enquiries: wendover@standard.tv Autres e-mails: sam@wendover.productions reddit: http://reddit.com/r/wendoverproductions Écriture par Sam Denby et Tristan Purdy Édition par Alexander Williard Animation dirigée par Max Moser Sound par Graham Haerther Thumbnnail by Simon Buckmaster Referrences
[1] https://www.cfr.org/article/how-drone-war-ukraine-transformation
[2] https://www.nytimes.com/2024/07/02/technology/ukraine-war-ai-weapons.html
[3] https://www.politico.eu/article/robots-coming-ukraine-testing-ground-ai-artificial-intelligence-powered-Combat-war-russia/
[4] https://briakingdefense.com/2024/02/the-revolution-that-wasnt-how-ai-drones-have-fizzled-in-ukraine-so-far/
[5] https://www.anduril.com
».

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Les drones trouvent différentes applications dans les opérations militaires.

Les drones militaires : une nouvelle ère dans la guerre moderne

Les drones ont révolutionné la façon dont les guerres se déroulent. En développant des modèles de plus en plus avancés, les grandes puissances militaires sont en mesure d’effectuer des missions de reconnaissance, de frappe et de soutien aux troupes au sol.

En tant que drone de combat, le MQ-9 Reaper est utilisé pour des frappes de précision. En tant que drone turc, le Bayraktar TB2 est reconnu pour son rôle dans divers conflits récents, y compris en Ukraine et au Haut-Karabakh. Le drone kamikaze iranien, le Shahed-136, trouve une utilisation importante dans les conflits au Moyen-Orient et en Europe de l’Est.

Grâce à ces appareils, les armées peuvent frapper des cibles éloignées avec une précision remarquable, minimisant ainsi les dangers pour les pilotes humains.

Émergeant comme héros de guerre, les pilotes de drones se font connaître

L’essor des drones a engendré l’émergence d’une nouvelle catégorie de combattants : les pilotes de drones de guerre. À des milliers de kilomètres du champ de bataille, ces opérateurs exercent une influence déterminante sur le succès des opérations militaires.

Il arrive que certains pilotes atteignent un statut légendaire, avec des frappes réussies à leur actif, impactant ainsi les résultats des guerres. Dans les luttes modernes, le courage ne se constate plus uniquement sur le champ de bataille, mais aussi dans la précision et la stratégie des pilotes de drones.

Les drones et leur rôle dans les guerres à venir

La technologie, en constante évolution, laisse entrevoir un avenir où les drones seront encore plus omniprésents. Des drones autonomes, munis d’intelligence artificielle, se développent et prennent des décisions sans nécessiter d’intervention humaine.

Des centaines d’unités, opérant en essaims de drones, pourraient changer radicalement les tactiques militaires. En outre, la réduction des dimensions des technologies pourrait favoriser la création de drones de taille toujours plus réduite et dissimulée, compliquant leur détection et leur neutralisation.

Les drones civils réutilisés pour des missions militaires

De nombreux drones, en particulier ceux de la marque DJI (comme le Mavic ou le Phantom), sont souvent employés pour des missions de reconnaissance ou même d’attaque. Ces appareils, devenus des bombardiers improvisés grâce aux charges explosives fixées par les combattants, sont redoutables.

La simplicité d’utilisation et la performance des caméras intégrées les rendent indispensables pour le renseignement et la direction des tirs d’artillerie. Il est à noter que ces drones sont souvent sensibles aux contre-mesures électroniques, comme le brouillage ou le piratage.

Les drones FPV et kamikazes émergent sur le marché

L’utilisation des drones FPV (First Person View) adaptés pour le transport d’explosifs est une évolution marquante de ces dernières années. En immersion, ces petits drones, souvent issus de modèles civils adaptés, sont pilotés en Ukraine grâce à des lunettes de réalité virtuelle. Avec un coût réduit et une grande efficacité, ils deviennent des armes redoutables pour les missions tactiques.

Souvent, après l’assaut, ces appareils sont laissés de côté, car ils sont fabriqués pour un usage unique. Les militaires, même sans formation avancée en pilotage, peuvent les exploiter sur le champ de bataille grâce à leur facilité d’utilisation.

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#Terrifying #Efficiency #Drone #Warfare

