attack the trident that dominates the market

One more day, new bad news related to the RAM memory crisis. If you were expecting a Steam Machinenow you can expect it to be more expensive. The rise of AI is causing a component crisis that has no clear end. The SSDs have gone up in price a lot and have 32 GB of RAM on your PC It is the new “I have land.” All Big Tech needs more and, in the absence of it, Intel has chosen to get into it like an elephant in a china shop. Hand in hand with SoftBank to create its own memory chips for data centers and, in the process, take a bite out of the South Korean industry that controls the scene. No end in sight. Intel has been covered several times in recent days. Like a phoenix, it seems that the crisis is behind us and, after years of promises, realities begin. They are ready to start producing its new generation of processors, but also its CEO, Lip-Bu Tan, has commented that They will start producing GPUs for data centers. With that they want to take a bite of the cake that NVIDIA is eating almost alone, but also, the executive let a more bitter pill: “there is no relief in sight for the end of the AMR crisis.” So it points out that does not see a horizon for this price escalation before 2028, and it makes sense if we take into account recent forecasts or possible ‘strange’ movements by some companies. Intel 🤝 SoftBank. Market estimates such as those of TrendForce They point to a memory price increase of between 90 and 95% quarter-on-quarter in this first quarter of the year, but it is not the only thing: SSDs will also rise between 55 and 60% due to one of their components, NAND memory. It is a bad time to build a PC, although companies are moving to open RAM factories, but not for you: for the AI. And here Intel, as we already saidhe doesn’t want to be left behind. A few months ago, Intel partnered with Japan’s SoftBank to find a replacement for HBM memory for data centers. Fix a problem. HBM memory (high bandwidth memory) is ideal for data centers. They allow a large amount of data to be temporarily stored, and they do so at high speed. The problem is that they get very hot and are complex to manufacture. It is one of the key components of GPUs and requires both large amounts of power and optimal heat dissipation. What Intel and SoftBank are looking for is to create an alternative based on stacked DRAM chips. They are not that optimal, but the idea is to find a way to wire them as efficiently as possible so that they are a threat to the HBM memory monopoly. “Monopoly“The idea is to have a prototype in the short term with the aim of starting to market it by 2030. We will see if AI fever lasts so long. But anyway, if the experiment goes well, it could be a significant blow to the South Korean companies Samsung and SK Hynix, as well as the American company. Micron. They are the three companies that they practically control the market for both RAM like HBM chips. And something as important as it is symbolic: it will be the first time that Japan aspires to return to the throne of memory chip manufacturers that it ruled in the 80s and that it lost to South Korea. Although be careful: Samsung is also investigating these stacked DRAM memories. NVIDIA and its demands. In the end, they are all moving. The big producers have already detailed its roadmap for the development of RAM for the next five years. And the whales that are taking over the product -NVIDIA-, are ‘encouraging’ the production companies let’s get the batteries. Without going any further, a few days ago Jensen Huang, boss of NVIDIA, met with representatives of the Taiwanese industry (TSMC, Asus or Foxconn) and told them that this year he needed a lot of memory and a lot of wafers. Also I know it has told Samsung. As we said in the first lines, if you were hoping for a quick solution to the crisis or wanted to build a PC, the news is not good. And all the movements that we are seeing in the industry to expand production and find solutions point to the same direction: continue powering data centers. Images | Intel In Xataka | TSMC’s only problem was that it was in Taiwan. So the United States has decided to get her out of there

Demolishing prices on Google and Xiaomi mobiles, the Nintendo Switch 2 with free game and more bargains, Bargain Hunting

