DeepSeek has just released a model that competes with Opus 4.6. It costs seven times less and runs on Chinese chips

They have passed 484 days since that “DeepSeek moment“, but the wait It seems to have been worth it, because we have the new DeepSeek V4 with us. We are facing an absolutely gigantic open weights model that once again promises to crack the foundations of the proprietary foundational models of Anthropic, OpenAI or Google. This is moving, gentlemen. Gigantic and open. DeepSeek v4 is an Open Source model and comes in two versions. The first is the Pro, with 1.6 trillion parameters (1.6T), of which it has 49,000 million active. The second is Flash, with 248,000 million parameters (248B, huge for a “Flash” model) of which 13,000 are active. More efficient than ever. Both versions they make use of a Mixture-of-Experts (MoE) architecture, which means that only a fraction of the parameters are activated in each inference. This allows the computational cost to be reduced significantly. Both versions support a context window of one million tokens—to include novels and novels at once as input—when in v3 it was 128,000 tokens. Furthermore, this model is much more efficient than its predecessor in computing per token: it requires only 27% of the operations per token and 10% of the KV cache compared to DeepSeek v3.2. Benchmarks promise. DeepSeek’s internal testing reveals that v4 Pro-Max (the best model with the highest reasoning ability) outperforms or is on par with Claude Opus 4.6 Max, GPT-5.4 xHigh, Gemini 3.1 Pro High, Kimi K2.6 and GLM 5.1. The results, however, are not independently verified, which means we should take them with caution. The numbers are still striking: in LiveCodeBench, a programming test, DeepSeek v4-Pro-Max achieves a 93.5% score compared to 88.8 for Opus 4.6 and 91.7% for Gemini 3.1 Pro. In other tests there is more variability, but at least on paper DeepSeek v4 Pro seems as good as Opus 4.7, which until now was the absolute benchmark. Much cheaper. But as happened with its previous version, the difference in price with those models from US companies is astonishing. As point the analyst Simon Willinson, the official prices of DeepSeek v4 Pro are 1.74 dollars per million input tokens and 3.48 dollars per million output tokens, up to almost seven times less than those of Opus 4.7 and up to almost 9 times less than those of the new GPT-5.5. With DeepSeek v4 Flash the cost is 0.14/0.28 dollars per million input/output tokens, when GPT-5.4 Mini costs up to 16 times more. The conclusion is obvious: if it really does what it says it does, the price is an absolute bargain. That is precisely the challenge: that real experience confirms what the benchmarks say. The hardware mystery. DeepSeek has not revealed what hardware has been used to train this version of its founding model. In the past they did admit that they had used NVIDIA’s H800s. Which yes it is known The thing is that the model has been developed to run on both NVIDIA and Huawei Ascend chips. This last has confirmed Baidu that its Ascend Supernode clusters based on the Ascend 950 will fully support DeepSeek v4 versions. Huawei support is “horrible” news for the US. In The Information they already commented that one of the reasons for the “delay” in the appearance of this model was to adapt it so that it worked without problems with Huawei chips. That support is according to Jensen Huang “horrible” news for the US, because it means that dependence on NVIDIA chips no longer exists or at least is reduced to a minimum. But. The launch comes at a difficult time for the company. Guo Daya, one of the people responsible for the v1 and v3 models, has signed for ByteDance to work on AI agents. Luo Fuli, who led the development of v2, joined Xiaomi last year. This launch also coincides with DeepSeek seeking external funding for the first time. They are expected to raise about $300 million and obtain a valuation of about $20 billion. according to The Wall Street Journal. From the surprise effect to the continuity effect. The launch of DeepSeek R1 in January 2025 was surprising because it demonstrated that China could train competitive models at a fraction of the cost of Western models. With DeepSeek v4 that surprise effect disappears to give way to the continuity effect. This model seems to maintain precisely what made the previous model famous: extraordinary power at a very low cost. Bad news for Anthropic. Such low prices are terrible news for Anthropic, which in recent weeks has been forced to execute a kind of “reduflation” of their new modelswhich are not more expensive but consume many more tokens. We’ll have to see if DeepSeek v4 Pro is as good as the company promises, but if it is, we’ll have another “DeepSeek moment” before us. Maybe not as notable as last year’s, but equally relevant. In Xataka | DeepSeek promised them happiness as the great Chinese AI. I didn’t count on a small detail: Kimi