Retranscription des paroles de la vidéo: This is a grainy, sped up, cut up, loud and proud, combat highlight tape released to social media by a Ukrainian military brigade. In the picture are Russian T-72B3M tanks, a refurbished and revamped Cold War staple that Russia has come to rely on during their invasion of Ukraine. All three are doomed, about to be put out of commission by the author of this video, the 79th Air Assault Brigade—a highly trained but highly out-gunned subset of the Ukrainian defense effort. The unit deals with all three tanks through conventional means—weapons and approaches that have more or less been around since World War II. The first is stopped in its tracks by a mine, an anti-tank mine, while this one, unclear as to why it’s stopped, is hit by an antitank missile or some similar sort of air ordnance. Finally, what struck the second is what strikes and stops the third. Up to this point, if the video were just a bit grainier or black and white, the battle scene could be from 2024, or 1974, or 1944. But the clip isn’t over. These three tanks—at least by their own power—are not going to move again which, for the 79th, means they’ve landed three mobility kills as they’re called in military parlance. But the work’s not done—should they be hauled back behind Russian lines, perhaps they could be fixed, or at least used for parts. So the 79th needs to finish the tanks off. But now they turn to something novel, something that’s shaped Russia’s invasion and Ukraine’s defense, something that’s quickly becoming a staple in 21st century warfare: drones. Rather than sending troops in to finish off tanks and chase down their operators—which risk the safety of a soldier—or fire artillery or missiles at the sitting targets—which the Ukrainian military has desperately few of—the 79th now mobilizes a fleet of small, inexpensive unmanned aerial vehicles. Here, a fixed-wing drone strapped with an explosive plows into the tank’s weak point to render it useless. Here, another does the same. Here, a drone pilot, rather than tracking on foot, follows the path of hiding Russian soldiers with what’s in all likelihood a quad-copter equipped with a grenade. Here, the same. And, when zooming out to consider what made this possible—spotting the quickly moving enemies approaching first, then filming it all to cut the prideful 1-minute, 27-second piece later—it’s again a drone, this of the more expensive military-grade variety. And these 90 seconds serve as a microcosm—drones are no small part of what’s kept Ukraine in the fight for this long and they’re a big part of why the 79th still exists at all. Consider the context of this clip—it’s shot somewhere around here on the front lines in the hotly contested Donbas region near Donetsk. For years now, the 79th Air Assault Brigade has been battling over this region—in particular over this village, Marinka. Once home to 9,000, Marinka is now a ghost town with few structures still standing. It’s a spot that Ukraine and Russia grappled over for 20 months before it finally fell to the invaders in late 2023. And to some educated onlookers and strategists, its fall was cause for concern. Now, it seemed Russia would have easier access to Ukraine’s interior by way of the city of Kurakhove just 10 miles or 16 kilometers west down O0510 Road. But in more than 6 months of trying and 14 coordinated efforts to break through, Russia’s been rebuked—because of brave, well-trained soldiers, and because: drones. In fact, most of these thwarted efforts play out in a strikingly similar manner to the earlier clip. Just 11 days prior to the 79th releasing the video of the three ill-fated T-72s, they posted this video. And 9 days prior to that, they posted this one. In each, drones, like Ukraine itself, are punching far above their commercial-grade weight. And they’ve been doing so since the very first days of the invasion—it just looked a bit different. First it seemed the Turkish-produced Bayraktar TB2 might carry the day. Capable of staying aloft for up to 27 hours, carrying a payload of up to 330 pounds or 150 kilograms, these weren’t cheap, as Ukraine purchased six of the drones, along with three control stations in 2019 for about $69 million dollars. It was worth the investment initially. As early as 2021, they patrolled the Donbas region and even fired on a separatist position. Then, in February, with the invasion beginning, they quickly reached legendary status—successfully firing on tanks, fuel trains, fighting vehicles, and missile systems, the TB2 quickly gained a reputation in the invasion’s early stages. By April, they were now sinking ships while Ukrainian troops sang—and Ukrainian radio played—the Bayraktar song as the Turkish drone had become a central figure of Ukrainian resistance. The world took notice, too, as The New Yorker even went so far as to publish a story titled “The Turkish Drone That Changed the Nature of Warfare.” Then something changed. Specifically, the global attention on the TB2 extended to Russia, which after anchoring more defense positions near and within Ukraine’s borders, directed more attention to and surface-to-air missiles at the relatively slow, relatively low-altitude, and relatively expensive drones, effectively blasting them off the front-lines and into more minor observational roles. High-dollar drones worked, but they didn’t play to Ukraine’s advantage—its resourcefulness and conviction in the role of the defensive combattant—nor recognized the gap in available resources between them and Russia. Fighting with, and inevitably losing such expensive equipment played into Russia’s hands. But rather than pivot entirely away from UAVs, they iterated, moving away from the military-grade, million dollar drones for the unassuming sort; the commercial, cheap, easy-to-operate, and easy to produce quadcopters. While DJI, the world’s most renowned commercial quadcopter producer, has never made a military-grade drone, and has no interest in its products being used, sold, or thought of as weapons, they’ve become exactly that in the 21st century’s most significant ground war to date. In October of 2023, the country’s prime minister Deny Shmyhal claimed that Ukraine had gotten their hands on some 60% of the company’s global output of Mavic quadcopters. These drones, DJI or otherwise, play squarely to Ukraine’s strengths. For one, they just don’t cost much—they retail at under a thousand dollars. Used as small-area scouts, they also play to the advantage of the defender rather than the aggressor, as any advance, build up, or really any disturbance on the frontlines becomes easy to monitor via drone while the operator maintains their cover. They also help mitigate Ukraine’s ammunition deficiency, as a drone can scout targets—while a TB2 can spot a potential target miles away, a quadcopter can fly near enough to make sure it is indeed worth the in-demand artillery shells to attack. And this technology has helped Ukraine undercut mighty Russia’s greatest fighting strength: its sheer scale. With the advent of such accurate, unrelenting monitoring of every movement, Russian forces have had to adjust, moving in smaller numbers more quickly, which, for a fighting force known for prevailing by force but consistently plagued by organizational issues, is a big ask. And for a fighting force constantly in need of supplies, drones are uniquely easy to crowdsource —Ukrainian citizens have been happy to donate their hobby drones to the cause, and so too have citizens across the heavily sympathetic West. But if the idea of repurposed quadcopters was resourceful on the part of Ukraine, then the advent of mass-produced kamikaze drones is nothing short of scrappy. Mechanically, there’s a good few differences between reconnaissance quadcopters and kamikaze drones—some of the latter are fixed wing, a vast majority are piloted by fixed camera first-person-viewing-systems, and