There’s nothing left for Valentine’s Day, so many stores have begun to lower the price of many devices, whether or not they are related to Valentine’s Day. In the new Bargain Hunting we are going to review the best deals we have seen all weekwith pretty good offers on cell phones, sound bars and even Meta glasses. Google Pixel 10 by 584.10 euros with coupon, a high-end mobile phone with an excellent photography section. Ray-Ban Meta by 246 eurosperfect glasses if you are looking for more than just glasses. Hisense AX5125H by 199 eurosa great sound bar with subwoofer and rear speakers. nintendo switch 2 by 459 eurosthe latest console launched by the brand with totally free games. Xiaomi 15T Pro by 799 eurosa mobile phone that has no less than 1 TB of internal storage. Google Pixel 10 If there is a mobile phone that we should pay close attention to, that is the Google Pixel 10. During these last few months it has dropped a lot in price, its current offer on MediaMarkt being the best: with the coupon 10PIXELMMFEBRUARY stays for 584.10 euros. It is a fairly small mobile phone that stands out mainly for its photographic quality, but also for its design and because its software will receive updates for many years. The price could vary. We earn commission from these links Ray-Ban Meta Also at MediaMarkt we can find at a very good price (in fact, it is the minimum in the store) the Ray-Ban Metavery practical glasses that with the discount are worth 246 euros. They accept prescription lenses and allow record audio or video and translate in real timemake video calls and even listen to music, among other things. The price could vary. We earn commission from these links Hisense AX5125H The best deal we’ve seen this week on sound bars has fallen on the Hisense AX5125Hwhich can be found right now on Amazon for a price of 199 euros. We are talking about an interesting bar because it comes with a subwoofer and wireless rear speakers, but it is also compatible with Dolby Atmos and offers a power of up to 500W at 5.1.2 channels. The price could vary. We earn commission from these links nintendo switch 2 The nintendo switch 2 It has received many offers since its launch and now MediaMarkt has a very interesting one. Not only is it slightly lowered, but 459 euros Plus we can take the video game ‘Donkey Kong Bananza‘ totally free. And we are talking about a title that was nominated for Best Game of the Year in 2025. Nintendo Switch 2 + Donkey Kong Bananza The price could vary. We earn commission from these links Xiaomi 15T Pro As an alternative to the Google Pixel 10, this week we have found a quite interesting offer on the Xiaomi 15T Pro. Amazon (like other stores) has it for 799 euros in your 1TB configurationso it is ideal if you want to have a lot of storage. It has the MediaTek Dimensity 9400+ processor, its screen offers a 1.5K resolution and its cameras are signed by Leica. The price could vary. We earn commission from these links 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 | Google, Meta, Hisense, Nintendo, Xiaomi In Xataka | The best mobile phones, we have tested them and here are their analyzes In Xataka | Best sound bars in quality price (2026). Which one to buy and seven recommended models from 99 euros

The US and Mexico have just taken the step to treat them as such

The digital economy, the energy transition and a good part of advanced industry depends on a set of materials whose importance is only perceived when they are scarce. Governments classify them as critical minerals precisely because of their essential role and the fragility of their supply chains. This change in perception, from industrial resource to strategic asset, is reordering commercial decisions and international alliances. The step taken now by the United States and Mexico is part of that deeper transformation in how the materials that support contemporary technology are managed. A clear objective. Both governments have announced the development of a bilateral Action Plan that will explore commercial and coordination tools aimed at mitigating risks in the supply of critical minerals. Beyond the technical content that has yet to be defined, the announcement itself indicates that the management of these raw materials has come to occupy an explicit place on the bilateral agenda between the two countries. The detail. The announced framework describes an intention for cooperation, but does not yet establish its operational content. Both the minerals that will be included and the trade mechanisms that could be applied remain to be specified. This lack of precision is relevant: usual lists of strategic materials, like lithium or copperare part of the industrial and energy context in which the plan is discussed, but we will have to wait to know what elements will end up making up the pact. Price floors. The proposal introduces an unusual instrument in the public debate: setting minimum values ​​for certain imports to respond to “global market distortions” and reduce vulnerabilities in the supply chain. The idea appears linked to the resilience of these chains and considerations of economic and national security in the argument that accompanies critical minerals. Of course, its eventual application would be subject to subsequent agreements and its fit into international trade frameworks. The agreement also emerges under the shadow of an unavoidable trade event: the review of the North American treaty shared by the United States, Mexico and Canada (T-MEC). The proximity of this process gives the plan additional meaning within the regional economic architecture. However, the information released about this bilateral initiative does not include mention of Canadian participation, a detail pointed out by Reuters that delimits the immediate scope of the ad. It is not a static list. The concept of critical mineral describes a condition more than a closed catalog. United States energy legislation links them to economic or national security, the vulnerability of their supply chains and their indispensable role in the manufacture of products, as explained by the USGS. But that classification changes over time as technology, demand or external dependence evolve. Therefore, rather than a fixed list of materials, what is really at stake is the capacity of each economy to secure resources considered strategic at each industrial stage. The board is moving. The bilateral agreement appears in parallel to a broader international deployment to reinforce supply chains considered strategic, with new frameworks and memoranda. But its reading does not end in that dimension. For Mexico, coordination opens a way to consolidate its role within the North American industry and attract projects linked to mining, processing or advanced manufacturing. The result is a two-way movement: an expanding global strategy and, at the same time, a redefinition of the place that Mexico can occupy in it. Images | Dominic Vanyi + Nano Banana In Xataka | Greenland has 1.5 million tons of rare earths. The problem is that there are no roads to get to them.

