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AI can solve partial differential equations thousands of times faster than before, and partial differential equations play an important role in engineering and science. In a recent study, scientists from Johns Hopkins University in the United States have developed a new artificial intelligence (AI) model called "Differential Mapping Operator Learning" (DIMON), which can solve complex partial differential equations on personal computers, thousands of times faster than before, and is expected to "show its talents" in the fields of aerospace, automobiles and medicine. Related papers were published in the journal Nature Computational Science published on the 9th.In 2024, the number of cases of dengue fever in Brazil exceeded 6.76 million. On December 10, local time, according to the latest data from the Brazilian Ministry of Health, this year, the number of suspected and confirmed cases of dengue fever in Brazil rose to 6,763,743, and the number of deaths rose to 5,950, with another 1,091 deaths to be verified. In 2024, the number of cases of dengue fever infection in Brazil reached a record high since the country's epidemic record, which was three times that of 2023. The death toll of dengue fever has also reached a record high, four times that of 2023. The regions with the highest infection rates are federal capital territory, minas gerais, Balana and Sã o Paulo.Huatai Securities: The policy overweight boosts consumption and is optimistic about the four main lines. Huatai Securities Research Report said that with the continuous efforts of promoting consumption policies, the large consumer sector ushered in the configuration window period and continued to be optimistic about the basic orientation and valuation repair of the consumer sector. It is suggested to pay attention to four main investment lines: 1) the rise of domestic products: the strength and brand power of domestic products in beauty care, home appliances, pets, textiles and clothing are constantly improving, occupying consumers' minds against the trend, and domestic products continue to lead; 2) Emotional consumption: the products on the supply side are continuously iterated, and the goods/services are built as a medium to convey emotional value, and the consumption on the demand side is superimposed to promote the continuous expansion of the tide play /IP economy; 3) New cost performance: The consumption concept of residents is becoming more and more rational, and the quality-price ratio has become the core of consumption decision-making. The new cost performance consumption focusing on "good but not expensive" is expected to continue to grow rapidly; 4) Consumption going to sea: Going to sea has become a necessary topic for consumer enterprises. Under the two-way catalysis of supply and demand, China enterprises are actively participating in global market competition and paying attention to brand/culture/service going to sea.

A new generation of quantum chips has achieved a breakthrough in error correction capability. According to a paper published in Nature magazine on the 10th, Google's latest generation of quantum chips has achieved a breakthrough in error correction capability, that is, the error is suppressed below a critical threshold. This quantum error correction function is considered as a necessary condition to realize the practical application of quantum computing in the future. After the performance of the chip is expanded, it may be able to promote the operation requirements of large-scale fault-tolerant quantum computing.Xie Yunliang, macro chief analyst of Cinda Securities, said that historically, the establishment of a "moderately loose" policy orientation needs to meet two major conditions, namely, the domestic pressure to stabilize prices is high and the foreign Federal Reserve is in a loose cycle. At present, it is judged that both situations may exist next year.Galaxy Securities: Pay attention to investment opportunities in the fields of cement, consumer building materials, glass fiber, etc. The Galaxy Securities Research Report pointed out that 1) Cement: the price continues to push up, and the northern region has entered the winter peak-shifting stage. In November, the weather gradually turned cold, and the downstream market demand dropped slightly. Most provinces in the north have entered the stage of winter peak-shifting and kiln-stopping, and the kiln-stopping rate is above 80%. Under the background of improving supply and demand in the industry, cement enterprises continue to push up cement prices. 2) Consumer building materials: The retail end continued to improve month on month. In October, the retail sales of building and decoration materials decreased by 5.8% year-on-year and increased by 4.9% quarter-on-quarter. Recently, with the stabilization of commercial housing sales, the demand for consumer building materials has improved. 3) Glass fiber: the price of roving rose slightly at the end of the month, and the price of electronic yarn was temporarily stable. In November, the demand for wind power yarn and thermoplastic yarn was stable, but the demand for traditional building materials was still under pressure, which led to the general demand for roving. There are resumption of production and new ignition production lines within the month, and the annual production capacity has increased; Near the end of the month, glass fiber enterprises issued a notice of re-pricing roving and products. It will take some time for the new price to land, but it will have a certain driving effect on demand and price in the short term. 4) Float glass: at the end of the year, work will continue to support the market demand and the inventory of enterprises will be improved. In November, work was rushed to support the demand of float glass terminal, but the middle and lower reaches mainly digested the previous inventory, and the purchasing enthusiasm declined. In the context of the contradiction between supply and demand in the industry, the production capacity has been significantly reduced, and the inventory pressure of float glass enterprises has improved. Suggested attention: Beixin Building Materials, CONCH, China Jushi, etc.

During the year, there were 461 new indices, and the index investment fever continued to climb. On December 10th, in order to meet the investment demand of diversified indices, CSI Index Co., Ltd. officially released five new indices, including CSI 1000 Growth Index, CSI 1000 Value Index, CSI 2000 Growth Index, CSI 2000 Value Index and CSI 1000 Quality Balance Strategy Index. With the "listing" of the above five indexes, the number of newly-issued indexes reached 461 during the year, covering categories such as strategy, style, scale, industry, theme and other fixed-income indexes; Related index asset classes include stocks, fixed income, funds and futures. At the same time, the secondary market, this year, the heat of indexed investment is also high. Looking forward to the future, with the continuous vigorous growth of market demand and unabated heat, and the precise guidance and strong support from the supervisory level, the indexed investment ecology will become more and more perfect. (Securities Daily)Guotai Junan: From policy expectation to focusing on performance, the marginal improvement of mass goods, Guotai Junan said, from policy expectation to focusing on performance, the marginal improvement of mass goods, stable drinks, marginal decline of alcohol, configuration: mass goods > beer & drinks > liquor, first grow before value, first choose snacks, certain preferred condiments, drinks and beer, and gradually lay out liquor: under low expectation, the layout is oversold and the valuation target is low, which is steady. Popular products: 1) Snacks and some condiments are preferred. 2) beer and drinks. 3) tobacco.After the strike ended, the delivery of Boeing aircraft dropped to 13 in November. On Tuesday, Boeing reported that it delivered 13 commercial jets in November, less than a quarter of the 56 jets delivered to customers 12 months ago. The number of deliveries in October decreased from 14 in October, when most of the company's aircraft production was still in a state of suspension, and 33,000 factory workers went on strike for seven weeks, which ended on November 5. Boeing shares closed up 4.5% on Tuesday. The aircraft manufacturer said that after weeks of methodical preparations, the company restarted the production of the 737 MAX and loaded the new fuselage into the Renton factory in Seattle.