increasingly these are manufactured strictly for military purposes within the borders of Ukraine. But the biggest difference is that these aren’t capable of carrying, then dropping, a payload, they are the payload. On an economic scale, these make obvious sense. Consider the earlier example of kamikaze drones ramming into the weak points in downed tanks. Now, it’s difficult to boil down the exact unit cost of a T-72; they cost a couple million per when built during the Soviet era, and they cost over $200,000 each to ramp up for the standards of modern warfare. But whatever the cost, the math remains simple, as the oft-cited going rate for a first-person-view kamikaze drone is about $400. Suddenly, the playing fields of an asymmetrical conflict becomes a bit closer to level. And this goes for human capital, too. Ukrainian troops on the eastern end are outnumbered by orders of magnitude by Russian soldiers, so anytime a DJI Mavic can search the fields surrounding Marinka for retreating Russians, or a quadcopter can drop a payload big enough to finish off a soviet-era tank, Ukraine keeps another soldier out of harm’s way. Across what’s nearing three years of innovating and iterating, drones have become central and fundamental in Ukraine’s defense. And its military knows it. Just take the 79th air assault brigade’s website: there’s soldiers, there’s a helicopter, and there’s a drone. And, should one view the brigade’s listed vacancies, they’re looking to hire more drone pilots at a wage competitive to the rest of their open positions. The brigade has even gone so far as to create an attack drone company to flank its more traditional tank company and attack battalions. And along with more pilots, they need more drones, something that battalion members have posted on YouTube, and something that American 501c3’s have latched on to as an easy way to help the cause, with groups like Ukrainian Defense Support publishing explainers on how to get all important drones from American consumer’s hands to Ukrainian soldiers. But the cycle of military innovation is predictable, and the next stage after a novel technology opens up an asymmetrical advantage is the development of countermeasures. In this case, some of the countermeasures are stupidly simple. For example: nets. The exposed rotors of commercial quadcopters will quickly seize up when in contact with just about anything, so simple netting is enough to stop them in their tracks. So facing the new threat, Russia has adorned all their key infrastructure near the front line with so-called anti-drone netting, and it’s working. In addition, they’ve experimented with building metal cages around high-value vehicles and weapons to at least minimize damage from kamikaze drones—keeping the blast further away from fragile components. But then there’s the offensive option. The sorts of sub-$1000, commercial drones used in this war have rather limited flight time—between 20 and 30 minutes—and even more limited signal range—often as little as a mile. While there are ways to reduce these limitations, operating kamikaze drones always requires the operator to be effectively on the front line. Therefore: drone on drone warfare. Observing their effectiveness, Russia has built up an equally-strong drone capability, backed by a burgeoning domestic manufacturing industry. Along the front line, operators from both sides now hide in makeshift bunkers, peaking out momentarily to launch their aircraft on a mission to hunt out their counterparts just miles away. Finding and destroying an enemy drone base is now a prime objective of each side as it has the ability to immobilize a whole fleet of potentially destructive drones, rather than just one tank or truck or soldier. But perhaps the most effective countermeasure is signal jamming. Cheap commercial drones rely on GPS to navigate, but fundamentally what a GPS signal is is a rather weak radio wave broadcast from a satellite in space. Therefore, all it takes to disrupt GPS navigation is broadcasting a different, incorrect signal on the same frequency. This is what GPS jamming is, and it’s now rampant in hotly-contested areas. And the same principles apply for essentially any other form of wireless communication. It’s all just radio waves of different frequencies, so if Russia knows what frequency Ukrainian drones use to communicate with their operator, which is fairly predictable if they’re using popular commercial drones, they can simply overwhelm that frequency with irrelevant radio waves, forcing the drone to lose signal and crash. This sort of electromagnetic warfare has turned the drone war into a game of cat and mouse. One side develops a signal jammer capable of interfering with the frequency used by the other side’s drones, so the other side develops drones that communicate using a different frequency, then the first side adapts their electronic warfare capabilities, and so on and so on. The net effect is that drones have gotten less effective for both sides. The likelihood of a given drone successfully destroying an enemy asset has steadily declined, and therefore that incredible efficiency that made headlines in the early days of the war is quickly diminishing. But there’s an obvious solution, and it’s seen in this short clip. These red boxes represent the first days of a new epoch of warfare. That’s because this drone, developed by startup Ukrainian company Saker, is autonomously identifying targets. Within each box is what a computer vision algorithm believes is a target that could be strategically beneficial to destroy, while the text above indicates what, in particular, it thinks it is, and the number to its right is an indication of the software’s confidence in what it believes it sees. The short-term benefit of autonomy is straightforward: Russia’s most effective countermeasure is to interrupt the signal between a drone operator and a drone, so what if the drone doesn’t need a signal? What if the drone, once deployed, could independently navigate to, identify, and strike a target. Or even: what if it could determine its target and decide to strike it itself without any authorization by an operator? While all indications suggest that there’s not yet wide-scale use of AI drones in Ukraine, Saker’s scrappy autonomous drones have reportedly already destroyed Russian targets in autonomous mode, meaning the era of AI warfare has quietly begun. In practice, autonomous drones have yet to make a major impact in the war as they still require human involvement, they’re rather finicky, and they’re more costly than equally destructive conventional equivalents—but 6,000 miles away, on the other side of the Atlantic, in an industrial area next to an Ikea in Costa Mesa, California, one company is trying to change that. Its name is Anduril. Anduril’s heritage explains a lot. Its founder, Palmer Lucky, was the pioneer behind the Oculus brand of VR headsets. While still a teenager he grew this into a burgeoning company and eventually sold it to Facebook for $2 billion at just 21-years old. During these years, others that would eventually join Anduril were working at SpaceX and Palantir. The significance of this pair of companies is in the fact that they effectively built the Anduril business-model. That’s because the rocket-launch and predictive analytics companies each took the US government on in court when they believed they were being shut-out of competitive bidding for US military contracts in favor of the old-guard of the military-industrial complex like ULA or Raytheon. Each of these companies believed the US military procurement system was broken, and this belief was well-grounded. After all, the United Launch Alliance was paid to keep operating a wildly inefficient and aged Atlas V launch system for decades, with absolutely no incentive for innovation in a way that might bring down cost for the government. That’s