Mexico’s real problem is that it is warming three times faster than a century ago

Mexico is experiencing the first major consolidated heat episode of 2026 and there is more than 22 entities affected on the Pacific slope and the southeast. That’s highs of up to 45 degrees in a country that is warming up to three times faster than the last century. And, despite everything, no one seems too worried. Why would they be? Mexico closed 2025 with reservoirs at 72% and by April 15 only 12.3% of the territory is affected by drought. You only have to go to 2024 to find a spring with 76% of the country in a critical situation: no matter how much the heat is getting earlier, it is logical that no one takes it very seriously. Especially if we take into account that experts do not agree on the nature of the event. Once it has been ruled out that, technically, it is a ‘heat wave’; The National Weather Service says we talk about a ‘color wave’ and services like Meteored doubt whether that can even be talked about. The great Mexican mess. While the thermometers of Sinaloa, Durango, Nayarit, Guerrero, Michoacan, Chiapas and, occasionally, Jalisco will be placed above of 40 degrees; the rain will reach the eastern half of the country: It is a clear example that the asymmetry in how climate change affects Mexico means that the country begins to live in several seasons at the same time. And that is the central issue: Mexico is warming rapidly and that means innumerable problems. Heating up rapidly? According to the UNAM Climate Change Research Programbefore 2012 the warming rate per century was 1.9 degrees. Now that rate has catapulted to 3.5. This means that projections speak of 1.95 degrees only for 2026, while the average is 1.5. And El Niño is knocking on the doors. Therefore, the fact that there is water in the swamps does not solve anything: it simply makes us trust. But let’s talk about the problems. Because, although we do not usually emphasize it, heat has a direct impact on public health. Only in 2024 306 people died from heat stroke in Mexico. The fact that the heat is ahead is not good news. Above all, because as we already know, the hot Mexican season produces peak values ​​between April and May. In this way, it is reasonable to think that all this heat is nothing more than part of what is coming. Image | BenBaso | Xataka In Xataka | We are living in the hottest years on Earth and the consequences will be so severe that not even our grandchildren will see the end.

There have been three times that PS5 has increased in price. These reconditioned ones with a 24-month warranty are the best alternative to spend less

We told you a few weeks ago: PlayStation 5 has increased in price (again). The cheapest version of the console now starts at 599.99 euros, a price that is high and even more so if we take into account that it came out at 399.99 euros back in 2020. In what scenario does that leave those of us who want to renew the console? Well, in a complicated one, but in which there are alternatives to renew console for less money. We have an example in Back Market: we can get a PS5 Digital from 480 euros. PlayStation 5 Slim Digital The price could vary. We earn commission from these links A PlayStation 5 at a good price and with a 24-month warranty PlayStation 5 arrived almost 6 years ago in two different versions: without reader for 399.99 euros and with reader for 499.99 euros. If it had happened like in other generations of consoles, the normal thing at this point is that we could buy a PS5 in stores at a much lower price. However, paradigm shift: Now the same console costs 200 euros more. In a year where we will have great releases like ‘Marvel’s Wolverine‘or the more than expected’Grand Theft Auto 6‘, There are many people looking for a PlayStation 5. It is true that offers come out from time to time, but with the new prices that these consoles have, it will be difficult to see a good deal. That’s where these Back Market consoles come in. This store has expertly refurbished devices at very tempting prices. That is the case of the PlayStation 5 Digital, available right now for 480 euros. What do you want with a reader? You also have it available for 515 euros. The best thing is that, in addition, they are devices that They have a 24-month warranty and 30 days free trial. Other refurbished consoles that may interest you We have focused on these two models, but Back Market also has a section dedicated only to consoles. As a summary, we leave you some below: Some of the links in this article are affiliated and may provide a benefit to Xataka. In case of non-availability, offers may vary. Images | Alexandre Schrammel on UnsplashPlayStation In Xataka | PlayStation 5 Pro vs PlayStation 5: these are all the differences between the two Sony consoles In Xataka | Two years ago I bought a PS5. I wish someone had told me I needed these plugins too.