Anthropic wanted to secretly scan and then destroy millions of books to train its AI. It hasn’t been so secret

A language model for AI needs input if it is to be trained to be more accurate and effective. The issue is how the information is obtained and whether there is an ethical way to do it that is profitable for the technology company in power. There is no doubt that the preferred option for companies has been to use all possible physical and digital content without anyone’s permission. There is also evidence. A judicial leak reveals that Anthropic invested tens of millions of dollars in acquiring and digitizing literary works without permission from the authors. According to account Washington Post, the project, internally called “Panama”, was part of a frenetic race among big technology companies to accumulate massive data to train their artificial intelligence models. How it all started. The Panama Project was launched by Anthropic in early 2024. According to internal documents revealed per the Washington Post, the goal was to “destructively scan every book in the world.” Furthermore, these documents also explicitly state that the company did not want anyone to know that they were working on it. In about a year, the company spent tens of millions of dollars buying millions of books, cutting their spines with hydraulic machines and scanning their pages to feed the AI ​​models that power Claudeits star chatbot. According to the media, the books, once digitized, ended up being recycled. Because has come to light. The details of the project have been revealed in a lawsuit for infringement of rights copyright filed by literary authors against Anthropic. Although the company agreed to pay $1.5 billion to close the case in August 2025, a district judge decided to make more than 4,000 pages of internal documents public last week, exposing the entire operation. They are not the only ones. Court documents reveal that other technology companies such as Meta, Google and OpenAI had also participated in this race to obtain massive information to train their models. According to revealed According to the documents, an Anthropic co-founder theorized in January 2023 that training AI models with books could teach them “how to write well” instead of imitating “low-quality internet slang.” On the other hand, an internal Meta email from 2024 described access to a digital library of books as “essential” to be competitive with rivals in the race to dominate AI. However, the documents revealed by the media also show how Meta employees expressed concern on several occasions about the legality of downloading millions of books without permission. An internal email from December 2023 indicates that the practice had been approved after being “escalated to MZ,” apparently referring to CEO Mark Zuckerberg. According to court records to which the media has had access, the companies did not consider it “practical” to obtain direct permission from publishers and authors. Instead, they found ways to mass-acquire books without the writers’ knowledge, including downloading unauthorized copies from third-party sites. Chat logs from April 2024 show an employee asking why they were using servers rented from Amazon to download torrents instead of Facebook’s own. The answer: “Avoid the risk of tracing” the activity back to the company. Data torrent. The documents to which the Washington Post has had access also they test that Ben Mann, co-founder of Anthropic, personally downloaded over 11 days in June 2021 a collection of books from LibGen, a gigantic library of copyrighted content. The outlet further revealed that, a year later, in July 2022, Mann celebrated the launch of the ‘Pirate Library Mirror’ website, which boasts a massive database of books and openly claims to violate copyright laws. “Just in time!!!” Mann wrote to other Anthropic employees, according to the outlet. Anthropic stated in legal documents that it never trained a revenue-generating business model using LibGen data nor did it use Pirate Library Mirror to train any full model. Anthropic’s legal solution. According to point the medium in its article, faced with the legal risk, Anthropic changed its strategy. The company hired Tom Turvey, a Silicon Valley veteran who had helped create the project Google Books two decades earlier. Under his direction, Anthropic considered purchasing books from libraries or secondhand bookstores, including New York’s iconic Strand bookstore. The company ultimately ended up buying millions of books and stacking them in a giant warehouse, often in batches of tens of thousands, according to court filings. The Washington Post assures In addition, the company worked with used book sellers in the United Kingdom. A project proposal mentions that Anthropic sought to “convert between 500,000 and two million books in a six-month period.” What the law says. Most legal cases against AI companies are still ongoing, but the media mention two court rulings that have considered that the use of books to train AI models without permission from the author or publisher may be legal under the “fair use” doctrine of copyright. In June 2025, District Judge William Alsup determined that Anthropic had the right to use books to train AI models because they process them in a “transformative” way. He compared the process to teachers “teaching schoolchildren to write well.” That same month, Judge Vince Chhabria ruled in the Meta case that the authors had not shown that the company’s AI models could harm the sales of their books. In the Anthropic case, the physical book scanning project was considered legal, but the judge determined that the company may have infringed copyright by downloading millions of books without authorization before launching Project Panama. The final agreement. Instead of facing a trial, Anthropic agreed to pay $1.5 billion to publishers and authors without admitting guilt. According to point According to the media, authors whose books were downloaded can claim their share of the settlement, estimated at about $3,000 per title. Cover image | Emil Widlund and Anthropic In Xataka | If AI is going to leave us without jobs, in the United Kingdom they are already seriously discussing the solution: a universal basic income

