phase

Ukraine has entered an inexplicable phase, that of its drones attacking Russians at absurd distances

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In every modern war there has been a moment when technology brutally shortened the distance between the front and death. In fact, it already happened with the machine gun in 1914 or with the precision artillery at the end of the 20th century. In Ukraine, everything indicates that is going through now that same turning point, one in which the combat stops being deep and maneuverable and becomes immediate, constant and suffocating. Drones as a dominant weapon. The figures from the Ukrainian war have made it crystal clear that drones are no longer a complement, but the main cause of death and destruction, responsible for between 70% and 80% of casualties on both sides according to European intelligence services. This massive lethality has transformed the conflict into something very more dynamic at a tactical levelbut also more rigid strategically, because the omnipresence of drones makes it extremely difficult for either army to achieve a decisive break from the front. The result is a war of attrition in which each meter is paid dearly and where the balance increasingly depends on industrial, technological and foreign political support. War underfoot. In this context, Ukrainian drones are operating at distances that just a year ago would have seemed absurd, attacking Russian infantry at just over one kilometer from the frontliterally and as rthey knew the controls in Insider, “under the feet” of their own positions. The use of elite drone units to strike so close reflects the extreme pressure on defensive lines and the need to stop Russian assaults before they reach the trenches, one of the deadliest scenarios for Ukrainian soldiers. Low-level air warfare has thus become a direct extension of hand-to-hand combat, with drones acting as the last barrier before human contact. Kamikaze combat. It is a war, and the doctrinal ideal is still to destroy the enemy several kilometers away, when it concentrates or prepares to attack, but the reality of the front has pushed Ukraine to use its best operators in immediate deletion tasks. More and more combat drones are dedicated to attack infantry instead of high-value logistics or systems, a very clear sign that combat has become shortermore reactive and closer to sacrifice. This drift towards an almost kamikaze logic does not respond to a tactical preference, but to the urgent need to save positions and gain time. Russia adapts. At the same time and as we have countedRussia has been closing the gap in drone warfare from the end of 2024adapting quickly and betting on mass productionand the recruitment of technical talent. The plans to manufacture tens of thousands of drones per year and active search for students with technological profiles show that Moscow assumes that mastery of the air at very low altitude is key to sustaining its ground offensive. This adaptation explains why the front has become so lethal and compressed, with both sides forced to operate under a constant threat from the sky. A question of distance. As the 20th century progressed, military evolution was marked by the elongation of the battlefield: improvements in aviation, missiles and precision weapons They allowed the enemy to be hit further and further away, reducing the need for direct contact. However, the war in Ukraine is reversing that logicbecause drones, cheap and everywhere, have compressed combat to unimaginable distances. The result is another historical paradox: there has never been so much capacity to destroy at long range, but it has never been so dangerous to be so close to the frontwith flying machines that turn every advanced meter into an immediate risk. War blocked by technology. In short, the enormous effectiveness of drones is making war, if possible, a little bloodieralthough less decisive. The saturation of the battlefield with sensors and flying munitions punishes any movement and reduces strategic maneuver options, turning the conflict into a protracted fight where industrial resistance and western support They outweigh local tactical victories. In this scenario, Ukraine fights ever closer, ever faster and, most disturbing of all, increasingly with less margin of errorin a battle where the distance between living and dying is already measured in seconds and meters. Image | Ministry of Defense of Ukraine, National Police of Ukraine In Xataka | 1,418 days have passed since Russia invaded Ukraine: the war has already lasted longer than the Soviet fight against Hitler In Xataka | The latest camouflages of Russian troops confirm an open secret: the war in Ukraine is the most Looney Tunes in history

If you thought the AI ​​bubble was worrying, it’s because we hadn’t entered its next phase: debt

