The transforming potential of the AI ​​is right in what we do not see

In 2017, while imparting an Aerospace Engineering course, Catherine Garland realized that their students did not know where they had kept their projects. Moreover, he realized that they didn’t even understand the question. He commented with his teammates and together they discovered that the problem was Much more widespread What they could imagine. “The concept of files of files and directories, essential for the understanding of computers by previous generations, was a gallimatism for modern students,” They explained. The students did not feel the need to organize anything, because they were enough to know the name of the file so that Windows Search either Spotlighth in macOS Locate the document they wanted to access. At that time we did not realize, but that small generational change is key to understanding that the impact of ‘Deep Research’ type tools goes far beyond intellectual work. The great disorder Adrian Sulyok Many years before all this, in a huge Las Vegas warehouse some operators tried to organize 1,500,000 boxes of shoes. Zappos technicians, which for years have been A reference of the Internet sale in the USThey experienced with several taxonomies and organizational systems, but none of them managed to satisfy them completely. Every day, “new shoes arrived and old shoes came out, the stations changed and with them the styles. When a supplier created a new line, you did not simply move everything down to make room next to the previous line. When a line was interrupted There was no way to recover everything to fill that space. ” They discovered that the only way to adapt To the market movements efficiently was to reorganize the warehouse every time there was one. And, of course, that was unsustainable. What they did was exactly the same as Garland’s students, randomly place their shoe boxes and use a database to determine where each aja was in case of needing: a chaotic warehouse and a search engine. As Chris Anderson said in his system analysis“random access (which) works best for bits in disc units, is also excellent for atoms in warehouses.” And this has implications. If we take into account that Now we create more data than ever And that, in modern economies, knowledge is the “main necessary input” for production, the really interesting question is why we do not hug the great disorder. Where is the knowledge? Gabriella Clare Marino The problem, as Luis Garicano explained A few months ago, “that knowledge (key in productive systems) is rooted in individuals who have limited time to work.” Although nobody often realized it, the big question we have asked ourselves again and again For more than 200 years it is: “How do we organize to better use that knowledge?” And, for these purposes, when we talk about knowledge we do not talk about anything theoretical; We refer to “the ability to solve the problems that arise naturally in any process”, of know-how, knowing how to do things. It doesn’t matter if it is a doctor in the face of a disease, a plumber in the face of a leak or an administrative in front of a form. So far we have solved it based on dividing the work, creating economies of scale and building stable production chains. That is: based on forming Hyperspecialists in specific processesto allow them to work as much as possible in their field of experience and to ensure that there is a structured (and simple) way that these processes are gathered with each other. If we think of abstract, it is a system very similar to that of folders and directories. If we think about the productive social structure of humanity as a huge machine to process information, transmit it and distribute it, we realize that everything is involved in boxes. Its structure is based on knowledge hierarchies (Engineers above operators), on access routes (long productive chains to move goods, services or people between departments), directories (platforms and logistics networks) and well -segmented transformation processes. When the model does not give more of itself In this way, a production chain is not only a succession of machines, companies and processes: it is a way to structure knowledge, that each person knows what they have to know at the time and the place that is needed to manufacture any product. That is A very good idea And with enormous potential: it is enough to see the productivity boom that lived in the last century. The problem is that, as in the shoes warehouse, it also has problems. Each new process, each technological innovation, each productive sector that ceases to be useful … Add complexity to the management of that thick knowledge tree which is the globalized society. The intuition that “great disorder” could make a lot of sense in the current context is on the table for years. The great “but” has always been that, to the extent that knowledge adhered to individuals, we could not extract it, process it and organize it as Zappos did. Or, rather, we couldn’t. And then the AI ​​arrived And, before her, the digitalization of knowledge and monitoring of the work of tens of millions of people. With all those data under your arm, New artificial intelligence functionalities “They suppose a shot to the flotation line of much of the current intellectual work.” And, as I said Our partner Javier LacortBeyond the incremental improvements, we talk about systems that “can navigate the web, analyze multiple sources, synthesize information and produce detailed reports on a matter. And with a level of sophistication that is dangerously approaching the work of many human analysts. In any field. “ In the end, we see an analogous process that occurred with the search engines. Where we used to need an encyclopedia and a series of “physical” bridges to get to knowledge (editorials, distributors, etc.) suddenly there was only one search box. This relational change with the knowledge that opened us to “great disorder” takes one step with the AI. We are … Read more

Marijuana was for years one of the most potential industries in the United States. Now has entered Barrena