Alphabet avoids going into details even with its investors

At the beginning of this year an agreement between Apple and Google became visible that points straight to the heart of Apple Intelligence and to the future evolution of Siri towards a more personalized experience. Now, most of the details of the pact remain in the shadows, from its specific conditions to its economic impact for both companies. This imbalance between what is announced and what is explained may be insufficient for some actors, such as investors of both companies. Where the agreement appears says as much as it counts. Public formalization, let us remember, materializes in a statement presented as a wholealthough its visible trace is found only in Google’s information channels. In Apple equivalent spaces There is no parallel piece that replicates that advertisement. This asymmetry does not alter the existence of the agreement, but it makes it clear that the public access point is concentrated in a single showcase. The question that puts the agreement in the foreground. In the last conference with Alphabet investorsWells Fargo analyst Ken Gawrelski asked directly about the relationship with Apple. His intervention did not focus only on the monetization of search with AI, but on a very specific point: how these types of agreements with partners are aligned when the value can increasingly depend on the utility within the platform itself and not so much on the traditional business of clicks. In that logic he included “Apple’s new partnership with Siri.” A carefully constructed escape. The person who responded on behalf of Alphabet was Philipp SchindlerSVP and chief commercial officer at Google, and did so by shifting the conversation toward the search engine’s overall performance and the growing role of AI in its monetization. The speech addressed topics such as AI Overviews either AI Modewith references to Gemini’s impact on that ecosystem. But, curiously, he did not stop at the specific collaboration with Apple nor did he answer a specific part related to how to align incentives in that direction. The question received a formal answer, but no clarification on the agreement itself. Cook’s ‘tactical’ response. At the conference with Apple investorsTim Cook offered a more direct answer when asked about the collaboration with Google and defended its technological logic by stating that the company’s AI provides “the most capable basis for Apple Foundation Models”, which will allow “unlocking many experiences and innovating in key ways thanks to collaboration.” The CEO further insisted that Apple will keep on-device processing and in its private computing environment as pillars of its privacy approach. But this greater clarity did not extend to the terms of the pact, about which he was blunt: “we will not reveal details of the agreement.” When those who put money in want answers. As we can see, presentations of financial results offer another type of window, very different from traditional corporate communication. In these calls with investors and analysts, it is common for nuances to emerge that do not appear in the statements, especially when agreements with potential impact on product, strategy or income are at stake. Therefore, beyond what is officially published, this type of meeting becomes a key area to verify how far companies are willing to go in their public explanations. Images | Google | Apple In Xataka | Apple Lets Google Spend Billions on AI While It Becomes the Distributor: The Fancy Wrapping Strategy

Madrid and Barcelona have built an entire social and business life with the AVE. They are finding out what happens when it fails