four times more visitors than neighbors and a turn to luxury

Ibiza is one of the biggest holiday destinations in Spain. Also one of the places that most clearly suffers the effects of mass tourism. That’s nothing new. The overcrowding of the island has generated a billionaire businessbut it has also led the neighbors to go out into the street (same as in other points of the Balearic Islands) to denounce its effects, especially in the real estate market. There is, however, a point in Ibiza where the weight of the tourism and its tendencies are felt in a special way: It’s Canarin Santa Eulària. In a way it acts as a huge tourist ‘laboratory’. One town, two realities. If something characterizes the great destinations (in Spain and any other place in the world) it is that their routine is very different depending on the time of year we are talking about. The high season has little to do with the low season. In It’s Canar That dichotomy is felt in a special way, as just remembered elDiario.es, which has revealed a peculiarity of the neighborhood: its tourist offer quadruples (at least) the number of residents registered. One figure: 7,600. According to the Hotel Federation Fehifin the area there are 7,645 tourist places, four times more than the number of residents registered (1,689). As a reference, the ‘Balearic Sea Report’ estimates that in 2023 they will operate in the entire Balearic Islands. 607,500 places legal tourist activities, while the INE counted in the region just over 1.2 million of residents. Although to the ‘legal’ accommodation offer of the ‘Balearic Sea Report’ we must add the one that operates outside the lawthe regional ‘photo’ is different from that of es Canar. “A ghost town”. This duality between summer and low season is deduced from the statistics, but above all it is felt on the street, as recognize some residents to elDiario.es. “What shocks us the most is winter because Canar becomes a ghost town,” says a neighbor. As temperatures and daylight hours rise, the neighborhood itself is transformed. “It’s a bit overwhelming because… Who isn’t overwhelmed when suddenly there are a lot of people in the area where they live?” he adds. In winter, even the surrounding hospitality offer collapses, which is reduced to its minimum expression. Beaches, market… and relaxation. It is not Canar (far from it) the only area from Ibiza or the Balearic Islands whose routine is marked by the flow of tourists. Its offer, however, has made it a popular destination among those looking for family-friendly tourism. To your beach offer adds its urban center, the port, the beach bars, activities and one of its great attractions: the hippie markets. “The truth is that it is tourism, as far as possible, very familiar. (almost all are British families) and respectful. Since COVID-19 it seems that there is also more national tourism, it is not like in Sant Antoni or Platja d’en Bossa”, comment the same resident. Part of this influx of visitors who choose to stay in es Canar do so in large two- and three-star tourist complexes. Changing the model. If the neighborhood is interesting, beyond its registration data or tourist offer, it is because it also reflects a trend that can be seen in other tourist areas of Spain: the commitment to tourism premiumthe one with the greatest purchasing power. It is something that is detected clearly in Madrid or Barcelona, ​​where have been shot luxury hotels and cruises. In recent years, businesses focused on a clientele looking for a higher category have been opening in the surroundings of es Canar and, if everything goes according to plan, in a short time the neighborhood itself will strengthen its offer in that sector. “Non-shrill luxury”. a few days ago Ibiza Newspaper revealed that work has started to build a new five-star hotel in the area. The idea is to provide it with 116 rooms and for it to open for the 2027 season. Its promoters they are already negotiating to choose an operator, but they advance that, although they want to target a higher segment, they will bet on “non-strident luxury.” “This is not going to be a hotel with rooms at 2,000 euros a night. It is a five-star hotel but not very luxurious. We do not aspire to have a media chef.” Images | Wikipedia 1 and 2 Via | elDiario.es In Xataka | Mallorca has been the dream of thousands of European expats for years. Now it has its own ‘Little Sweden’

The big problem with nuclear energy has always been its waste. Russia can now recycle them up to five times