because, like many military contracts, ULA was paid on a cost-plus basis, meaning they were paid whatever it cost for them to do the work they were asked to do, plus a fixed percent for profit. In many ways, this actually disincentivized innovation since creating a more efficient system that cost less per-launch would actually reduce their fixed profit percentage. But SpaceX wasn’t getting these contracts anyways, so their solution was to foot the cost of innovation themselves, develop a more efficient launch system, then enter a competitive bidding process to offer space access at a lower cost, yet still turn a profit. After some legal tussles, this worked, the government had effectively no choice but to accept their proposal to do the same work for less, and they’ve now grown into the largest launch provider for the US. Anduril was formed under the same model—that of a traditional company, rather than a military contractor. But rather than work on the fringes of the industry, competing in the space-launch or predictive analytics spaces, which have plenty of private customers, Anduril is taking the old-guard head-on—developing innovative products that are generations ahead of what the legacy contractors are offering, exclusively for the US and allied militaries, under the belief that their offerings will be just too good to pass up. At the core of that value-proposition is artificial intelligence. They seem to recognize the shortcomings of early autonomy in Ukraine—fundamentally, that the full potential of autonomous drones is stymied by the persistent one operator to one device equation. Just as vehicle autonomy is still merely a convenience rather than the promised generation-defining breakthrough due to the need for human oversight, drone autonomy won’t either until it’s able to unlock unimaginable degrees of volume. That’s why Anduril’s marquee product is Lattice—this is essentially an operating system… for war. This promotion video demonstrates how Lattice is supposed to work. In this mock scenario, a combatant drone is detected by the company’s Sentry product—one of its first, originally deployed along the US-Mexico border as part of a contract with US Customs and Border Protection. Sentry then alerts an operator, who elects to activate Pulsar—Anduril’s electromagnetic warfare solution, capable of jamming communication signals to and from the drone. But next we see the launch of Anvil—their kinetic interceptor drone or, put another way, the drone built to smash into other drones. Each of these devices work autonomously, yet are strung together into an integrated system by Lattice. And Anduril’s has plenty more products to add to that system—a jet-powered interceptor, an infrared surveillance platform, and a wide variety of other airborne platforms. This is what unlocks the full potential of drones. Highly capable drones are now cheap, but human operators are not. So by stringing together autonomous drones with an operating system, both the drones and the operation of drones is cheap. This is where capabilities really compound. Destruction in warfare typically follows certain rules. A grenade might be cheap and destructive, but it’s not very capable—it requires close proximity. A guided missile might be destructive and capable, but it’s not very cheap—its manufacturing is extraordinarily expensive. A single kamikaze drone might be cheap and capable, but it’s not very destructive—it can possibly destroy a tank, but with lowering success rates it’s really that a single drone can destroy, on average, say, a tenth of a tank. Interconnected, autonomous drones, however, are cheap, capable, and massively destructive. And that’s largely thanks to drone swarms. Without the need for operators in close proximity for each aircraft, a military could deploy dozens, hundreds, even thousands of drones without a risk to human life on their side before getting to the cost of a single advanced precision-guided missile. That’s to say: the cost of killing is getting scarily low. And then there’s one other key difference—to date, essentially every life taken in war has been the direct result of a decision made by another human. Human judgment determines death. But soon, artificial intelligence algorithms might. Humans will decide to deploy a drone, but a drone will be capable of independently determining whether a life is worth taking. So that’s to say, in addition to removing the monetary and human cost of killing, autonomous drones also remove the moral cost—nobody has to bear the weight of pulling the trigger that ends a life. Killing should have friction, it should be costly, it should feel terrible. This new era of warfare unlocks apocalyptic levels of efficiency in death. It is often the case that early observers overestimate the potential calamity that new military innovation will bring—the long-term average is that reality is not as bad as we fear—but there is a fear that this time might be different. Drone warfare has precedent—we’ve seen how militaries act when they have access to risk-free killing anywhere in the world with multi-million dollar drones manufactured by major contractors. Some of the most horrific actions by the US military have happened outside the context of a formal war through the use of remotely-operated aircraft. Civilian casualties have been enormous, and the state of war is now a blurry, near-perpetual concept—strikes happen indiscriminately in countries with which the US has no active state of war. Now, we’re entering an era where this same technology can be acquired on a miniaturized scale not from military contractors, but from online retailers. So the concern is twofold. First, what will non-state actors—terrorists, cartels, and others with a will to kill—do with a technology that allows them to transport an explosive device effectively anywhere, at limited risk or cost to themselves. And second, with the expanded capabilities of massive swarms of drones, what will state actors do when the accountability and friction of war is minimized to perhaps its lowest level ever. As this video makes clear, artificial intelligence is becoming quite influential—it is the key technology around which the next generation of weapons is being built. When any technology becomes this influential, I believe it’s important to have an understanding of how it actually works, and the best place to do so is our sponsor, Brilliant.org. That’s because one of their courses is called “Introduction to Neural Networks.” This is the exact tool being used in Ukraine right now to aid drone pilots in identifying targets, and in this course Brilliant.org helps you go from nothing to having a decent understanding of the inner workings of this tech. They do so by breaking the subject down into small, intuitive principles, then teaching these through interactive exercises and straightforward visuals. Then, as you move on, they bring these concepts together and soon enough, you grasp the overall subject. It really is a better way of learning, and they have these excellently designed courses for dozens of STEM-related subjects so if you’re the kind of person who enjoys having an understanding of how things work, Brilliant.org is an excellent resource to get a grasp of these subjects that are tough to learn outside the context of formal education. They really just make it practical, as you can progress on their courses either on the computer or their mobile apps, and a given section only takes 15 minutes or so, so you can make progress in understanding, say, gravitational physics just while waiting for the subway. And best of all, you can try everything Brilliant has to offer for free for a full 30 days. Just visit Brilliant.org/Wendover or click on the link in the description. You’ll also get 20% off an annual premium subscription, and help support this channel, so thanks in advance for checking them out. .