The Madrid-Barcelona high-speed line has collapsed. The trains do not arrive on time and no one pays their compensation, Adif has asked the companies to withdraw last-minute services, airlift prices have skyrocketed and there are companies working at half throttle because the goods do not arrive. A social and economic backbone of the country has been fractured. A Russian roulette. Taking a high-speed train between Madrid and Barcelona is, right now, Russian roulette if what you want is to arrive on time for an appointment. The link between the two most important cities in Spain has been broken via train and a round trip in the day is almost impossible. It is the result of a hasty revision of the train tracks, a direct consequence of the fateful Adamuz train accident (Córdoba) and the continuous warnings of the train drivers. Actions that have diluted the “high speed” concept between Madrid and Barcelona. What has happened? Since last January 18 An Iryo train derailed near Adamuz (Córdoba) and collided with another Renfe train that was traveling in the opposite direction, leaving 45 dead, Adif has been facing criticism about the track maintenance. In the case of Madrid-Barcelona, ​​the consequences were soon seen: speed limitations. Between confusing messages, Adif ended up imposing temporary speed restrictions at numerous points on the line, especially between Madrid and Zaragoza. Later, 300 km/h returned. But it didn’t last long because speed was reduced once again. The role of machinists. Since then, travelers between Madrid and Barcelona have been reporting severe delays, with trains taking more than four hours to reach their destination. As they explained to us Xataka From the SEMAF union, train drivers have the power to reduce speed if they consider it essential for the safety and comfort of travelers. They must notify the line controllers and put it in writing in a report. In addition, on each journey a document is filled out specifying the problems that have been found on the line. A train driver, who preferred to remain anonymous, corroborated this version to Xataka and made it clear that for months they have been traveling at a speed lower than the maximum speed allowed on the line and, especially, between Madrid and Zaragoza. Likewise, he pointed out that they have been complaining for months about the vibrations suffered by the trains but that they had not received a response until now. Adif’s role. Although unions and drivers claim to have been complaining about this situation for months, it was not until January when Adif appears to have taken more far-reaching measures. The road manager is doing an exhaustive review of the roads based on the continuous complaints from workers. These inspection and repair works, when necessary, are delaying travel times. The company has asked Renfe, Iryo and Ouigo to assume that trips will be extended to three hours (and they just pointed out that these travel times will extend until December) but has also asked them to eliminate the last services of the day to have more time for their performances. Collapsed by land and air. The result is a collapsed train line. The trains are not arriving on time nor in the three hours indicated by Adif (instead of the usual 150 minutes). And the problem for those passengers, who throw in the towel with punctuality, is that The companies are not responsible for compensation either. for delays, pointing out that they are the result of a problem beyond their control and that, therefore, they do not fall within the refund policies. At the same time, demand on flights has skyrocketed. Without the possibility of getting there and back within the day by train or for fear of doubling the usual travel time, travelers have turned to airlines. And the result is full flights and skyrocketing prices. After some bills will reach 300 euros, Iberia has reached its Air Bridge at 99 euros per trip. Vueling has also increased its frequencies. And the road alternative did not improve the situation either. Only in BlaBlaCar has an increase in demand of 130% been recorded, in data provided to The Newspapercompared to the previous year. Car rental companies do not seem to have been left behind either, since The Ombudsman has asked the CNMC to analyze whether illegalities have been incurred by skyrocketing prices for car rentals and plane tickets. And problems for companies. Companies in both cities have not only had to see meetings canceled or postponed these days. Some of them are having problems having their raw materials. In The Vanguard They include the case of some of them. Inovyn, in Martorell (Barcelona) had to send its 300 employees home earlier this week because they did not have the basic materials to produce plastic. “In normal situations we receive one train a day loaded with dichloromethane, a material with which we manufacture many of our compounds, but in the last ten days we have received only one train,” they explain to the newspaper. They explain that 18% of the goods that arrive at the port of Barcelona are sent to their destination by train. Those that use international gauges are stopped due to works in the Rubí tunnel and those that use the Iberian gauge circulate at night and in dribs and drabs. and in The Country They explain that the city’s port is becoming isolated, with an 80% drop in products coming from Germany, France or Poland by train. The road alternative is not working either. The AP-7 already there is enormous congestion since road tolls were lifted but, furthermore, there are not enough trucks to be a complete alternative given the volume of goods that move along the railways. Added to this are problems derived from the latest storms and the increase in traffic derived from a Rodalies service that has not been back to normal for more than ten days. Photo | Phil Richards In Xataka | Spain wants its AVE trains to travel at 350 … Read more

Programming is the new board of AI. OpenAI and Anthropic have made it clear with GPT-5.3-Codex and Claude Opus 4.6