A nuclear reactor operating for 60 years using a closed system of three circulating fuel loads, subjected to cleaning processes and specific recharges in each cycle. What until recently seemed like an unattainable technical utopia for the energy industry is the reality that Russia’s latest technological breakthrough points to. The historic Achilles heel of nuclear fission—radioactive waste—is about to take a radical turn to become an almost inexhaustible resource. The magnitude of the test. The press release of Atom Media explains that Unit 1 of the Balakovo nuclear power plant (operated by Rosatom’s energy division) has just made history. They have successfully removed the last three lead test assemblies from an innovative fuel dubbed REMIX. These groups have completed three operating cycles of 18 months each. We are talking about 54 months performing at maximum capacity in a Russian commercial reactor type VVER-1000, thus exhausting its standard useful life. This puts the finishing touch to a demanding pilot program which started at the end of 2021 when the first six experimental rods were introduced into the reactor core. The resounding success. The most impressive thing about this milestone is not just that the fuel works, but where it works. Unlike other experiments designed for new generation fast reactors, REMIX fuel can be used in light water thermal reactors already operating massively around the planet. And without the need to modify its design or add costly security measures. The rehearsal went flawlessly. Yuri Ryzhkov, deputy chief engineer of the Balakovo power plant, detailed: “After each cycle, the fuel rods and structural elements were inspected using the television camera of the refueling machine. No deviations were detected during operation; neutron, physical and service characteristics remained within the design limits.” The science behind REMIX. But what exactly is this material? REMIX comes from Regenerated Mixture (Regenerated Mixture). Instead of using the usual natural enriched uranium, Russian scientists have created a matrix pellet that mixes regenerated uranium and plutonium (both recovered from already spent and reprocessed nuclear fuel), seasoned with some fresh enriched uranium. The technical key to the process is in the proportion: it maintains a very low level of plutonium, up to 1.5%. Thanks to this exact formulation, its neutron spectrum is practically identical to that of standard fuel. For practical purposes, the reactor core behaves the same and does not even “notice” the difference. The cleaning process. It is the circular economy taken to the atomic extreme. The magazine World Nuclear Newyes explains that this recycling cycle can be repeated up to five times. With each pass, the industry reprocesses the material to separate the useful uranium and plutonium from the fission products, which constitute the true radioactive waste. This useless waste is extracted and vitrified (encapsulated in glass) to be permanently and safely buried in geological deposits, while the useful fuel mixture is reintroduced into the reactor. The vision of the balanced cycle. Now it’s time for the laboratory and certification phase, where the irradiated material, now resting in cooling pools, will travel to the Atomic Reactor Research Institute in Dimitrovgrad for exhaustive analysis. Alexander Ugryumov, Vice President of R&D at TVEL (Rosatom’s fuel subsidiary), He announced that after these studies They will be able to bring the product to the market. The next evolutionary step will be to test mixtures with depleted uranium and up to 5% plutonium. All this is part of what Rosatom has called the “Balanced Nuclear Fuel Cycle” (NFC). The goal is to drastically reduce the volume and danger of radioactive waste, solving the historic problem of long-term storage for future generations and guaranteeing a truly sustainable production system. An impact on a global scale. Although the technical success is undeniable and the operational milestone in a commercial reactor is demonstrated, the mass adoption of this technology on a global level will largely depend on the commercialization costs and the economic viability of large-scale reprocessing; factors that the industry must demonstrate after the current qualification phase. However, if Rosatom manages to market REMIX at competitive prices, the global energy situation could take an unprecedented turn. We are not talking about a niche experiment. The data provided by Atom Media illustrate this magnitude: TVEL currently supplies fuel to more than 70 power reactors in 15 countries. Today, one in six reactors in the world operates with its technology. Moving from a linear “use and bury” industry to a closed loop where nuclear resources have multiple lives would not only dramatically expand the planet’s energy reserves, but could forever redefine the ecological viability of nuclear energy. Image | atom Xataka | The US has to make a crucial decision in Iran: exit without destroying its nuclear capabilities or a terrestrial “armaggedon”

Google has made AI consume up to six times less memory. Micron, Samsung and SK Hynix are paying dearly