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Big technology companies have issued $75 billion in bonds and loans between September and October 2025: Meta leads with 30,000 million. Followed by Oracle (18,000 million in bonds plus a loan of 38,000 million). And Broadcom (27 billion). The figure is equivalent to what these three companies used to borrow in an entire year. Why is it important. The shift from liquidity to debt marks a turning point in the AI ​​race. For years, these companies financed their infrastructure with cash flows, but now they are resorting to debt: Debt not linked to bonds has gone from 15% to 30% of its capital. The money trail. Oracle has closed the largest syndicated loan (a joint loan by several banks to a single client) in its history: 38 billion for data centers. Meta, for its part, is allocating its 30,000 million to campuses in Virginia and Oregon. And Broadcom uses them to strengthen its semiconductor division and its network equipment. The threat. Paying the interest on all this debt now consumes 15% of these companies’ operating profits, compared to 10% a year ago. And the cost of borrowing has risen: corporate bonds are near their most expensive levels since 2022. If the energy bill rises by 20% – a more than likely scenario given the stress on electrical networks – or if AI does not generate the expected revenue, these companies could see their credit rating reduced and trigger a chain crisis. Yes, but. Large investors continue to buy these bonds, attracted by returns of 6%. Money flows because official interest rates are at 3.75%so lending to these technology companies seems like a good deal. The problem is that any sudden change in rates can make these bonds lose value. And fast. At stake. Debt finances the AI ​​revolution, but also makes it more fragile and technology companies continue to increase their investment. If inflation returns or profits fail, the same debt that accelerates innovation could become a liability. Investors, meanwhile, continue to win; but they assume the risk of the storm. In Xataka | Apple is resisting the push for AI PCs because AI PCs have caused complete indifference Featured image | Towfiqu barbhuiya

Now we are in the phase of ingesting “30 plants a week”

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For years, the public health message seemed clear: “five a day.” Five rations of fruits and vegetables were enough to take care of the body, although it was not always easy to fulfill it. The Zoe Williams columnist He remembered in his column for The Guardian That, when he took a food newspaper for a magazine, he discovered that in a week he had only eaten a vegetable, thanks to a hidden spinach sheet under a fried egg. Eating five daily rations was already a challenge for those who hated tomatoes or fruit. So when a new rule appeared – not five portions, but 30 plants other than week – the feeling was to be in front of an impossible challenge. 30 weekly plants? The idea is not to eat thirty giant salads. The “30 plan” consists in adding throughout the week 30 different plant foods: fruits, vegetables, legumes, nuts, seeds, whole grains, herbs and spices. Even coffee, tea or olive oil tell, although just like a quarterfinal, According to BBC. A report at The Conversation They explained that the concept comes from American Gut Projecta massive 2018 study with more than 10,000 participants in the US, United Kingdom and Australia. The researchers observed that those who consumed 30 or more different plants each week had a much more diverse intestinal microbiome than those that barely reached ten. From there came the magical figure. The color palette on your plate. The variety of colors not only makes a dish more attractive: it also fulfills a function in intestinal health. A more varied microbiome is associated with less risk of chronic diseases, better immunity and even a better mood. Dietitian Catherine Rabess has summarized in Women’s Health: “The combination of 30 plants other than week and 30g fiber daily is the golden ticket to revolutionize intestinal health.” In addition, the different colors and types of plants contain polyphenols, antioxidant and anti -inflammatory plant compounds that act as “intestine bodyguards.” Are we facing one more fashion? Scientific evidence supports the benefit of plant diversity. But it is also true that following the classic recommendations – five rations per day, whole grains, less red and out -of -process meat – already improves intestinal health, According to The Conversation. In other words: you don’t have to become obsessed with the 30th figure. Even small and sustainable changes have an impact. The challenge, in addition, is not the same for everyone. Buy 30 different varieties each week can be expensive and demand planning, storage space and time to cook. As have warned in the same medium You can even accentuate inequalities: not all families have resources, space or time to organize such a diverse pantry. That is why it is suggested to resort to canned, frozen or mixtures (such as vegetables or varied berries) to lower and facilitate the task, As pointed out in BBC. Beyond the diet. Despite what promulgates this new way of feeding, the intestine not only depends on what we eat. Sleep well, move daily, practice mindfulness or simply chew more slowly They are habits that also improve digestive health. In addition to avoiding Ultraprocessreduce alcohol and add fermented (kefir, yogurt, kimchi) and natural prebiotics (garlic, artichoke, nuts) still reinforces plus positive effects. A possible challenge. Zoe Williams ironized in his column With that, if today the challenge are 30 plants, tomorrow someone will ask for 60, and we will end up looking for ortigas. However, as dietitians and doctors point out in BBC and Women’s Healthreaching 30 is not so impossible: an oatmeal with cinnamon and nuts, a salad with chickpeas, an integral paste with spinach and basil, a mid -afternoon coffee and an ounce of black chocolate … and the points are already accumulated. The challenge of the 30 weekly plants does not intend to replace the classic guides, but to take a motivating turn: instead of talking about restrictions, talking about adding. Not everyone may achieve 30, but point at 20 or 25 already makes a difference. As The conversation concludes: “The important thing is not perfection, but sustainable changes.” Image | Pexels Xataka | The Spanish cherry had been dreaming of a stage that has just come true: open the doors of China