When ChatGPT broke out in November 2022, OpenAI seemed unrivaled. And, to a large extent, that was the case. That chatbot, despite its errors and limitations, inaugurated a category of its own. However, in the technology sector advantages are rarely permanent and, in 2026, the position of the company led by Sam Altman It’s a far cry from what it had then. Google has managed to attract the general public with Nano Banana Prowhile Gemini steadily gaining ground as an artificial intelligence chatbot. At the same time, ChatGPT’s market share has fallen significantly in some markets. Anthropic, for its part, has established itself as a reference in software engineering and has become one of the preferred tools among programmers. In this race to set the pace of AI, this Thursday we witnessed a curious movement: the almost simultaneous arrival of two models focused on programming, GPT-5.3-Codex and Claude Opus 4.6. The coincidence does not seem coincidental and reflects the extent to which the major players in the sector compete to define the next step, in a scenario where the main beneficiaries are, once again, the users. With these new models already on the table, the question becomes what they really contribute. There are plenty of promises and they are also beginning to appear benchmarks comparable that help to place them. So, therefore, it is time to look in a little more detail at what OpenAI and Anthropic propose for those who use AI as a development tool. GPT-5.3-Codex and Opus 4.6 enter the scene: what each promises to developers GPT-5.3-Codex is presented as a model focused on scheduling agents which seeks to expand the scope of what a developer can delegate to AI. OpenAI claims that it combines improvements in code performance, reasoning and professional knowledge over previous generations and is 25% faster. With this balance, the system is oriented to prolonged tasks that involve research, use of tools and complex execution, while also maintaining the possibility of intervening and guiding the process in real time without losing the work thread. One of the most striking elements that OpenAI highlights in this generation is the role that Codex itself would have had in its development. The team used early versions of the model to debug training, manage deployment, and analyze test and evaluation results, an approach that accelerated research and engineering cycles. Beyond that internal process, GPT-5.3-Codex also shows progress in practical tasks such as the autonomous creation of web applications and games. The company has published two examples that we can try right now by clicking on the links: a racing game with eight maps and a diving game to explore reefs. Anthropic’s turn comes with Claude Opus 4.6, an update that the company presents as a direct improvement in planning, autonomy and reliability within large code bases. The model, they claim, can sustain agentic tasks for longer, reviewing and debugging its own work more accurately. The idea is that we can use these capabilities in tasks such as financial analysis, documentary research or creating presentations. Added to this is a context window of up to one million tokens in beta phase, a leap that seeks to reduce the loss of information in long processes and reinforce the usefulness of the system. Beyond the core of the model, Anthropic accompanies Opus 4.6 with a series of changes aimed at prolonging its usefulness in real workflows. Among them there are mechanisms such as the so-called “adaptive thinking”, which allows the system automatically adjust the depth of your reasoning depending on the context. Configurable effort levels and context compression techniques designed to sustain long conversations and tasks without exhausting the available limits also appear on the scene. Added to this are teams of agents that can be coordinated in parallel within Claude Code and deeper Excel or PowerPoint integration. While OpenAI’s product, GPT-5.3-Codex, is not yet available in the API, Anthropic’s is. Maintains the base price of $5 per million entry tokens and $25 per million exit tokenswith nuances such as a premium cost when the prompts exceed 200,000 tokens. Measure who wins with numbers? When trying to put GPT-5.3-Codex and Claude Opus 4.6 face to face, the main obstacle is not the lack of figures, but rather their difficult correspondence. Each company selects evaluations that best reflect its progress and, although many belong to similar categories, they differ in methodology, versions or metrics, which prevents a direct reading. In this type of models, this fragmentation of results is part of the state of the technology itself, but also requires cautious interpretation that separates technical demonstrations from truly equivalent comparisons. Only from this filter is it possible to identify the few points where both systems can be measured under comparable conditions and draw useful conclusions for developers. If we restrict the analysis to truly comparable metrics, the common ground between GPT-5.3-Codex and Claude Opus 4.6 is limited to two specific evaluations identified through our own research: Terminal-Bench 2.0 and OS World in its verified version. The results show a distribution of strengths rather than a clear supremacy. GPT-5.3-Codex marks a 77.3% in Terminal-Bench 2.0 compared to 65.4% for Opus 4.6, which points to greater efficiency in terminal-centric workflows. On the contrary, Opus 4.6 reaches a 72.7% on OSWorldsurpassing the 64.7% of GPT-5.3-Codex in general interaction tasks with the system, a contrast that reinforces the idea of ​​specialization according to the environment of use. So we could say that the capabilities described by each manufacturer point to tools that are no longer limited to generating code, but rather seek to participate in prolonged processes of analysis, execution and review within real professional environments. This transition introduces new selection criteria that go beyond punctual performance. In Xataka | OpenAI has a problem: Anthropic is succeeding right where the most money is at stake

We have been avoiding aged cheese for years for health reasons. Massive study suggests we were wrong

For decades, nutritional guides and specific diets focused on ensuring brain health, such as the famous MIND diethave had a common enemy: saturated fats of dairy origin. However, science has now given a turn of the wheel to show us that we were completely wrong. New evidence. A new and comprehensive study published in the magazine Neurology You just turned this belief upside down. After following almost 28,000 people for a quarter of a century, researchers at Lund University have found a surprising association: regular consumption of high-fat cheese and cream not only does not increase the risk of dementia, but seems to reduce it significantly. The Swedish diet. The researchers conducted a median follow-up of 25 years until 2020, cross-referencing dietary data with the Swedish National Patient Registry. The result was that during this type 3,208 were identified cases of dementiaand from here we began to see what these people ate. In this case, those who consumed 50 grams or more of high-fat cheese per day showed a reduced risk of dementia of between 13% and 19% compared to those who did not consume it. Furthermore, consumption of high-fat cream was associated with a 16% reduction in the risk of having full-blown dementia. But there is more. The most curious thing about the finding was the specificity, since similar benefits were not found in low-fat dairy products, nor in regular milk or butter. In this way, you can see that there is something specific in the nutritional matrix of cheese and fermented cream that plays in favor of our brain. Why this cheese. Emily Sonestedt, co-author of the study, She was surprised by the resultsalthough he points out that they have biological logic. While traditional diets limit cheese due to its calorie and saturated fat content, this food is rich in medium chain fatty acids, vitamin K2calcium and high quality proteins. In addition to all this, the fact that it is a fermented food can positively influence the intestinal microbiota, and we know more and more about the direct connection between the intestine and the brain. In this way, maintaining a good microbiota again indicates that it guarantees us having better brain health. You have to be cautious. Before running to the supermarket to buy all the types of cheese on the shelves, it is necessary to put on the usual handbrake in science, since we are talking about an observational study. This means that science points out that two things happen at the same time, but it does not prove 100% that one causes the other. And in this case, lifestyle may be interfering, such as the fact that people who eat cheese in Sweden have other lifestyle habits such as greater physical activity that protect them, although the researchers tried to adjust the variables. The verdict. The idea that “all saturated fat is bad for the brain” is losing steam in the face of evidence that certain complex foods, such as aged cheese or cream, have properties that go beyond their basic nutritional label. As is often the case in nutrition, the key does not seem to be eliminating food groups, but rather understanding the quality and source of what we eat. Images | Aliona Gumeniuk Robina Weermeijer In Xataka | Forgetting things is not a bug, it is a feature of your brain: how not remembering things makes us think better