HE Curves come For him cannabis sector In the United States. Curved and slippery curves that will make it difficult for companies focused on that market for two reasons, both equally challenging. One is the imminent expiration of debt they face and that some experts encrypt in 6,000 million dollars. The other is The legal framework in which they are forced to operate, a context that deprives them of some of the advantages and facilities that companies in other sectors do in trouble. There are those who already talk about bubble burst of cannabis in the US and fears that a bankruptcy waterfall now arrives. A sector in trouble. There are no quiet times for the American cannabis industry, forced to deal with a series of challenges, including financing, debt expiration and laws. Bloomberg explains in A broad analysis which is summarized in a single sentence: companies in the sector face the need to deal with a millmillionary debt without the ‘Legal oxygen ball that they would have if their activity were another. What does that mean? That because of the nature of his merchandise, cannabis, which It is still illegal In the eyes of the federal administration, companies in the sector face a particularly vulnerable situation when they have to deal with their creditors. Most businesses can resort to the bankruptcy court and shield themselves to renegotiate their debt; But like Remember From the firm Harris Beach Murtha, the companies dedicated to cannabis do not usually enjoy the protection of the US bankruptcy code. “To date, US courts have been reluctant to administer bankrupt confirm In Fox Rothschild. “Virtually all bankruptcy cases involving a restructuring or sale of cannabis -related entities Controlled Substances Lawthe CSA “. A figure: 6,000 million. This handicap, derived from the legal status of its merchandise at the federal level, is important right now because the sector faces the perspective of having to deal with a quite considerable debt in not much time. According to the calculations Shared with Bloomberg By Beau Whitney, chief economist of Whitney Economicsnext year will overcome a debt of up to 6,000 million dollars. And the figure includes only the largest companies in the sector, those that operate in several states. And two percentages: 42 and 27%. That default figure (6,000 million dollars) is bulky, but alone it does not say much. If it is so important, it is because it catches the sector at a complex moment in which at least part of the industry has not yet managed to market legal marijuana a stable business. Whitney handles A couple of data They help to understand it: if in 2022 more than 42% of distributors claimed to have obtained benefits, last year that percentage had been reduced to 27%. They are figures from the past, but as Bloomberg requires They talk to us of the future of the sector: part of those companies that have not yet been able to consolidate will probably end up broken. Others will have no choice but to sit with their creditors in a scenario that is not favorable. “The refinancing of this cycle will be carried out at much higher interest rates and companies will not have the cash flow to manage it,” confirms the economistwhich speaks of “a huge debt bubble.” What is the legal scenario? Marijuana Policy Project (MPP), an US organization dedicated to promoting legalization, explains it clearly: “Although the vast majority of states have reformed the laws on cannabis, the position of the federal government has remained practically unchanged since the early 70s. Except for rare circumstances, at the federal level marijuana and its products are illegal and They are subject to the application of the criminal law. “ Despite this federal framework, MPP remembers that “state governments record and regulate the production and sales of cannabis.” Right now There are states in which it allows the consumption of marijuana for medical but not recreational purposes, others that have legalized both uses and also certain territories in which it is totally illegal. In A plane in which the regulatory framework of each of the states at the beginning of this year, the American Nonsmoker´s Rights Foundation (ANRF) calculated that there are 39 in which smoking is allowed at least for medicinal purposes. Looking to the future. The result of this difference in criteria between the Federal Administration and the states themselves derives in a complex scenario, Recognize MPPin which a person “can fulfill a set of laws on marijuana and at the same time violate another.” Until now the federal government has not considered that state regulations shock with the Supreme clause which is pronounced in its favor in the Constitution, which is explained in part because the cultivation and sale falls on private companies. Last year the Department of Justice He moved file For marijuana to be classified as a less dangerous substance, which would have direct effects on companies in the sector, reducing their expenses and favoring that many are “profitable”according to the industry itself. With the change of government and the arrival of Donald Trump to the White House (and his New prosecutor, Pam Bondi) An unknown is now opened. And what are the figures? Apart from the legal framework, the 6,000 million debt about to defeat calculated by Whitney They tell us about something else: the weight and implementation that has reached the sector in the US. Pew Research Center data show that eight out of 10 Americans (79% of the population, to be exact) have at least one store where they can buy marijuana in their county. Moreover, the same study center calculates that 54% of Americans He lives in a state that allows the recreational use of marijuana and around 15,000 dispensaries are distributed throughout the US, especially common on the west and northwest and points like Michigan or Oklahoma. The Flowhub firm in fact indicates that the legal cannabis industry is directly related to 440,400 jobs full -time and that in … Read more

An Australian company has discovered “very encouraging” lithium and rubidium amounts in Salamanca. The potential is huge