Ukraine has entered a phase so deranged with the drones that his drones are knocking themselves to themselves

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More than six months have passed since the war in Ukraine entered fully into one of the more deranged phases of the contest. We refer to a scene that, then, was more typical of science fiction: drones throwing drones To attack other drones. Over time these “mother” drones have become part of the day to day. What nobody warned is that there was going to be such a chaotic traffic that no one knows the flag of the drone that comes from the front. Electronic war chaos. Yes, the saturation of drones in the Ukraine War has generated an unprecedented scenario where The electronic war It becomes a double -edged sword: in the attempt to block Russian drones, Ukrainian forces often interfere Your own devicescausing losses and dysfunctions in full operation. In the worst case, knocking down with each other. This is because many drones of both sides use the same frequencies, as is the case with The Russian Zala and the Ukrainian Shark. When electronic war units seek to cancel the Zala, they also leave the Shark inoperative, essential to detect objectives that are later attacked by artillery and missiles. The confusion is such that, in some sectors of just one kilometer in front, there may be More than 60 drones in the airforcing a constant coordination that is rarely perfect. The risk of saturation. In fact, They counted in Insider That the conditions on the front have generated panic situations in which soldiers, unable to quickly distinguish if a drone is an ally or enemy, choose to block all available frequencies or even shoot at any device in flight. This uncertainty is aggravated because many drones carry improvised explosives or throw grenades, an absolute asylum that leaves just seconds to the infantry to decide. Signal superposition has also allowed operators, without proposing it, connect to the enemy drone transmissionreceiving involuntary information about their movements and objectives. No doubt, the phenomenon reflects the technical limits of electronic war in an environment where drone density exceeds any previous record in war conflicts. The technological career. It We have counted other times. The magnitude of drone use has turned the battlefield into a Innovation laboratory In real time. Ukraine, lacking enough Western weapons And surpassed by the size of the Russian army, has opted for the mass production of drones of all kinds, from industrial models to creations in improvised workshops, reaching 2.2 million in 2024 and with the aim of doubling that figure in 2025. At the same time, Russia ha Increased your investment In production and deployment, using dwarfs both on the front and in combined attacks against Ukrainian cities, where drones mixes Kamikazes with missiles To complicate aerial defense. The result is a dynamic of action and reaction in which both sides rehearse alternative systems, such as fiber optic drones resistant to interference, improvised armors against air attacks and enhanced platforms by artificial intelligence. Consequences for the current war. The Ukrainian experience shows that modern war is fought not only with projectiles, but also With electronic signals that can decide the effectiveness or failure of an offensive. The so -called “war fog” has moved to the electromagnetic spectrum, where frequency saturation turns the sky into an ungovernable space. At the same time, interference errors, the vulnerability of the systems and the improvised creativity of the combatants are sitting precedents that will influence in the armies of the future. If you want, the lessons learned in Ukraine (from the need for stronger identification protocols to the redesign of electronic warfare -resistant drones) will mold the way in which the powers integrate swarms and electronic countermeasures in their doctrines. Image | State Emergency Service of Ukraine, National Police of Ukraine In Xataka | The war in Ukraine, far from approaching its end, has added a disturbing ingredient: an unexpected “friend” for Russia In Xataka | The war in Ukraine has entered its deranged phase: there are drones throwing drones to attack other drones

It is not that the war has entered its Mad Max phase, is that Ukraine is using the trucks we saw in the movie