Mexico was supposed to be giving oil to Cuba out of “humanity.” Now we know that he was charging millions

On the coast of Veracruz, Mexico’s diplomatic and energy machinery has applied the handbrake. The image of the ship Ocean Marinerdocking in Havana on January 9 with 85,000 barrels of crude oil, seems to be the last postcard of an era that is abruptly closing. As confirmed France 24that was the last successful shipment before geopolitics cut off the flow. His replacement, Swift Galaxywas scheduled to sail in mid-January, but his trip was quietly canceled and he disappeared from the logistical calendar of Mexican Petroleum, how they have advanced in The Country. What happens in Mexican ports is the reflection of a tension that goes beyond commercial matters. After the American intervention in Venezuela on January 3 and the fall of Nicolás Maduro, the president of the United States, Donald Trump, was blunt: “No more money or oil will reach Cuba. Zero.” The threat was accompanied by an executive order that promises tariffs on any nation that supplies crude oil to the island, which Trump has described as a “failed nation.” Caught in this crossfire, Claudia Sheinbaum’s government navigates between two waters. On the one hand, it defends the “sovereignty” of helping a sister nation; On the other hand, in the Washington offices, their own accounting books tell another story: formal businesses and punctual payments that refute the purely humanitarian narrative. Solidarity after the storm From the National Palace, the speech has tried to avoid direct confrontation appealing to history. President Sheinbaum has reiterated that Mexico, faithful to its diplomatic tradition of voting against the blockade from day one, has the sovereign power to decide whether to “sell or give” oil to Cuba. This rhetoric gained strength at the end of 2024. After the collapse of the Cuban electrical system and the devastating passage of Hurricane Rafael in November, the Mexican government started labeling their shipments under the umbrella of “humanitarian aid.” However, here the enigma arises. Although the president assures that there is a humanitarian donation channel other than the commercial one, her administration has not offered specific figures on how many barrels are given away and how many are charged. Everything is opacity in the help, while the business has lights and stenographers, as highlighted The Country. While the political discourse focuses on solidarity, the financial documents are cold and exact. Pemex, which is listed on international markets, cannot afford ambiguities before the United States Securities and Exchange Commission (SEC). According to the information delivered to this regulatory body, the Mexican oil company maintains a current contract with the Cuban government since July 2023 through its subsidiary Wellbeing Gasoline. Far from being a hidden charity, the figures revealed by the director of Pemex, Víctor Rodríguez Padilla, show an active and lucrative commercial relationship. In 2025, Mexico sold oil to Cuba worth 496 million dollars. If we add what has been invoiced since the start of the contract in 2023, the total figure amounts to about 1.4 billion dollars. Rodríguez Padilla was emphatic in denying that Cuba does not pay its debts, a common perception given the island’s crisis. “Of course they pay us! We have a business relationship too. They are very formal in their payments,” the manager assuredclarifying that there are no overdue invoices. To try to minimize the impact of these revelations before the scrutinizing eyes of Washington, Pemex has argued thatAlthough the figures sound high, they are marginal for the company: they represent less than 1% of its crude oil production and just 0.1% of its oil sales. It is an “open” contract that depends on Mexico’s availability, and not an unbreakable commitment. The domino effect: why the tap was turned off The current crisis is not explained only by Mexico’s decisions, but by the collapse of Havana’s historical suppliers. For years, Venezuela was the island’s lifeline, shipping up to 100,000 barrels a day during the time of Hugo Chávez. However, after the capture of Nicolás Maduro and the US intervention in Caracas, these shipments ceased completely in January. as detailed BBC. Mexico then became the last lifeline, sending approximately 20,000 barrels a day, a figure that, although far from the island’s total needs, was essential. to maintain minimum services. The pressure escalated when Republican congressmen, such as Carlos Giménez, put the Treaty between Mexico, the United States and Canada (T-MEC) on the table. The threat it was clear: If Mexico continues to oxygenate the Cuban regime, the review of the trade agreement in 2026 could become a nightmare for the Mexican economy. Faced with the risk of tariffs that would damage its own economy, Mexico chose to suspend hydrocarbon shipments. The consequences of this supply cut are immediate and alarming. A graph made with data from Kpler and published by the Financial Times illustrates the seriousness of the moment: Cuba’s crude oil imports have plummeted and, according to the estimates displayed in the report, the island only has oil reserves left for between 15 and 20 days. The situation has raised alarm bells at the United Nations. The Secretary General, Antonio Guterres, he warned through his spokesperson that Cuba is at risk of imminent “humanitarian collapse” if its energy needs are not met. Without fuel, not only do the lights go out; The pumping of drinking water, the transportation of food and the operation of hospitals are stopped. Faced with the impossibility of shipping oil without suffering commercial reprisals, the Sheinbaum government has modified its relief strategy. The president confirmed that, while the Foreign Ministry seeks “diplomatic ways” to resolve the oil issue, Mexico will ship this week shipments of food and basic products managed by the Secretary of the Navy. It is a palliative for a crisis that is, above all, energy. In this maximum pressure scenario, an unexpected edge arises. As Trump closes the oil fence, he has also dropped comments that suggest the door is not completely closed. The American president recently stated that “we are negotiating with Cuban leaders right now,” hinting at conversations about immigration issues and the … Read more

