{"id":407697,"date":"2022-02-19T18:00:51","date_gmt":"2022-02-19T15:00:51","guid":{"rendered":"https:\/\/en.buradabiliyorum.com\/ais-true-purpose-is-freeing-up-humans-to-find-the-biggest-problems\/"},"modified":"2022-02-19T18:00:51","modified_gmt":"2022-02-19T15:00:51","slug":"ais-true-purpose-is-freeing-up-humans-to-find-the-biggest-problems","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/ais-true-purpose-is-freeing-up-humans-to-find-the-biggest-problems\/","title":{"rendered":"#AI\u2019s true purpose is freeing up humans to find the biggest problems"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_89 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6af4e57596ca6\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #dd3333;color:#dd3333\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #dd3333;color:#dd3333\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6af4e57596ca6\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/buradabiliyorum.com\/en\/ais-true-purpose-is-freeing-up-humans-to-find-the-biggest-problems\/#Measuring_intelligence_with_tests\" >Measuring intelligence with tests<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/buradabiliyorum.com\/en\/ais-true-purpose-is-freeing-up-humans-to-find-the-biggest-problems\/#Mapping_problems_to_solutions\" >Mapping problems to solutions<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/buradabiliyorum.com\/en\/ais-true-purpose-is-freeing-up-humans-to-find-the-biggest-problems\/#Humans_are_problem_finders_AIs_are_problem_solvers\" >Humans are problem finders, AIs are problem solvers<\/a><\/li><\/ul><\/nav><\/div>\n<p>&#8220;<strong>#AI\u2019s true purpose is freeing up humans to find the biggest problems<\/strong>&#8221;<\/p>\n<div>\n                            Last week\u2019s announcement of AlphaCode, DeepMind\u2019s source code\u2013generating deep learning system, created a lot of excitement\u2014some of it unwarranted\u2014surrounding advances in artificial intelligence.<\/p>\n<p>As I\u2019ve mentioned in my deep dive on <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/bdtechtalks.com\/2022\/02\/07\/deepmind-alphacode-competitive-programming\/\">AlphaCode<\/a>, DeepMind\u2019s researchers have done a great job in bringing together the right <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/technology\/\" data-internallinksmanager029f6b8e52c=\"4\" title=\"Technology\" target=\"_blank\" rel=\"noopener\">technology<\/a> and practices to create a machine learning model that can find solutions to very complex problems.<\/p>\n<p>However, the sometimes-bloated coverage of AlphaCode by the <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/social-mediaa\/\" data-internallinksmanager029f6b8e52c=\"1\" title=\"Social Media\" target=\"_blank\" rel=\"noopener\">media<\/a> highlights the endemic problems with framing the growing capabilities of artificial intelligence in the context of competitions meant for humans.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Measuring_intelligence_with_tests\"><\/span>Measuring intelligence with tests<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>For decades, AI researchers and scientists have been searching for tests that can measure progress toward <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/bdtechtalks.com\/2020\/05\/13\/what-is-artificial-general-intelligence-agi\/\">artificial general intelligence<\/a>. And having envisioned AI in the image of the human mind, they have turned to benchmarks for human intelligence.<\/p>\n<p>Being multidimensional and subjective, human intelligence can be difficult to measure. But in <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/general\/\" data-internallinksmanager029f6b8e52c=\"3\" title=\"General\" target=\"_blank\" rel=\"noopener\">general<\/a>, there are some tests and competitions that most people agree are indicative of good cognitive abilities.<\/p>\n<p>Think of every competition as a function that maps a problem to a solution. You\u2019re provided with a problem, whether it\u2019s a chessboard, a go board, a programming challenge, or a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/bdtechtalks.com\/2019\/09\/09\/aristo-ai-science-exam\/\">science question<\/a>. You must map it to a solution. The size of the solution space depends on the problem. For example, go has a much larger solution space than chess because it has a larger board and a bigger number of possible moves. On the other hand, programming challenges have an even vaster solution space: There are hundreds of possible instructions that can be combined in nearly endless ways.<\/p>\n<p>But in each case, a problem is matched with a solution and the solution can be weighed against an expected outcome, whether it\u2019s winning or losing a <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/game\/\" data-internallinksmanager029f6b8e52c=\"7\" title=\"Game\" target=\"_blank\" rel=\"noopener\">game<\/a>, answering the right question, maximizing a reward, or passing the test cases of the programming challenge.