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In the month of June some began to arrive disturbing images From the war in Ukraine. We had previously seen how First and second World War were recognized in Some practicesbut the last was radical: waves offensive of Russian troops on two wheels, in motorcycles as a main tool to move towards the Ukrainian lines, in an attempt to avoid the destruction of their armored Modern to the power of drones. To that phase He has followed another almost traced to Miller’s movie. An improvised armor. Yes, the war in Ukraine has turned the battlefields into stages that remind of Mad Max universewith military vehicles covered by improvised shields seeking to resist the scourge of explosive drones. A recent image Taken in Kostiantynyaivka, north of Donetsk, showed a Humvee American used by Ukraine surrounded by a huge metal cage with networks and sticks protruding from its structure, an extreme example of solutions of fortune That both Russians and Ukrainians develop to try to protect themselves from an increasingly lethal enemy: the small drones that, with costs of just a few hundred dollars, are capable of destroying armor of millions. Origin and evolution. These protective screens, popularly known as “Cope Cages”began to be seen months ago, when the proliferation of drones transformed the land war. Initially they were installed only in combat cars and armored vehicles, but soon They spread to a wide range of systems. Your designs They vary greatly: Some structures are crude and heavy, others are better planned, incorporating metal cages, steel plates, chains, skewers, camouflage networks and even reactive armor to reinforce the most vulnerable areas. In the Russian case, some tanks have become completely coveredwhat has earned them the nickname “Tortuga tanks” for its resemblance to the shell of these animals. Industrial adaptation What began as improvisation of the soldiers themselves has evolved towards a more organized production. In fact, the Russian army already distributes official instructions for the construction of these cages, while in Ukraine several companies have developed versions adapted to different models, since T-64 and T-72 tanks of Soviet origin to the Abrams and Bradley supplied by the United States, even through Patriot antiacere systems. Despite this, the real effectiveness of these devices is the object of debate. The reason? Although they can offer some protection against FPV drones and some anti -tank weapons, Its weight and volume They usually hinder mobility and vehicle operations. The omnipresent drone. It We have counted many times. He drone boom low cost, used massively by both sides, has consolidated its role as asymmetric factor Decisive: They are able to neutralize high -value vehicles or eliminate entire crews with a minimum investment. The proliferation of this type of weapons has forced the last resort defenses as These “Cope Cages”but it has also promoted the development of more sophisticated technological measures. Electronic countermeasures. Both Ukraine and Russia resort to extensively to The electronic warblocking communications between operators and drones or interfering with your systems GPS navigation. In response to this, new generations of drones resistant to these techniques have emerged, such as connection models by optical fiberthat maintain a direct physical link with the operator and leave behind cable kilometers in the field. Outside, drones endowed of artificial intelligence They begin to be used more frequently, capable of completing their missions even if the connection is interrupted. Race between attack and defense. If you also want, the image of vehicles covered by improvised cages is the visible materialization of the New war dynamics In Ukraine: a constant career between the offensive capacity of cheap drones and the defensive creativity of soldiers and engineers. Although, as we said, some of these shields offer limited protection, their expansion reflects the urgency with which both armies try to adapt to an environment where the main threat does not always come from a long -range missile, but from a small artisanal drone that, thrown by an operator kilometers away, can decide the fate of a combat car that costs a fortune. Image | Special Kherson Cat, Heute, X, Аinform In Xataka | Ukraine has opened the most advanced Drone Kamikaze in Russia. Now they know what the key to their power is: nvidia In Xataka | Ukraine has hunted an “invisible” drone of Russia. The surprise has been capitalized when opening it: it is “made in USA”