Google has smelled blood with AI, so it has decided to spend more in 2026 than the GDP of 158 countries in the world

New year, new budgets. Big tech companies are beginning to detail their roadmap for 2026 and the trend is clear: spend even more on AI. a few days ago, Goal announced that the planned capex (capital expenditure) rose to 135,000 million dollars and Microsoft too pointed to a similar figure. Alphabet (Google) just told everyone to “hold my hands.” May the rhythm not stop. The bomb was announced during the last results conference. Alphabet plans to spend between $175 and $185 billion, doubling 2025 capex, which was $91.4 billion, and almost quadrupling 2024 spending (52.5 billion). To put it in context, it is more than the GDP of Morocco, Kuwait, Bulgaria and up to 158 countries. At the same time, the company announced record results, surpassing 400 billion in revenue for the first time. The net profit stood at 132,000 million. Vertigo. That’s what investors seem to have felt. They count in Financial Times that, in the hours following the news, Alphabet shares fell 7% after the capex announcement, but then the fall was reduced to -1.5%. Microsoft experienced a similar response after its earnings call a few days ago, it is the response of investors to these exorbitant figures. However, as long as the results are good, it seems that the scare will not last long. Everything’s fine. They count in Fortune that Pichai assured that this year’s capital expenditure is “a look at the future” and justified his strategy by highlighting that the demand for his cloud services and DeepMind (Gemini) is extraordinary, so the investment must also be. He also announced that AI searches now surpass traditional searches and that Google Search’s business has grown 17% compared to last year. Additionally, the order book for its cloud has increased by 55% during the last quarter. It still won’t be enough. The CEO of Alphabet admitted that, despite the record results, there are insurmountable bottlenecks such as computing capacity, problems in the chip supply chain and energy limitations. These restrictions make it take a long time to get a data center up and running, or in other words, it was preparing investors not to expect an immediate return. Gemini, full out. The Google chatbot is in its sweet moment. The viral success of Nano Banana, Gemini 3 sweeping its competition in benchmarks and Apple choosing him as the new brain for the new Siri They have given a boost in popularity to Gemini, which already has more than 750 million users. OpenAI is still ahead with ChatGPT, but Google is closing the gap and Altman’s people have reacted going into panic mode. He moat of Gemini. Benchmarks are fine, but there is something much more important. During the conference, Pichai announced that they had reduced Gemini’s service costs by 78% “through model optimizations, efficiency and utilization improvements.” It is no longer that its AI is surpassing its competition, it is that it is cheaper and there OpenAI does have a problem. With its advertising businesses, the cloud and more revenue, Google has plenty of room to skyrocket its capex. In Xataka | OpenAI’s entire financial strategy depended on achieving a monopoly with ChatGPT: the opposite is happening Image | Wikipedia

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