<\/p>\n<figure class=\"post-image post-mediaBleed aligncenter\"><img decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-1380812 js-lazy\" alt=\"A game in progress on a Go board\" width=\"1280\" height=\"707\" sizes=\"auto, (max-width: 1280px) 100vw, 1280px\" src=\"https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2022\/02\/go-g5b4575188_1280.jpg\" srcset=\"https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2022\/02\/go-g5b4575188_1280.jpg 1280w, https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2022\/02\/go-g5b4575188_1280-280x155.jpg 280w, https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2022\/02\/go-g5b4575188_1280-244x135.jpg 244w, https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2022\/02\/go-g5b4575188_1280-489x270.jpg 489w, https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2022\/02\/go-g5b4575188_1280-796x440.jpg 796w\"\/><figcaption><a rel=\"nofollow noopener\" target=\"_blank\" href=\"#\" data-url=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Feditorial.thenextweb.com%2Fneural%2F2022%2F02%2F19%2Fais-true-purpose-is-freeing-up-humans-to-find-the-biggest-problems%2F&amp;via=thenextweb&amp;related=thenextweb&amp;text=Check out this picture on: A game in progress on a Go board. Image via Pixabay\" data-title=\"Share A game in progress on a Go board. Image via Pixabay on Twitter\" data-width=\"685\" data-height=\"500\" class=\"post-image-share popitup\" title=\"Share A game in progress on a Go board. Image via Pixabay on Twitter\"><i class=\"icon icon--inline icon--twitter--dark\"\/><\/a>A game in progress on a Go board. Image via <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/pixabay.com\/photos\/go-board-game-board-games-game-3339748\/\">Pixabay<\/a><\/figcaption><noscript><img decoding=\"async\" loading=\"lazy\" class=\"size-full wp-image-1380812\" src=\"https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2022\/02\/go-g5b4575188_1280.jpg\" alt=\"A game in progress on a Go board\" width=\"1280\" height=\"707\" srcset=\"https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2022\/02\/go-g5b4575188_1280.jpg 1280w, https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2022\/02\/go-g5b4575188_1280-280x155.jpg 280w, https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2022\/02\/go-g5b4575188_1280-244x135.jpg 244w, https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2022\/02\/go-g5b4575188_1280-489x270.jpg 489w, https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2022\/02\/go-g5b4575188_1280-796x440.jpg 796w\"\/><\/noscript><\/figure>\n<p>When it comes to us humans, these competitions really test the limits of our intelligence. Given the computational limits of the brain, we can\u2019t brute-force our way through the solution space. No chess or go player can evaluate millions or thousands of moves at each turn in a reasonable amount of time. Likewise, a programmer can\u2019t randomly check every possible set of instructions until one results in the solution to the problem.<\/p>\n<p>We start with a reasonable intuition (<a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/bdtechtalks.com\/2021\/09\/20\/myth-of-artificial-intelligence-erik-larson\/\">abduction<\/a>), match the problem to previously seen patterns (induction), and <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/download-scripts-themes-apps\/\" data-internallinksmanager029f6b8e52c=\"9\" title=\"Download Scripts &amp; Themes &amp; Apps\" target=\"_blank\" rel=\"noopener\">app<\/a>ly a set of known rules (deduction) continuously until we refine our solution to an acceptable solution. We hone these skills through training and practice, and we become better at finding good solutions to the competitions.<\/p>\n<p>In the process of mastering these competitions, we develop many general cognitive skills that can be applied to other problems, such as planning, strategizing, design patterns, theory of mind, synthesis, decomposition, and critical and abstract thinking. These skills come in handy in other real-world settings, such as business, education, scientific research, product design, and the military.<\/p>\n<p>In more specialized fields, such as math or programming, tests take on more practical implications. For example, in coding competitions, the programmer must decompose a problem statement into smaller parts, then design an algorithm that solves each part and put it all back together. The problems often have interesting twists that require the participant to think in novel ways instead of using the first solution that comes to mind.<\/p>\n<p>Interestingly, a lot of the challenges you\u2019ll see in these competitions have very little to do with the types of code programmers write daily, such as pulling data from a database, calling an API, or setting up a web server.<\/p>\n<p>But you can expect a person who ranks high in coding competitions to have many general skills that require years of study and practice. This is why many companies use coding challenges as an important tool to evaluate potential hires. Otherwise said, competitive coding is a good proxy for the effort that goes into making a good programmer.