Its electromagnetic catapults enter the final phase

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It is being a busy summer in the Chinese Navy. There are no official ads, but two of their new naval fighters have ‘hunted flying in formation. And these last weeks have appeared indications that China is already finalizing the tuning of the crown jewel military arm: Fujian aircraft carriers. As? Testing their catapults Electromagnetic with real airplanes. And there is a key date for a demonstration of strength: the 80th anniversary of the Japanese defeat in the Second World War. The Fujian. China has the largest naval force in the world, it is something Key in its strategy in the South China Seabut in the aircraft carriers they were late in front of their main rival: United States. Compared to 11 nuclear propulsion aircrafts of the American fleet, China had two (And none with nuclear propulsion, something they still have). The third, built entirely with its technology, is Type 003, known as Fujian. Is part of the Maritime propaganda of the country And, although it has not yet been delivered to the Navy, it has been caught on several occasions performing maneuvers on the high seas and With deck aircraft. And something that the Fujian highlights is to be one of the only two aircraft carriers in the world with Electromagnetic catapults. Electromagnetic catapults. Although huge, the track carrier is not long enough for the ships to take security. That is why the plane is promoted by means of a complex mechanical system composed of cables, pipes and pumps of a hydraulic system. It is expensive and needs high maintenance, but there is an alternative: Emals. Known as “Electromagnetic catapult”, this system is a linear induction engine that, by electromagnets, displaces a piece that hooks the plane and moves at full speed through a raíl, pulling the ship until the end of the track, releasing it at the last moment. Marking muscle (in secret). This system not only allows heavier or more fuel airplanes, but reduce The mechanical tension on the fuselage of the airplanes themselves, prolonging its useful life, occupies less space in the ship and also reduces the maintenance of the launch system. It is a system that He headed up on the other aircraft carriers that mounts it, the already operational Gerald R. Fordbut refined, it is the future of the aircraft carriers. Well, there are indications that China is already testing this electromagnetic system with real airplanes. As we see in The War Zonethe authorities have not yet shown the launch of airplanes from the Fujian, but in recent days they have Images appeared that show airplanes with the post -founded postquelors and in the launch position on the Fujian deck. In addition, images of plane shadows projected in the same cover have been seen. This indicates that it is most likely that China is already launching and recovering airplanes from the Fujian or, at least, is very close to doing so as part of the final tests before delivering the ship for active service at the end of this year. Test aircraft And not so secret. What is official is that China has another new member of the fleet known as the 076 Type. It is an amphibious ship that would be unique in the world by having a large cover that, in one of its parts, also hides an electromagnetic catapult. The ship opened on August 1 with a Pompose ceremonyand the interesting thing about EMALS systems is that they can not only be used to launch airplanes. As they simplify the process of launching aircraft and are a more versatile system than the hydraulic, it can also be used to launch unmanned aerial vehicles, or drones, a segment in which China is also very interested. Type 076 ‘Sichuan’ images Swarm attacks. One of the objectives of the Asian giant is to dominate the South China Sea. It is one of the most tense areas on the planet because it is the one that it shares with Taiwan or India, and we already know that both some as others are fortifying their maritime positions before possible Chinese military maneuvers. The United States also looks closely and That culmination of the modernization program of the fleet restless to Japanwho announced his rearm more ambitious Since World War II. And, in that maritime domain, ships with electromagnetic catapults play a fundamental role in allowing large -scale air operations. Compared to the hydraulic system, the EMALS allows you to launch a plane every 45 seconds, 25% faster than conventional catapults. This favors the adoption of tactics such as “swarm attacks”, or Alpha strikesin which aircraft are launched with a short cadence to saturate and overcome enemy defenses, achieving aerial superiority. China and the US, as usual. In addition to these advantages, it is a system that allows to extend the radius of action of the Naval Force to operate early alert planes and electronic warfare in a deeper way in the oceans. And this technology, as we say, only have both the United States – operating – and China with ships that are about to enter service. And the rest of the world? Well, he is working on it, but at another speed. France, for example, that has a fleet in which Charles de Gaulle is his crown jewel, is developing a system of Emals for Its new generation aircraft carriers that will enter service at some point in the late 2030s. India, which occasionally also Remember China that hashe is investigating it. And the United Kingdom, although he has considered it, has not yet adopted, since he has vertical take -off aircraft. September 3. The rivalry between China and Japan comes from afarbut a good time to officially present advances in the electromagnetic catapults of the Fujian can be this September, when the 80 years of Japan’s defeat in World War II are commemorated. The United States with the launch of two atomic bombs accelerated 6th Japanese surrender and you will be wondering what … Read more

Samsung is playing his future with the Galaxy S26 processor. Exynos 2600 is in critical phase

