Depseek has just launched something that will bitter the day and the US chips companies: it is called Depseek-V3.1

There was a day when Depseek surprised half the world by demonstrating that you could go far with less. Today returns with V3.1 And a message that does not go unnoticed: the model has prepared for the next Chinese chip batch. We are not talking about an automatic market overturn, but about a concrete bet that points in an awkward direction for Nvidia and company. If that technical tune with the Chinese hardware It translates into performance, conversation about who feeds AI in China is going to sound very different. According to the company’s own noteV3.1 opens a hybrid inference in the purest style GPT-5: the same system with two routes, Think (deep reasoning) and Non-Think (Quick response), Sygons from your website and app. The formulation is clear: “Hybrid Inference: Think & Non-Think, a model, two models.” The company also underlines that the version Think “Reach answers in less time” than your predecessor. That is, not only do pesos change, the inference modes that are already in service also change. The phrase that frames everything: an FP8 “thought for national chips” In a comment set in his latest publication in Wechat, Depseek writes: “EU8M0 FP8 is for the next generation of national chips.” That is the point that tense the rope: it suggests that the company has adjusted the data format, apparently a FP8 which label as EU8M0, to the next wave of Chinese processors. Bloomberg andReuters collect that message And they synthesize it: v3.1 is “personalized to function with next -generation AI chips Chinese. ”In other words, optimization oriented to the local ecosystem. The original comment in Chino (left) and its Spanish translation with Google Translate (right) FP8 is an 8 -bit format that weighs half that FP16/BF16. With native support, it allows more yield per cycle and less memory, provided that the climb is well calibrated. In the official Model Card of Hugging Face It is read that Depseek-V3.1 “has trained using the EU8M0 FP8 scale” format, which indicates that it is not only a packaging of weights, but that training and execution have been expressly adapted to that precision. The delicate part, and it is convenient to be prudent, is that everything points to a chips remittance that will be displayed in the future, since they can take advantage of this scheme natively. So is this bad news for Nvidia? The data of the fiscal year that expired on January 26 indicates that China represented approximately 13% of the company’s revenues led by Jensen Huang. If part of the computation of AI in China Classic duo muta NVIDIA GPU + CUDA ECOSYSTEM To domestic solutions that work with the UE8M0 FP8 format and give good results (presumably chips ascend of Huawei), the demand for Western solutions could be eroded over time. China meant about 13% of Nvidia’s income in the last fiscal year All this happens on the US export controls board: restrictions that sought to stop China’s access to leading chips and that have also accelerated their commitment to self -sufficiency. This year the Trump Administration rehabilitated with conditions the export of H20a chip cut for China. Since then, the state of the H20 has been oscillating: among permits, Chinese regulatory pressures and Nvidia plans to present Blackwell -based alternatives. The background message is that the framework is political and changing, and any route that allows China to depend less on these windows becomes strategic value. You have to remember another fact that helps to calibrate expectations. According to Financial TimesDeepseek tried to train his future R2 model with Huawei chips ascend to official instances and found persistent technical problems. He ended up returning to Nvidia for training, while he was still working on the Compatibility for inference. That episode does not invalidate the current strategy, but puts the bar: to completely migrate its processes is not simple, it requires, among other things, months of engineering. V3.1, therefore, it must be read as iteration. Now the company states that it has prepared its model for the next Chinese chips. Matherena models scores And here we have another interesting fact. Matharenaa platform linked to Zurich Federal Polytechnic School which evaluates models in real and recent mathematical competitions, places GPT-5 as a leader, with 90% in final response tests, already deepseek-v3.1 (Think) something behind although among the best models of the moment. This helps to locate the context: V3.1 Compete above. Images | Xataka with Gemini 2.5 | Matharen and Deepseek screen catches In Xataka | Tiktok stole the searches, Depseek beat them in Ia: Baidu discovers that being “the Chinese google” is no longer enough

The north of Spain has been complaining about mass tourism for years. Asturias has discovered the bitter consequences of losing it