we carry months wrapped in the memory crisisbut maybe there is a way out. Last week Google Research published a study in which he revealed a technique called TurboQuant. This is a compression algorithm capable of compressing the working memory of AI models up to six times without appreciable loss of quality or performance. Great news for end users, who see a light at the end of the tunnel, but terrible news for manufacturers, who this golden age could end. Let’s explain what KV cache is.. To understand TurboQuant you have to understand what that memory is that it manages to compress. When a language model processes a long conversationyou need to remember the context. Each token that is processed is stored in the so-called KV cache, a type of working memory that grows as we chat. The longer the conversation, the more memory the model requires. Compressing what is a gerund. It is one of the main bottlenecks in the AI ​​inference stage (that is, when we use the models), and one of the reasons why data centers they need as much RAM or HBM memory. TurboQuant uses a vector quantization method to compress this cache while maintaining the precision of the model. Pied Piper. As soon as this Google study appeared, the analogies began with the plot of the series ‘Silicon Valley’. In it, the fictional startup in the plot managed to develop an extraordinarily efficient compression algorithm called Pied Piper that threatened to revolutionize the technology industry. These days, multiple references to the series appeared on social media, which had already been referred to as visionary for reflecting what is happening with spectacular accuracy even when the series was a comedy. Six times less memory. The Google Research paper states that this method is capable of reducing the KV cache six times without an appreciable difference in performance in long conversations. The researchers will present their results at an event next month and explain the two methods that allow it to be put into practice. If they confirm what they’ve already teased, the implications are huge: less memory for inference means data centers can do the same thing with much less hardware/memory. Google’s DeepSeek moment. The discovery has some analysts calling this Google’s “DeepSeek moment.” A year ago, the Chinese startup DeepSeek launched an AI model that competed with the best but had cost much less to develop. That shook the industry, and now we return to a technical achievement that points to the same thing. In AI, doing the same with less is crucial, given the enormous resources that this technology requires. There are those who already have done evidence preliminaries with TurboQuant and have confirmed that the method does indeed work. Micron, Samsung and SK Hynix pay dearly. The impact of this technique can be enormous, and this has already begun to be noticed in the stock market valuations of DRAM memory manufacturers and HBM. Companies like Micron, Samsung, SK Hynix, SanDisk and Kioxia fell noticeably last week from their recent highs. On March 18 it was around $471, and today its shares are at $357, a staggering 24.2% drop. The same has happened with the rest of the manufacturers, which were already falling since that date, but have accelerated that fall with the launch of TurboQuant. But. The technique can theoretically be applied only to the inference phase, but the training phase of AI models is not affected by this compression technique. Therefore, huge amounts of memory will still be needed during the training phase. Besides we will have to wait for AI companies to actually start applying said system if it is confirmed to work, and that will be when we can see the real impact. Theoretically this will give a lot of room for maneuver to big tech, which will be able to reduce token prices even further, but it remains to be seen if they do so. RAM memories drop in price. The impact of TurboQuant has also been clear in the prices of memory modules, which have dropped appreciably in price. For example, the Corsair Vengeance DDR5 32 GB 6000MHz (2x16GB) modules were at 489.59 euros on Amazon until a few weeks ago according to CamelCamelCamel, but right now they are at 339.89 euros, a notable discount. It is true that not all components are falling equally, but there are indeed cases in which reductions seem to be occurring. In Xataka | The RAM crisis is destroying all of Valve’s plans with its Steam Machine

China has a nuclear reactor 100 times more efficient than traditional ones. The trick is to shoot atoms with an accelerator