Déroulement de la vidéo:

0.56 This is a grainy, sped up, cut up, loud and 
proud, combat highlight tape released to  
0.56 social media by a Ukrainian military brigade. 
In the picture are Russian T-72B3M tanks,  
0.56 a refurbished and revamped Cold War staple that 
Russia has come to rely on during their invasion  
0.56 of Ukraine. All three are doomed, about to be put 
out of commission by the author of this video,  
0.56 the 79th Air Assault Brigade—a highly trained but 
highly out-gunned subset of the Ukrainian defense  
0.56 effort. The unit deals with all three tanks 
through conventional means—weapons and approaches  
0.56 that have more or less been around since World War 
II. The first is stopped in its tracks by a mine,  
0.56 an anti-tank mine, while this one, unclear as to 
why it’s stopped, is hit by an antitank missile or  
0.56 some similar sort of air ordnance. Finally, what 
struck the second is what strikes and stops the  
0.56 third. Up to this point, if the video were just a 
bit grainier or black and white, the battle scene  
0.56 could be from 2024, or 1974, or 1944. 
But the clip isn’t over. 
0.56 These three tanks—at least by their own 
power—are not going to move again which,  
0.56 for the 79th, means they’ve landed three mobility 
kills as they’re called in military parlance. But  
0.56 the work’s not done—should they be hauled back 
behind Russian lines, perhaps they could be fixed,  
0.56 or at least used for parts. So the 79th needs 
to finish the tanks off. But now they turn to  
0.56 something novel, something that’s shaped 
Russia’s invasion and Ukraine’s defense,  
0.56 something that’s quickly becoming a 
staple in 21st century warfare: drones.  
0.56 Rather than sending troops in to finish off tanks 
and chase down their operators—which risk the  
0.56 safety of a soldier—or fire artillery or missiles 
at the sitting targets—which the Ukrainian  
0.56 military has desperately few of—the 79th now 
mobilizes a fleet of small, inexpensive unmanned  
0.56 aerial vehicles. Here, a fixed-wing drone strapped 
with an explosive plows into the tank’s weak point  
0.56 to render it useless. Here, another does the same. 
Here, a drone pilot, rather than tracking on foot,  
0.56 follows the path of hiding Russian soldiers with 
what’s in all likelihood a quad-copter equipped  
0.56 with a grenade. Here, the same. And, when zooming 
out to consider what made this possible—spotting  
0.56 the quickly moving enemies approaching first, 
then filming it all to cut the prideful 1-minute,  
0.56 27-second piece later—it’s again a drone, 
this of the more expensive military-grade  
0.56 variety. And these 90 seconds serve as a 
microcosm—drones are no small part of what’s kept  
0.56 Ukraine in the fight for this long and they’re a 
big part of why the 79th still exists at all.   
0.56 Consider the context of this clip—it’s shot 
somewhere around here on the front lines in  
0.56 the hotly contested Donbas region near Donetsk. 
For years now, the 79th Air Assault Brigade has  
0.56 been battling over this region—in particular over 
this village, Marinka. Once home to 9,000, Marinka  
0.56 is now a ghost town with few structures 
still standing. It’s a spot that Ukraine  
0.56 and Russia grappled over for 20 months 
before it finally fell to the invaders in  
0.56 late 2023. And to some educated onlookers and 
strategists, its fall was cause for concern.  
0.56 Now, it seemed Russia would have easier access to 
Ukraine’s interior by way of the city of Kurakhove  
0.56 just 10 miles or 16 kilometers west down O0510 
Road. But in more than 6 months of trying and 14  
0.56 coordinated efforts to break through, Russia’s 
been rebuked—because of brave, well-trained  
0.56 soldiers, and because: drones. In fact, most of 
these thwarted efforts play out in a strikingly  
0.56 similar manner to the earlier clip. Just 11 days 
prior to the 79th releasing the video of the three  
0.56 ill-fated T-72s, they posted this video. And 9 
days prior to that, they posted this one. In each,  
0.56 drones, like Ukraine itself, are punching 
far above their commercial-grade weight. And  
0.56 they’ve been doing so since the very first days 
of the invasion—it just looked a bit different.  
0.56 First it seemed the Turkish-produced Bayraktar TB2 
might carry the day. Capable of staying aloft for  
0.56 up to 27 hours, carrying a payload of up to 330 
pounds or 150 kilograms, these weren’t cheap,  
0.56 as Ukraine purchased six of the drones, 
along with three control stations in 2019  
0.56 for about $69 million dollars. It was worth 
the investment initially. As early as 2021,  
0.56 they patrolled the Donbas region and even fired 
on a separatist position. Then, in February,  
0.56 with the invasion beginning, they quickly reached 
legendary status—successfully firing on tanks,  
0.56 fuel trains, fighting vehicles, and missile 
systems, the TB2 quickly gained a reputation in  
0.56 the invasion’s early stages. By April, they were 
now sinking ships while Ukrainian troops sang—and  
0.56 Ukrainian radio played—the Bayraktar song as 
the Turkish drone had become a central figure of  
0.56 Ukrainian resistance. The world took notice, too, 
as The New Yorker even went so far as to publish a  
0.56 story titled “The Turkish Drone That Changed 
the Nature of Warfare.” Then something changed. 
0.56 Specifically, the global attention 
on the TB2 extended to Russia,  
0.56 which after anchoring more defense positions 
near and within Ukraine’s borders, directed  
0.56 more attention to and surface-to-air missiles 
at the relatively slow, relatively low-altitude,  
0.56 and relatively expensive drones, effectively 
blasting them off the front-lines and into more  
0.56 minor observational roles. 
High-dollar drones worked,  
0.56 but they didn’t play to Ukraine’s advantage—its 
resourcefulness and conviction in the role of  
0.56 the defensive combattant—nor recognized the 
gap in available resources between them and  
0.56 Russia. Fighting with, and inevitably losing such 
expensive equipment played into Russia’s hands.  
0.56  But rather than pivot entirely 