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Samsung needs a plan to make its chips cast competitive again. Korean sources They point out that the smartphone industry giant is working on its new Exynos 2600 processor, with the aim of installing it in the Galaxy S26 series next year. It will be your first processor manufactured in the process of two nanometers, something that translates quickly: risk. The race for the two nanometers. We know Samsung It has been drawing a plan for years Not to be the last in the career of the two nanometers. Kye Hyun Kyung, general director of the Samsung semiconductor division, predicted in 2023 that his company would exceed TSMC and its other competitors (Intel) over the next five years. It is something that They also predicted in Intel. But, except geopolitical crisis in Taiwan and While China works on its own UVE lithography teamsTSMC seems simply unbeatable for now. Samsung, Intel and TSMC will begin this 2025 the massive production of chips with 2NM lithographic process, but the starting points are very different. Samsung keeps moving forward, but slowly. Korean sources point out that Samsung Foundry has started mass production of exynos 2600 chip TSMC 2nm lithography. In Europe it is key to be a leader (or at least, be up to it) in semiconductors for smartphones. Samsung has not taken long to give up its own processors when the performance has not been enough, and has even made artificial distinctions between members of their family S: in 2023 the S24 arrived with exynos, The ultra model, with Qualcomm. It is not being easy. Samsung has reached a 50% wafer performance for its 2 nm lithography. They remain far from the minimum necessary (70%) to make it viable to produce it on a large scale, but there is still more than half a year for the end of 2025. On the other hand, both Intel and TSMC They have shown confidence in which their nodes have enough maturity to enter mass production. In fact, TSMC already has its eyes on its 1.4 nm lithographyscheduled for 2028. Samsung will have to demonstrate that your They cannot afford to lose. Samsung He is losing money with his semiconductor division. Business Post Korea sources They collected a rumored complete restructuring of the samealready 2024 we knew that Samsung Electronics had delayed reception of some of the key ASML teams for its new chips plant in Taylor Texas. This plant is Samsung’s trick to attract US clients who do not want to depend on Taiwan or Korea. The sources pointed out that their facilities were not yet prepared to house EUV systems, fundamental to manufacture under advanced lithographic processes. Both this new factory and the lithography of 2 Nm will be key for the Samsung division to face the current situation. At a time when China drives its own nodes with SMIC and ASML faces restrictions to sell your most advanced machinesthe global industrial balance in chips depends on how many players can manufacture in this process. Future steps are already given. At the end of 2024, Samsung made the greatest change ever made in its dome. It is a movement that talked about Samsung’s position both in semiconductors and in key components to fight with giants such as SK Hynix (DRAM memories, NAND, HBM, etc.), One of the main HBM memories suppliers for NVIDIA. To lead, Samsung needs customers, and to attract them you need to recover your competitiveness. This is no longer only technical or economic: it is also geopolitical. Samsung not only competes for buyers, but for being a strategic partner for the West, a reliable alternative to TSMC. With Google betting on TSMC and abandoning exynosThe company needs to give a blunt message: launch its S26 family with its own processor. Image | Xataka In Xataka | Best Samsung mobiles: which buy and recommended models based on budget, tastes and quality price