China has had one goal in mind for some years: to have a voice in the nuclear race. In the weaponsyes, but also in energy. As Europe argues and the United States attempts to rejuvenate its critical infrastructure to meet AI needs, China has been on the accelerator for months. Recently they have not only approved 10 new reactorsbut they are one step away from turning on a new generation nuclear power plant to provide ‘green’ energy for 1,000 years. This is the CiADS system, or Throttle Actuated System. It is a type of reactor that China has been developing for more than 15 years and that promises to convert waste into energy. Their trick is to convert “garbage” into fuel, and it is a very interesting twist for nuclear energy. And even more so in a China that wants to dominate the atom and renewables as a basis for the development of another of the great ambitions of the country. Artificial intelligence. A twist to nuclear energy In a releasethe Institute of Modern Physics of the Chinese Academy of Sciences gave some details of how this accelerator-driven nuclear reactor works. Uranium is still the fuel, but “reactor driven by an accelerator” is literal. Using a particle accelerator, protons are “shot” at a heavy metal target at a speed of 0.8 times that of light. This generates neutrons that drive a reactor that operates somewhat below the critical threshold to be self-sustaining. The reactor generates energy and this violent reaction causes the long-lived radioactive isotopes that are normally generated in a conventional nuclear power plant to transmute and become materials with a shorter life. As its managers explain in SCMPthe CiADS is a hybrid between a nuclear reactor and a particle accelerator. The main advantage is that greatly reduces the risk of uncontrolled reactionsbut it has another: you can reuse the radioisotopes that normally would be treated as nuclear waste to continue producing energy. Firing beams of protons through these accelerators to bombard the heavy metal makes the uranium-238 give way to a new nuclear fuel: plutonium-239. According to the state media Science and Technology Daily, it is basically turning waste into treasures. According to those responsible, this method is 100 times more efficient than conventional fission and would allow nuclear energy to be converted into “a source of green, safe and stable energy for 1,000 years”, ensuring part of the necessary energy supply for the future. Furthermore, since what would previously be long-lasting waste is reused, the resulting CiADS has a useful life of less than one thousandth compared to conventional waste. The CiADS under construction They are two birds with one stone: China is wildly expanding its nuclear capacity, but it is estimated that it does not have as much uranium of its own and would continue to depend on imports… or to fish it in the sea. With “100 times more efficient” plants, you can get more juice out of what you have. And then there’s the fact that nuclear waste is less dangerous. If everything goes as planned, China will have its first MW-scale CiADS in 2027. It will be then when we check if those theoretical promises achieved by scale prototypes are fulfilled. The CiADS comes at a time when China has emerged as a contradiction in energy matters. They carry years fighting pollution and emissions, but they burn coal. They are a powerhouse in renewables with megastructures and deserts covered by panels. But in the age of AI, it is precisely that coal and gas that is the fuel that allows us to satisfy the demand of data centers at the peak of training. With nuclear weapons, China seeks further reduce your CO2 footprintbut ensuring a future in which it must feed the population, artificial intelligence and a network of technology companies that are doing the most difficult: fighting Western companies without the technological resources of the West. Because right now China doesn’t have the chips or the AI, but yes the energy. And that investment in new generation nuclear plants and, above all, in nuclear fusionrepresents the foundation of what is to come. Everything, that is, if the CiADS works as expected. Images | Sahaza Delis, Tighef In Xataka | There is a global race to be the first to reach nuclear fusion. And Germany just gave it an optimistic date

A star 1,540 times larger than the Sun is mutating in real time and it is something that baffles astronomers

The universe is rarely in a hurry, since stellar processes usually be measured in millions or billions of yearsso witnessing the metamorphosis of a great star in the span of a single human life is practically unheard of. And this is precisely what is happening with WOH G64a true cosmic monster located in the Large Magellanic Cloudabout 163,000 light years from Earth. Big changes. Astronomers have been analyzing this astronomical giant for years, and now the red supergiant is changing radically in front of our telescopes as it heats up rapidly and opens a heated scientific debate. The question that the community is asking itself right now is whether we are facing the transformation towards a very rare yellow hypergiant or if it is simply the fierce interaction of a binary system before collapsing. What we knew. Discovered in the 1970s, WOH G64 has long held the title of one of the largest stars known. The data we know about it is no wonder, since it has a radius 1,540 times greater than that of our Sun, an approximate mass of 28 solar masses and shines 282,000 times brighter than our star. Despite its enormous size, it is an extremely young star, since it is barely 5 million years old. And if we put it into context, in the ruthless world of astrophysics, the largest stars “live fast and die young”, devouring the fuel inside them at great speed. The script twist. Until recently, everything fit the classic profile of an extreme red supergiant, placing its temperature at 3,400 ± 25 degrees Kelvin. But a turning point came in the last decade after the data published in Nature Asia which pointed out that the star suffered a mysterious dimming in 2011, followed by a sudden warming of more than 1,000 ºC and significant chemical alterations in the atmosphere. Now, a new study analyzes the photometry and optical spectroscopy accumulated over more than thirty years of this star. And the conclusion they have reached is that between 2013 and 2014, WOH G64 began to transition from red supergiant to yellow hypergiant. What are they? Yellow hypergiants are an exceptionally rare transition phase of which we barely have data and, above all, it is very ephemeral. In this case, the dramatic thermal evolution could be due to the star having partially ejected its outer envelope or to its stellar companion aggressively stripping away material. The debate is served. As is often the case on the frontier of astrophysics, not everyone agrees that the transition is complete. Rigorous science requires fact-checking constant, and recent research adds nuance to this story. This same year, one study pointed out because the star continues to maintain its classic red supergiant characteristics, questioning whether it has become a rare yellow hypergiant. The most logical explanation they see in this case is that the interaction with its companion star is causing these large temperature changes. This generates a great debate, since it goes completely against the other part of astrophysics that is convinced that we are facing a great twist in the script. A supernova. The big question that everyone is asking is how this titan will end, and some voices suggest that we are seeing the prelude to an imminent supernova. However, in astronomical terms, “imminent” is an elastic concept, since core collapse could occur in a time frame ranging from 100 to a few thousand years. And even if it collapses, even a spectacular explosion is not guaranteed. Although there is also the possibility that it fails in its attempt to explode and, instead, collapses directly in on itself, silently forming a black hole. Likewise, what happens seems to be something that our next generations will see. Images | European Southern Observatory In Xataka | We have analyzed the universe for 20 years looking for ET and all we have are 100 signals that China is now investigating