away from UAVs, they iterated,  
0.56 moving away from the military-grade, million 
dollar drones for the unassuming sort;  
0.56 the commercial, cheap, easy-to-operate, and easy 
to produce quadcopters. While DJI, the world’s  
0.56 most renowned commercial quadcopter producer, 
has never made a military-grade drone, and has  
0.56 no interest in its products being used, sold, or 
thought of as weapons, they’ve become exactly that  
0.56 in the 21st century’s most significant 
ground war to date. In October of 2023,  
0.56 the country’s prime minister Deny Shmyhal claimed 
that Ukraine had gotten their hands on some 60% of  
0.56 the company’s global output of Mavic quadcopters. 
These drones, DJI or otherwise, play squarely to  
0.56 Ukraine’s strengths. For one, they just don’t cost 
much—they retail at under a thousand dollars. Used  
0.56 as small-area scouts, they also play to the 
advantage of the defender rather than the  
0.56 aggressor, as any advance, build up, or really 
any disturbance on the frontlines becomes easy  
0.56 to monitor via drone while the operator 
maintains their cover. They also help  
0.56 mitigate Ukraine’s ammunition deficiency, as 
a drone can scout targets—while a TB2 can spot  
0.56 a potential target miles away, a quadcopter 
can fly near enough to make sure it is indeed  
0.56 worth the in-demand artillery shells to attack. 
And this technology has helped Ukraine undercut  
0.56 mighty Russia’s greatest fighting strength: its 
sheer scale. With the advent of such accurate,  
0.56 unrelenting monitoring of every movement, Russian 
forces have had to adjust, moving in smaller  
0.56 numbers more quickly, which, for a fighting force 
known for prevailing by force but consistently  
0.56 plagued by organizational issues, is a big ask. 
And for a fighting force constantly in need of  
0.56 supplies, drones are uniquely easy to crowdsource 
—Ukrainian citizens have been happy to donate  
0.56 their hobby drones to the cause, and so too have 
citizens across the heavily sympathetic West.   
0.56 But if the idea of repurposed quadcopters 
was resourceful on the part of Ukraine,  
0.56 then the advent of mass-produced kamikaze 
drones is nothing short of scrappy.   
0.56 Mechanically, there’s a good few differences 
between reconnaissance quadcopters and kamikaze  
0.56 drones—some of the latter are fixed 
wing, a vast majority are piloted by  
0.56 fixed camera first-person-viewing-systems, and 
increasingly these are manufactured strictly  
0.56 for military purposes within the borders 
of Ukraine. But the biggest difference is  
0.56 that these aren’t capable of carrying, then 
dropping, a payload, they are the payload.  
0.56 On an economic scale, these make obvious sense. 
Consider the earlier example of kamikaze drones  
0.56 ramming into the weak points in downed tanks. 
Now, it’s difficult to boil down the exact unit  
0.56 cost of a T-72; they cost a couple million per 
when built during the Soviet era, and they cost  
0.56 over $200,000 each to ramp up for the standards 
of modern warfare. But whatever the cost, the  
0.56 math remains simple, as the oft-cited going rate 
for a first-person-view kamikaze drone is about  
0.56 $400. Suddenly, the playing fields of an 
asymmetrical conflict becomes a bit closer  
0.56 to level. And this goes for human capital, 
too. Ukrainian troops on the eastern end are  
0.56 outnumbered by orders of magnitude by Russian 
soldiers, so anytime a DJI Mavic can search  
0.56 the fields surrounding Marinka for retreating 
Russians, or a quadcopter can drop a payload  
0.56 big enough to finish off a soviet-era tank, 
Ukraine keeps another soldier out of harm’s way.  
0.56 Across what’s nearing three years of innovating 
and iterating, drones have become central and  
0.56 fundamental in Ukraine’s defense. And its military 
knows it. Just take the 79th air assault brigade’s  
0.56 website: there’s soldiers, there’s a helicopter, 
and there’s a drone. And, should one view the  
0.56 brigade’s listed vacancies, they’re looking to 
hire more drone pilots at a wage competitive  
0.56 to the rest of their open positions. The brigade 
has even gone so far as to create an attack drone  
0.56 company to flank its more traditional tank company 
and attack battalions. And along with more pilots,  
0.56 they need more drones, something that 
battalion members have posted on YouTube,  
0.56 and something that American 501c3’s have latched 
on to as an easy way to help the cause, with  
0.56 groups like Ukrainian Defense Support publishing 
explainers on how to get all important drones from  
0.56 American consumer’s hands to Ukrainian soldiers.
But the cycle of military innovation is  
0.56 predictable, and the next stage after a novel 
technology opens up an asymmetrical advantage  
0.56 is the development of countermeasures. In this 
case, some of the countermeasures are stupidly  
0.56 simple. For example: nets. The exposed rotors 
of commercial quadcopters will quickly seize  
0.56 up when in contact with just about anything, 
so simple netting is enough to stop them in  
0.56 their tracks. So facing the new threat, Russia 
has adorned all their key infrastructure near  
0.56 the front line with so-called anti-drone 
netting, and it’s working. In addition,  
0.56 they’ve experimented with building metal cages 
around high-value vehicles and weapons to at  
0.56 least minimize damage from kamikaze drones—keeping 
the blast further away from fragile components. 
0.56 But then there’s the offensive option. The sorts 
of sub-$1000, commercial drones used in this war  
0.56 have rather limited flight time—between 
20 and 30 minutes—and even more limited  
0.56 signal range—often as little as a mile. While 
there are ways to reduce these limitations,  
0.56 operating kamikaze drones always requires the 
operator to be effectively on the front line.  
0.56 Therefore: drone on drone warfare. Observing 
their effectiveness, Russia has built up an  
0.56 equally-strong drone capability, backed 
by a burgeoning domestic manufacturing  
0.56 industry. Along the front line, operators 