The formula of nature, calm and good kitchen that for years promoted Rural tourism In Asturias It seems to lose bellows. AND clearly. Although the photo of recent years is distorted by COVID, the housing of the principality specialized in this type of tourism have seen how His activity descended until they were driving before the pandemic. At least according to INE data. It is not so much a “puncture” in the flow of travelers and in that of the rooms (They last less) and the loss of interest in the national market. The phenomenon is interesting because it coincides with another or even more media: complaints in a large part of the peninsular northern ( Galicia to Cantabria or in your own Asturias) For precisely the opposite, the effects of tourist massification. While in Cantabria they cry for not being “The North Ibiza” And Galicia complains about The “fodechinchos”inside and the Asturian mountain the hoteliers cry out for measures that avoid the slow decline of rural tourism. An icon in low hours. A quick search arrives on Google to verify that rural tourism does not go through its best moment in Asturias. TO The news of the Regional Press about The fall of activity those in the sector claiming are added “Specific aids” and those of the Principality trying to reassure him. In fact, in January Adrián Barbón He promised to “rethink” rural tourism of the region “to recover thrust.” Shortly after its executive announced a Bond program With discounts designed to encourage demand. That the situation of the sector arouses so much interest in the Principality is more than understandable. In the mid -80s, and thanks largely to your campaign “Asturias Paraíso Natural”the community managed to make a place in a sector in which until then the tourism of Sun and beach prevailed. Today Asturias adds hundreds of establishments with thousands of places (in August the INE computed almost 1,400 and 14,800respectively) and stands out for its volume of rural houses per capita. What do the data say? That the sector has known better times. The INE shows that last year the Rural Accommodations of Asturias received some 304,000 travelers who paid for 924,400 overnight stays. The first data is not exactly bad. It is a slight increase of 1.7% compared to 2023 and is online of 2019. The second worries. In a Growth scenario The number of hired nights fell 3.2% year -on -year and remains away from the almost 975,000 overnight stays that the sector managed in 2019. The 2025 start has not been especially good. During the first quarter the volume of travelers and overnight stays fell with respect to last year, although the data should be handled cautiously. First because in 2024 Holy Week, a period of strong tourist demand, fell in March and this year did so in April. Second because There may be variations important from one month to another. In fact the Principality He has checked already for the growth of February. “Very black winter”. The truth is that the sector is far from satisfied. Recently the president of the EO-Porcia association implied in An interview with eldiario.es that the balance has been of everything but good in recent months. “50% of the peoples that are still inhabited today are for rural tourism. Fixed population and allows you I recognized. In its own accommodations, three apartments and a house, it did not register any reserve between the Bridge of the Constitution and last Holy Week. Looking for the causes. The big question is … What are you due to these data from the sector, especially overnight stays? Why if in August 2001 the average stay In rural accommodations, was 6.13 days passed to 4.76 in 2019 and 4.24 last year? For Ana Llanoof the Fuentes del Narcea Association, one of the keys is the change in demand. Tourists are looking for different things today during their vacations. Or rather, it does so at a different rhythm and way. “Before people came to spend the summer, to spend a few days in nature, to enjoy the house themselves. Now people want regrets In eldiario.es. His comment is in tune with the data on the duration of the rooms and another key indicator: the overnight stays fall in the rural one, but grow in the set of Asturias. “They end rural tourism”. To that challenge others are added: the de -stationalization, the need to enrich the offer with packages or the competition of other types of accommodation, such as Tourist housing (VUT) or the “illegal establishments” that (precisely by acting outside the administration) also blur the balance of the sector. There are those who speak of tens only between Vegadeo and Navia and who focuses the focus on the VUT. “They are ending rural tourism,” they said recently From the sector to The voice. Foreign lifeguard. The general photo leaves another interesting nuance. Asturian rural accommodations may be invoiced today less overnight than before pandemic, but that fall is mainly due to domestic demand. The nights hired by Spaniards fall, but those reserved by tourists from outside the country have grown considerably. With that backdrop last autumn the Principality launched A campaign aimed above all to the Asturian themselves. His slogan: “Are you sure you know Asturias?” When tourism does not arrive. The case of Asturias is interesting for something else. Between record tourism data and with the open debate on the effect of the sector on the real estate market, over the last years in much of Spain they have happened The protests against tourist. Especially in points such as the Canary Islands or Balearic Islands, but also in areas of the North, including Galicia or Cantabria, where the saturation of certain points has become a matter of debate. The Asturian rural and interior situation leaves a key question: what happens when tourism stops arriving or comes less? What if the Fodechinchos Do they stop traveling or areas that have developed … Read more

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