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Mapping_problems_to_solutions\"><\/span>Mapping problems to solutions<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>When competitions, games, and tests are applied to artificial intelligence, the computational limits of the brain no longer apply. And this creates the opportunity for shortcuts that the human mind can\u2019t achieve.<\/p>\n<p>Take chess and go, two board games that have received much attention from the AI community in the past decades. Chess was once called the drosophila of artificial intelligence. In 1996, DeepBlue defeated chess grandmaster Garry Kasparov. But DeepBlue did not have the general cognitive skills of its human opponent. Instead, it used the sheer computational power of IBM\u2019s supercomputers to evaluate millions of moves every second and choose the best one, a feat that is beyond the capacity of the human brain.<\/p>\n<p>At the time, scientists and futurists thought that the Chinese board game go would remain beyond the reach of AI systems for a good while because it had a much larger solution space and required computational power that would not become available for several decades. They were proven wrong in 2016 when <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/bdtechtalks.com\/2019\/01\/02\/humanizing-ai-deep-learning-alphazero\/\">AlphaGo defeated go grandmaster Lee Sedol<\/a>.<\/p>\n<p>But again, AlphaGo didn\u2019t play the game like its human opponent. It took advantage of advances in machine learning and computation hardware. It had been trained on a large dataset of previously played games\u2014a lot more than any human can play in their entire life. It used <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/bdtechtalks.com\/2021\/09\/02\/deep-reinforcement-learning-explainer\/\">deep reinforcement learning<\/a> and Monte Carlo Tree Search (MCTS)\u2014and again the computational power of Google\u2019s servers\u2014to find optimal moves at each turn. It didn\u2019t do a brute-force survey of every possible move like DeepBlue, but it still evaluated millions of moves at every turn.<\/p>\n<p>AlphaCode is an even more impressive feat. It uses transformers\u2014a type of deep learning architecture that is especially good at processing sequential data\u2014to map a natural language problem statement to thousands of possible solutions. It then uses filtering and clustering to choose the 10 most-promising solutions proposed by the model. Impressive as it is, however, AlphaCode\u2019s solution-development process is very different from that of a human programmer.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Humans_are_problem_finders_AIs_are_problem_solvers\"><\/span>Humans are problem finders, AIs are problem solvers<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<figure class=\"post-image post-mediaBleed aligncenter\"><img decoding=\"async\" class=\"aligncenter js-lazy\" alt=\"alphacode hyped headlines\" src=\"https:\/\/i0.wp.com\/bdtechtalks.com\/wp-content\/uploads\/2022\/02\/alphacode-hyped-headlines.jpg?resize=696%2C435&amp;ssl=1\"\/><noscript><img decoding=\"async\" class=\"aligncenter\" src=\"https:\/\/i0.wp.com\/bdtechtalks.com\/wp-content\/uploads\/2022\/02\/alphacode-hyped-headlines.jpg?resize=696%2C435&amp;ssl=1\" alt=\"alphacode hyped headlines\" srcset=\"\"\/><\/noscript><\/figure>\n<p>When thought of as the equivalent of human intelligence, advances in AI lead us to all kinds of wrong conclusions, such as robots taking over the world, <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/bdtechtalks.com\/2021\/01\/28\/deep-learning-explainer\/\">deep neural networks<\/a> becoming conscious, and AlphaCode being as good as an average human programmer.<\/p>\n<p>But when viewed in the framework of searching solution spaces, they take on a different meaning. In each of the cases described above, even if the AI system produces outcomes that are similar to or better than those of humans, the process they use is very different from human thinking. In fact, these achievements prove that when you reduce a competition to a <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/bdtechtalks.com\/2019\/03\/25\/richard-sutton-artificial-intelligence-research\/\">well-defined search problem<\/a>, then with the right algorithm, rules, data, and computation power, you can create an AI system that can find the right solution without going through any of the intermediary skills that humans acquire when they master the craft.<\/p>\n<p>Some might dismiss this difference as long as the outcome is acceptable. But when it comes to solving real-world problems, those intermediary skills that are taken for granted and not measured in the tests are often more important than the test scores themselves.<\/p>\n<p>What does this mean for the future of human intelligence? I like to think of AI\u2014at least in its current form\u2014as an extension instead of a replacement for human intelligence. Technologies such as AlphaCode <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/bdtechtalks.com\/2021\/03\/29\/ai-algorithms-representations-herbert-roitblat\/\">cannot think about and design their own problems<\/a>\u2014one of the key elements of human creativity and innovation\u2014but they are very good problem solvers. They create unique opportunities for very productive cooperation between humans and AI. Humans define the problems, set the rewards or expected outcomes, and the AI helps by finding potential solutions at superhuman speed.