from both sides now hide in makeshift bunkers,  
0.56 peaking out momentarily to launch their aircraft 
on a mission to hunt out their counterparts just  
0.56 miles away. Finding and destroying an enemy 
drone base is now a prime objective of each  
0.56 side as it has the ability to immobilize a 
whole fleet of potentially destructive drones,  
0.56 rather than just one tank or truck or soldier. 
  But perhaps the most effective countermeasure  
0.56 is signal jamming. Cheap commercial drones rely 
on GPS to navigate, but fundamentally what a GPS  
0.56 signal is is a rather weak radio wave broadcast 
from a satellite in space. Therefore, all it takes  
0.56 to disrupt GPS navigation is broadcasting 
a different, incorrect signal on the same  
0.56 frequency. This is what GPS jamming is, and it’s 
now rampant in hotly-contested areas. And the same  
0.56 principles apply for essentially any other form of 
wireless communication. It&;s all just radio waves  
0.56 of different frequencies, so if Russia knows what 
frequency Ukrainian drones use to communicate with  
0.56 their operator, which is fairly predictable 
if they’re using popular commercial drones,  
0.56 they can simply overwhelm that frequency with 
irrelevant radio waves, forcing the drone to lose  
0.56 signal and crash. This sort of electromagnetic 
warfare has turned the drone war into a game of  
0.56 cat and mouse. One side develops a signal jammer 
capable of interfering with the frequency used  
0.56 by the other side’s drones, so the other side 
develops drones that communicate using a different  
0.56 frequency, then the first side adapts their 
electronic warfare capabilities, and so on and  
0.56 so on. The net effect is that drones have gotten 
less effective for both sides. The likelihood of  
0.56 a given drone successfully destroying an enemy 
asset has steadily declined, and therefore that  
0.56 incredible efficiency that made headlines in the 
early days of the war is quickly diminishing.  
0.56 But there’s an obvious solution, and it&;s 
seen in this short clip. These red boxes  
0.56 represent the first days of a new epoch 
of warfare. That’s because this drone,  
0.56 developed by startup Ukrainian company Saker, is 
autonomously identifying targets. Within each box  
0.56 is what a computer vision algorithm believes is 
a target that could be strategically beneficial  
0.56 to destroy, while the text above indicates what, 
in particular, it thinks it is, and the number to  
0.56 its right is an indication of the software’s 
confidence in what it believes it sees.  
0.56 The short-term benefit of autonomy is 
straightforward: Russia’s most effective  
0.56 countermeasure is to interrupt the signal between 
a drone operator and a drone, so what if the  
0.56 drone doesn’t need a signal? What if the drone, 
once deployed, could independently navigate to,  
0.56 identify, and strike a target. Or even: what if it 
could determine its target and decide to strike it  
0.56 itself without any authorization by an operator? 
While all indications suggest that there’s not yet  
0.56 wide-scale use of AI drones in Ukraine, Saker’s 
scrappy autonomous drones have reportedly already  
0.56 destroyed Russian targets in autonomous mode, 
meaning the era of AI warfare has quietly begun.  
0.56 In practice, autonomous drones have yet to make 
a major impact in the war as they still require  
0.56 human involvement, they’re rather finicky, and 
they’re more costly than equally destructive  
0.56 conventional equivalents—but 6,000 miles 
away, on the other side of the Atlantic,  
0.56 in an industrial area next to an Ikea 
in Costa Mesa, California, one company  
0.56 is trying to change that. Its name is Anduril.
Anduril’s heritage explains a lot. Its founder,  
0.56 Palmer Lucky, was the pioneer behind the Oculus 
brand of VR headsets. While still a teenager  
0.56 he grew this into a burgeoning company and 
eventually sold it to Facebook for $2 billion  
0.56 at just 21-years old. During these years, others 
that would eventually join Anduril were working  
0.56 at SpaceX and Palantir. The significance of 
this pair of companies is in the fact that  
0.56 they effectively built the Anduril business-model. 
That’s because the rocket-launch and predictive  
0.56 analytics companies each took the US government 
on in court when they believed they were being  
0.56 shut-out of competitive bidding for US military 
contracts in favor of the old-guard of the  
0.56 military-industrial complex like ULA or Raytheon. 
Each of these companies believed the US military  
0.56 procurement system was broken, and this belief 
was well-grounded. After all, the United Launch  
0.56 Alliance was paid to keep operating a wildly 
inefficient and aged Atlas V launch system  
0.56 for decades, with absolutely no incentive for 
innovation in a way that might bring down cost for  
0.56 the government. That’s because, like many military 
contracts, ULA was paid on a cost-plus basis,  
0.56 meaning they were paid whatever it cost for them 
to do the work they were asked to do, plus a fixed  
0.56 percent for profit. In many ways, this actually 
disincentivized innovation since creating a more  
0.56 efficient system that cost less per-launch would 
actually reduce their fixed profit percentage. But  
0.56 SpaceX wasn’t getting these contracts anyways, 
so their solution was to foot the cost of  
0.56 innovation themselves, develop a more efficient 
launch system, then enter a competitive bidding  
0.56 process to offer space access at a lower cost, 
yet still turn a profit. After some legal tussles,  
0.56 this worked, the government had effectively 
no choice but to accept their proposal to do  
0.56 the same work for less, and they’ve now grown 
into the largest launch provider for the US.  
0.56 Anduril was formed under the same model—that of 
a traditional company, rather than a military  
0.56 contractor. But rather than work on the fringes 
of the industry, competing in the space-launch or  
0.56 predictive analytics spaces, which have plenty of 
private customers, Anduril is taking the old-guard  