The photovoltaic industry has entered its self -replicating phase

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Maximize the performance of solar panels is one of the great challenges of Photovoltaic industry. But it is something that is not limited to make more efficient panelsbut to engineer ways that they stay clean for longer. Because the great enemy of the panels are not the clouds, but dust or snow. Cleaning these homemade panels is clue For three reasons. The first is that a clean panel is more efficient. According to estimatesa dirty panel produces up to 39% less a year. The useful life of them increases because corrosion and other damages are avoided and, as more electricity generates, production is optimized and the Investment return. There is robots designed to clean them And we have seen them in all shapes and sizes, even tractors manually operated with a roller that rubs the surface of the panels, but one of the challenges is how to optimize the cleaning of the panels in the huge ‘farm’ installed in deserts such as Chili, China either India. And the answer is another robot, but not anyone: a robot that in turn is a solar panel. Solar panels that clean solar panels that clean … Be more or less autonomous, robots need energy to work. It can be through long cables that feed them or by batteries in the longest facilities, so when they are not cleaning, they are wasting time. Especially in desert scenarios in which dust is a problem. And the sauce of this matter is the following video: What we see in Action is a robot of the Chinese company Sunpure, a company that has specialized precisely in the creation of devices to clean solar panels. Beyond the conventional ones, they have two models that have a solar panel in the upper part that is the one that provides energy so that the rollers work and can give the necessary passes by the rows of panels. One is that of the upper video, called Venus, another is the one that we leave below: The difference between this and Venus is that the new robot has more upper surface occupied by the solar food panel, seems more adaptable to different panel sizes and, above all, is easier to clean. The reason? When it reaches the end of the row, a brush awaits you that passes the panel of the robot itself, cleaning the dust that may have accumulated. This cleaner robot has already been installed in some photovoltaic plants, such as those of India or Uzbekistan, and the previous model is the one that works cleaning The CME1 panels, the largest photovoltaic plant in Chile In the Atacama desert. They are curious, but beyond that, this type of robots is a necessity. Equipo them with solar panels is a good idea that they can perform those cleaning tasks in locations in which dust is a problem. In fact, those of this company are working, above all, in plants installed in deserts. Now, the great step of the industry both in the face of mass production and the most homemade is the creation of self -impossible solar panels. It is something that is already working on, with advances as interesting as that of the Startup Sol Clarity, a company derived from the University of Boston. Baptized as electrodynamic scren, it is a very thin and transparent sheet that Load dust particles with static And, when he has caught them, the ‘sweep’ using electromagnetic waves. It is a good solution not to depend on robots and not be the black water hole which is the current cleaning of large -scale solar panels. And in a sector in which every kilowatt counts, that they are as clean as possible. Images and videos | Sunpure In Xataka | I thought the robots could no longer surprise me. Until I tried a corteped robot

The next phase of AI is not to see who invests more but who invests less

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The hole that the Hype Deepseek has caused Nvidia to assess (half billion dollars and climbing) It is somewhat deeper than a simple market adjustment: it is the end of an era in the AI ​​industry. Success can no longer be measured in invested dollars. Why is it important. Until now, the dominant narrative in AI has been very simple: More money = better models. This equation has promoted stratospheric assessments and has justified mass investments such as The Stargate project and his half billion. Deepseek has just demonstrated that this logic begins to become obsolete. The contrast. OpenAI invests hundreds of millions of dollars in each iteration of GPT. Goal has dedicated billions to flame, also open source (With nuances), without leading in performance. Deepseek has achieved equivalent or higher results with 5.6 million dollars. Efficiency has triumphed over financial muscle. Even if the 5.6 million have an extensive small print and the real cost is higher, that does not cancel its milestone in efficiency. Between the lines. The market reaction, with generalized collapses in technological beyond Nvidia, reinforces the change of paradigm. Not only is Depseek built a good model, it has shown that the emperor is naked. Huge investments in AI infrastructure, after all, could be based on erroneous assumptions about the relationship between spending and performance. The money trail. The technical innovation of Deepseek –su architecture of ‘mixed experts‘or its reduced precision system – are a signal: the future of AI does not go through larger data centers, but make them smarter and more efficient. And leave the great technological position on the other side of the Pacific: How to justify multimillion -dollar investments when a rival gets similar results with a cost fraction? What happens to valuations based on the assumption that AI requires continuous mass investments? Are they sustainable The margins of Nvidia In AI chips if the trend is towards efficiency? Yes, but. Not everything is efficiency. The great will argue that their massive investments are justified by the need for scale and reliability. Even here Deepseek poses more uncomfortable questions: are they really necessary 100,000 GPUS To train a good model … or have we been waste resources due to lack of innovation? The next. The market is going to reassess the entire AI value chain. If the models can train with a fraction of the expected cost, what does that mean to …? Chips manufacturers such as NVIDIA and AMD. Infrastructure suppliers Cloud. Startups that have raised billions based on mass investment projections. Even for projections of Energy consumption by AI training. The next phase of the AI ​​race may not be measured in Teraflops or in model sizes, but in innovations that improve efficiency. The race is no longer to see who can spend more, but to see who can spend less while getting more. The arrival of Deepseek marks a milestone and the beginning of an era: one in which the competitive advantage will not come for having the deepest pocket, but the smartest idea. This horse drop is already half a billion of dollars for Wall Street. For now. Outstanding image | Xataka with Mockuuuups Studio In Xataka | Deepseek is the fashion model. The problem is that nobody knows very well what you are doing with our data

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