<\/p>\n<p>There are several interesting examples of this symbiosis, including <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/bdtechtalks.com\/2021\/06\/14\/google-reinforcement-learning-ai-chip-design\/\">a recent project<\/a> in which Google\u2019s researchers formulated a chip floor-planing task as a game and had a reinforcement learning model evaluate numerous potential solutions until it found an optimal arrangement. Another popular trend is the emergence of tools like AutoML, which automate aspects of developing machine learning models by searching for optimal configurations of architecture and hyperparameter values. AutoML is making it possible for people with little experience in data <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/sciencee\/\" data-internallinksmanager029f6b8e52c=\"5\" title=\"Science\" target=\"_blank\" rel=\"noopener\">science<\/a> and machine learning to develop ML models and apply them to their applications. Likewise, a tool like AlphaCode will provide programmers to think more deeply about specific problems, formulate them into well-defined statements and expected results, and have the AI system generate novel solutions that might suggest new directions for application development.<\/p>\n<p>Whether these incremental advances in deep learning will eventually lead to AGI remains to be seen. But what\u2019s for sure is that the maturation of these technologies will gradually create a shift in task assignment, where humans become problem finders and AIs become problem solvers.<\/p>\n<p><em>This article was originally published by Ben Dickson on<span>\u00a0<\/span><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/bdtechtalks.com\/\">TechTalks<\/a>, a publication that examines trends in technology, how they affect the way we live and do business, and the problems they solve. But we also discuss the evil side of technology, the darker implications of new tech, and what we need to look out for. You can read the original article\u00a0<a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/bdtechtalks.com\/2022\/02\/14\/ai-humans-problem-solvers-problem-finders\/\">here.<\/a><\/em>\n                        <\/div>\n<p><script async src=\"\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<blockquote><p><strong><span style=\"color: #ff6600;\">If you liked the article, do not forget to share it with your friends. Follow us on\u00a0<span style=\"color: #ff0000;\"><a style=\"color: #ff0000;\" href=\"https:\/\/news.google.com\/publications\/CAAqBwgKMLG0nwswvr63Aw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Google News<\/a><\/span>\u00a0too, click on the star and choose us from your favorites.<\/span><\/strong><\/p><\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\">For forums sites go to <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/forum.buradabiliyorum.com\/\" target=\"_blank\" rel=\"noopener\">Forum.BuradaBiliyorum.Com<\/a><\/span><\/strong><\/p>\n<\/blockquote>\n<blockquote>\n<p style=\"text-align: center;\"><strong>If you want to read more like this article, you can visit our <span style=\"color: #ff9900;\"><a style=\"color: #ff9900;\" href=\"https:\/\/en.buradabiliyorum.com\/technology\/\" target=\"_blank\" rel=\"noopener\">Technology category.<\/a><\/span><\/strong><\/p>\n<\/blockquote>\n<p><span style=\"color: black;\"><a style=\"color: #ff9900;\" href=\"https:\/\/thenextweb.com\/news\/ais-true-purpose-is-freeing-up-humans-to-find-the-biggest-problems\" target=\"_blank\" rel=\"noopener\">Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>&#8220;#AI\u2019s true purpose is freeing up humans to find the biggest problems&#8221; Last week\u2019s announcement of AlphaCode, DeepMind\u2019s source code\u2013generating deep learning system, created a lot of excitement\u2014some of it unwarranted\u2014surrounding advances in artificial intelligence. As I\u2019ve mentioned in my deep dive on AlphaCode, DeepMind\u2019s researchers have done a great job in bringing together the&#8230;<\/p>\n","protected":false},"author":1,"featured_media":407698,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/img-cdn.tnwcdn.com\/image\/neural?filter_last=1&fit=1280,640&url=https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2022\/02\/AI-and-humans-solving-problems.jpg&signature=9a82a94a0971430cf989ec3c698bde57","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[],"class_list":["post-407697","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology"],"_links":{"self":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/407697","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/comments?post=407697"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/407697\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/407698"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=407697"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=407697"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=407697"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}