If your renovation is a pain, think about the house that cost 120 times more than its original cost: a masterpiece

Renovate a house It is usually an exhausting experience: budgets that skyrocket, structural unforeseen events, provisional solutions that end up being permanent. Now imagine that this home is not just any apartment, but one of the great icons of the 20th century, visited by millions of people and examined to the millimeter by historians, engineers and conservators. Then the reform stops being a domestic problem and becomes a continuous battle against time. Thus an icon was born. The assignment that changed a career The year was 1934 when Edgar J. Kaufmann commissioned Frank Lloyd Wright a weekend house next to a waterfall in Bear RunPennsylvania. The architect then took an unprecedented decision: He decided not to look at the water from afar, but to literally build on it. The work, built between 1936 and 1938, almost immediately became in a manifesto of organic architecture: concrete terraces that float over the waterfall, local stone walls that sprout from the rock, spaces that open to the forest as if the house were an extension of the landscape. By January 1938 he already occupied the same cover of time and critics proclaimed it one of the great masterpieces in the history of architecture, one capable of reconcile modernity and nature in an unforgettable image. It happens that there is always a “but” in a work, and one like this was no different. Yes. That perfect image had a disproportionate price from day one. The original cost exceeded the planned budget almost four times and reached approximately $155,000 of the time, a figure equivalent to about 3.3/3.5 million current dollars. Added to this were Wright’s own fees and the expenses derived from a complex execution in a unique but remote environment, so that the project was born already financially stressed. What should be a weekend country house became a total commitment, technical and economic, to materialize a radical vision. And we come to the material that has given the work its name, although it almost took everything away. The gesture that made Fallingwater world famous, its large columnless cantilevers over the waterfall, was also its Achilles heel. During the work, the engineer in charge of concrete warned that only eight reinforcing bars had been placed on a main beam and that, for a span of that length, it should have been duplicated steel. However, Wright rejection the objections, arguing that adding more reinforcement would damage the structure and demanding absolute confidence in their judgment. The contractor, without warning, decided to increase the steel anyway. Even so, when removing the formwork the first cantilever deformed more than four centimeters and was left with a permanent arrow that today translates into a visible slope close to two degrees. And the cracks came before inhabiting it The problems were neither theoretical nor late. Even before the Kaufmann family moved in in 1937, there were already documented leaks and cracks on the concrete parapets. As the decades passed, some balconies began to sink. more than 20 centimeters with respect to its original position, and in the nineties engineers found that the cantilevers they had failed technically and required urgent reinforcements to avoid greater risk. The house that seemed to defy gravity rested on a more fragile balance than the iconic photograph suggested. If the waterfall was the soul of the project, the rain and snow were its nightmare. Flat roofs, terraces that function as roofs for lower rooms and masonry walls holes filled with rubble They made it easier for water to find invisible paths into the interior. So much so that since the 1940s the house was nicknamed with irony by its owners for the number of buckets needed to collect leaks, and almost ninety years later an intervention of 7 million dollars intended to seal covers, inject more than a dozen tons of grout on the walls and improve waterproofing. It didn’t matter the crazy price that had been used previously, many leaks they returned with time. The overhang of the living room seen from the bridge leading to the house At the end of the 20th century and the beginning of the 21st, a structural restoration was undertaken that would be decisive: the beams were drilled and introduced steel cables post-tensioned to “pull” the concrete and recover part of its original position. That operation prevented the sinking will progressbut it did not eliminate the need for ongoing maintenance. To give us an idea, from 1937 to today, the preservation of Fallingwater has already exceeded 19 million dollars, a figure multiplied by about 120 times the initial cost of construction and which illustrates the extent to which keeping the icon standing has been more expensive than its own creation. In 1963 the Kaufmann family donated the house to the Western Pennsylvania Conservancy, which opened it to the public the following year. Since then, more than 6 million of people have visited it, and its status as a National Historical Monument and UNESCO World Heritage Site consolidated his status as one of the masterpieces of the 20th century. Paradoxically, the same audacity that generated the cracks, deformations and leaks is what gave it its symbolic force: Fallingwater, or The Falling House, embodies the rhetoric of the American dream of merging with nature and dominating it at the same time, even when that ambition required paying an enormous structural and economic price. The history of this icon shows that architectural genius is not exempt material risk. Wright’s possibly exaggerated authorship, his conviction towards engineers and contractors, and his willingness to take concrete further of prudent limitsproduced a work that was both sublime and problematic. If you will, it is also an imperfect building that has needed decades of disagreements, revisions and reinforcements to remain standing. And precisely for that reason, more than a frozen postcard over a waterfall, Fallingwater It is proof that great works are born from the tension between vision and reality, and that even masterpieces can always be, literally, at the edge of the … Read more