West of the province of Salamanca, near the border of Spain with Portugal, a finding that the Berkeley Australian company He has cataloged “very encouraging”. Significant amounts of lithium, essential for the manufacture of batteries, and rubidium, a scarce and strategic metal. The news. The Berkeley Energy mining group has found important concentrations of lithium and rubidium in a site in the province of Salamanca. These explorations are part of the Conchas project, which covers an area of ​​31 kilometers covered by sediments of the Cenozoic in the Ciudad Rodrigo region. The announcement, cataloged as “very encouraging” by the company, has fired its price 21% In the Australian bag. Why it is important. Lithium is the gold of the 21st century: an essential metal for the manufacture of batteries that has gone from feeding our electronic devices to boost electric vehicles and energy storage from renewable sources, so its demand is still increasing. But rubidium, in particular, is a metal of enormous strategic value. Because it is scarce and the time critical for sectors such as defense, medicine, telecommunications, Quantum computing and renewable energies. It is in atomic watches (GPS, missile guidance), photoelectric cells (night vision systems, Perosvkita solar panels), tomographies, ionic propulsion, data transmission … and its production is dominated by China. Now what. Berkeley has identified thick and shallow areas of lithium and rubidium, which facilitates its possible extraction, but not everything is said. The company will expand the polls and test the samples extracted to evaluate its metallurgical potential, a key step when determining the economic viability of the project. The results of these tests are expected to know this same quarter to define the following steps. It is not the only project. The Essential Metals Limited Australian company (Australia is one of the leading countries in lithium extraction) found high grade lithium to Villasrubias, a town in Salamanca that historically dedicated itself to tin extraction. “Perhaps it is the region, not only of Spain, but of Europe, which has the greatest number of critical raw materials identified, and that are listed by the European Union, due to their economic importance for the development of green energy and for the risk of dependence on third countries “, A project spokesman said. The environmental impact. Known for claiming one billion dollars in damages to the Spanish government after this prohibit the research and use of uraniumBerkeley has the support of the markets in the face of the discovery of lithium and rubidium, but will have to detail the environmental impact of its extraction if the project will continue. The extraction of lithium, in addition to altering the landscape, requires large amounts of water and can release heavy metals and acids in the soil. It would not be the first time that a project is filed for the risk for neighboring peoples, as has happened Until twice in Ávila Duela denunciation of environmental associations. Image | Bybyk (CC BY-CC 4.0), DNN87 (CC BY 3.0) In Xataka | In Salamanca there is a high -tech nuclear fuel bars factory that exports to all of Europe: we have visited it

How its mining potential makes it a key pawn in the EU in front of China

Surely if you hear about lithium, cobalt, nickel, copper, graphite or rare earth you know that they are currently the minerals and metals that dominate the market for their use in current technologies. In fact, here we have talked about all of them and, above all, of the dependence we have about China. But all that can change, because Spain has a treasure in its feet. A gold mine. Eye, what too, but It is not open yet. The point is that in the Spanish subsoil There are great critical mineral reservations Essential for the energy and digital transition, especially for the manufacture of batteries, solar panels, wind turbines and other resources. In this way, the role of Europe and Spain is redefined in the production of these minerals and a strategic autonomy in the European Union is ensured. In data. To be able to better understand how much we are talking, let’s go with The data. 17% of copper extracted in the EU comes from Spain, as well as 12% of zinc and 6% of lead. In addition, the Iberian country is the first European producer of fluoride and plaster, and the only one in Sepiolita and Celestina. As for Magnesita, the country contributes 24% of EU production, standing only behind Austria and Slovakia. In the case of Potassa, Spain generates 12% of the total European, complementing 88% produced by Germany. Mining in Spain. The mining tradition in the Iberian Peninsula comes from many years, we would have to go back to Roman empire. However, here we are going to talk about Spain and the mines, and of a more recent period of time, where mining has been in decline due to the outsourcing of the activity, but now it has resurfaced again. In addition, the Spanish nation has been reinforcing its mining industry with investments in the aforementioned minerals. As well as through regulatory measures such as National Energy and Climate Plan (PNIEC) and the Roadmap for sustainable management of mineral raw materials. The ‘golden’ province. If there is a province where metal mining is most concentrated, winning the title of “El Dorado” is undoubtedly Andalusia. The Autonomous Community It concentrates 90% of the value of national production In this sector. In recent years, mining companies have seen in the more than 257,000 hectares, an area to begin exploring and exploiting the mineral resources of the region. For years the research permits had been inactive, but the Junta de Andalucía has now facilitated its reactivation causing the south of the nation to be attractive again in a global context where metals are increasingly demanded. However, this activity raises questions about the balance between industrial development and the preservation of the environment, especially in sensitive areas such as Doñana National Park. In a more global context. The European Commission has identified more than thirty critical raw materials, of which 17 are strategic for the energy transition, due to its cost and the high risk involved in its interruption. Currently, much of these matters They are concentrated in countries like Chinathat controls 90% of the rare earth, and the Congo, main cobalt supplier. According to the report Mining for Climate: Decarbonisation Roadmap and Energy Outlook From Euromines, the European Union must intensify its efforts to achieve climatic objectives and guarantee its strategic autonomy, reducing the dependence of powers such as China and the United States in access to these critical resources. Other mining methods. The rise of mining has strengthened the economy and generated jobs. However, we know the environmental challenges that also pose this type of extractivist practices, such as soil degradation, Water consumption and the loss of biodiversity. For these reasons, there are other methods to obtain the necessary resources to develop current technologies, such as recycling batteries, Solar panels and Other electronic devices. Forecasts In this geopolitical board in which mineral resources has become, Spain is positioned as a key pawn for the EU in need of reducing dependence with China. However, it remains to be seen how its mining strategy raises to supply the European market, but always taking into account the care for the land. Image | Unspash Xataka | The US will reopen an antimony mine that had been closed for 30 years. It is a response to the coup received by China

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