0.56 head-on—developing innovative products that are 
generations ahead of what the legacy contractors  
0.56 are offering, exclusively for the US and allied 
militaries, under the belief that their offerings  
0.56 will be just too good to pass up. 
At the core of that value-proposition  
0.56 is artificial intelligence. They seem to 
recognize the shortcomings of early autonomy  
0.56 in Ukraine—fundamentally, that the full potential 
of autonomous drones is stymied by the persistent  
0.56 one operator to one device equation. Just as 
vehicle autonomy is still merely a convenience  
0.56 rather than the promised generation-defining 
breakthrough due to the need for human oversight,  
0.56 drone autonomy won’t either until it’s able to 
unlock unimaginable degrees of volume. That’s  
0.56 why Anduril’s marquee product is Lattice—this 
is essentially an operating system… for war.  
0.56 This promotion video demonstrates how Lattice 
is supposed to work. In this mock scenario,  
0.56 a combatant drone is detected by the company’s 
Sentry product—one of its first, originally  
0.56 deployed along the US-Mexico border as part of a 
contract with US Customs and Border Protection.  
0.56 Sentry then alerts an operator, who elects to 
activate Pulsar—Anduril’s electromagnetic warfare  
0.56 solution, capable of jamming communication signals 
to and from the drone. But next we see the launch  
0.56 of Anvil—their kinetic interceptor drone or, put 
another way, the drone built to smash into other  
0.56 drones. Each of these devices work autonomously, 
yet are strung together into an integrated system  
0.56 by Lattice. And Anduril’s has plenty more products 
to add to that system—a jet-powered interceptor,  
0.56 an infrared surveillance platform, and a 
wide variety of other airborne platforms.  
0.56 This is what unlocks the full potential of 
drones. Highly capable drones are now cheap, but  
0.56 human operators are not. So by stringing together 
autonomous drones with an operating system, both  
0.56 the drones and the operation of drones is cheap. 
This is where capabilities really compound.  
0.56 Destruction in warfare typically follows certain 
rules. A grenade might be cheap and destructive,  
0.56 but it’s not very capable—it requires 
close proximity. A guided missile might  
0.56 be destructive and capable, but it’s not very 
cheap—its manufacturing is extraordinarily  
0.56 expensive. A single kamikaze drone might be cheap 
and capable, but it’s not very destructive—it can  
0.56 possibly destroy a tank, but with lowering success 
rates it’s really that a single drone can destroy,  
0.56 on average, say, a tenth of a tank. 
Interconnected, autonomous drones, however,  
0.56 are cheap, capable, and massively destructive. 
And that’s largely thanks to drone swarms. Without  
0.56 the need for operators in close proximity for 
each aircraft, a military could deploy dozens,  
0.56 hundreds, even thousands of drones without 
a risk to human life on their side before  
0.56 getting to the cost of a single advanced 
precision-guided missile. That’s to say:  
0.56 the cost of killing is getting scarily low.
And then there’s one other key difference—to date,  
0.56 essentially every life taken in war has been 
the direct result of a decision made by another  
0.56 human. Human judgment determines death. But soon, 
artificial intelligence algorithms might. Humans  
0.56 will decide to deploy a drone, but a drone 
will be capable of independently determining  
0.56 whether a life is worth taking. So that’s to 
say, in addition to removing the monetary and  
0.56 human cost of killing, autonomous drones also 
remove the moral cost—nobody has to bear the  
0.56 weight of pulling the trigger that ends a life. 
Killing should have friction, it should be costly,  
0.56 it should feel terrible. This new era of 
warfare unlocks apocalyptic levels of efficiency  
0.56 in death. It is often the case that early 
observers overestimate the potential calamity  
0.56 that new military innovation will bring—the 
long-term average is that reality is not as bad as  
0.56 we fear—but there is a fear that this time might 
be different. Drone warfare has precedent—we’ve  
0.56 seen how militaries act when they have access 
to risk-free killing anywhere in the world with  
0.56 multi-million dollar drones manufactured by 
major contractors. Some of the most horrific  
0.56 actions by the US military have happened outside 
the context of a formal war through the use of  
0.56 remotely-operated aircraft. Civilian casualties 
have been enormous, and the state of war is now  
0.56 a blurry, near-perpetual concept—strikes happen 
indiscriminately in countries with which the US  
0.56 has no active state of war. Now, we’re entering 
an era where this same technology can be acquired  
0.56 on a miniaturized scale not from military 
contractors, but from online retailers. So  
0.56 the concern is twofold. First, what will non-state 
actors—terrorists, cartels, and others with a will  
0.56 to kill—do with a technology that allows them 
to transport an explosive device effectively  
0.56 anywhere, at limited risk or cost to themselves. 
And second, with the expanded capabilities of  
0.56 massive swarms of drones, what will state actors 
do when the accountability and friction of war  
0.56 is minimized to perhaps its lowest level ever. 
As this video makes clear, artificial intelligence  
0.56 is becoming quite influential—it is the key 
technology around which the next generation  
0.56 of weapons is being built. When any technology 
becomes this influential, I believe it’s important  
0.56 to have an understanding of how it actually 
works, and the best place to do so is our sponsor,  
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0.56 is the exact tool being used in Ukraine right 
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0.56 and in this course Brilliant.org helps you go 
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0.56 of the inner workings of this tech. They do 
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