“The more times you are late for work, the harder it will be for the company to fire you”

Arriving late to work every day, leaving before your time or committing various irregularities in your day can cause your company to give you a warning, sanction you or, in the most serious cases, even apply a disciplinary dismissal for breaching the conditions you accepted in your employment contract. However, as labor lawyer Juanma Lorente highlights in one of his recent videosif you do it repetitively and the company does not warn you for it, that violation can become your best ally to protect you from disciplinary dismissal. Being late is bad, but it can protect you. The labor expert explains in his video a legal paradox in which the company’s inaction can turn an infraction into the best defense for a worker against a legal claim for disciplinary dismissal. The lawyer explains the situation with a very simple example: “Imagine that you have been late to work for 2 years. 5, 10 or 15 minutes and the company does not tell you anything. You arrive and sign in with the real time at which you are arriving and the company tolerates it. From one moment to the next, after two years of arriving late, you find a dismissal letter in which they fire you for arriving late.” According to Lorente, this dismissal would be unfair because the company allowed the “habit” of being late for two years, without reacting in all that time. The expert assures that this inaction represents a tacit permissiveness of that conduct, which is why it could not be used as a reason for dismissal before a judge. Silence gives consent. Although it may be incongruous, since the employee’s violation is effectively proven, the repetition of this behavior without a response from the company is known as corporate tolerance. As and how do they count From the Lex-it law firm, this case occurs when a company is aware of the worker’s repeated infraction, such as repeated delays, but does not sanction it for a long time. This means that a subsequent dismissal for the same reason is seen as unfair by the judges, since the company seemed to accept it and “tolerate” the infraction. As the labor lawyer points out, “If he has not previously sanctioned you for the same thing, has allowed it and has tolerated it, he will not be able to use it to fire you.” ​This principle forces companies to follow a scale of sanctions that is applied from the first infraction of employees: from a simple specific warning to suspensions, before reaching disciplinary dismissal. Ignoring this scale of warnings means that the company cannot allege it as a “direct” reason for dismissal because, according to the court, the company tolerated this behavior. The Supreme Court has already applied it. The Supreme Court has confirmed this doctrine in several rulings in which disciplinary dismissals have been rejected because companies have cited infractions as reasons for dismissal that they have tolerated for years without any warning. The result in all cases has been to reject the disciplinary dismissals and declare them unfair dismissals with compensation of 33 days per year worked, despite it being proven that, in fact, the employee had been committing a violation of the conditions for a long time. In one of those sentencesthe Supreme Court states: “Sanctioning with the greatest severity (disciplinary dismissal) conduct that had previously been tolerated, without any prior warning to the employee that such tolerance was going to end, would be contrary to the employer’s good faith.” ​A practical example: he was late 176 times. A very clear example of this legal paradox is found in the case of the employee of an optician in Asturias who arrived late to her job up to 176 times without the company reprimanding her for it. When the company informed him of his disciplinary dismissal, the Superior Court of Justice of Asturias considered it “irrational, disproportionate and incongruous.” The reason was that the company had demonstrated business tolerance by allowing 176 delays without warning or sanctioning the employee, and resorting directly to disciplinary dismissal. In Xataka | Going to the bathroom is not work: a Swiss court allows a company to force its employees to clock in when they go to the bathroom Image | Unsplash (Campaign Creators)

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