{"id":595075,"date":"2023-10-20T13:49:43","date_gmt":"2023-10-20T10:49:43","guid":{"rendered":"https:\/\/en.buradabiliyorum.com\/why-ai-progress-hitting-the-brakes-is-more-likely-than-world-domination\/"},"modified":"2023-10-20T13:49:43","modified_gmt":"2023-10-20T10:49:43","slug":"why-ai-progress-hitting-the-brakes-is-more-likely-than-world-domination","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/why-ai-progress-hitting-the-brakes-is-more-likely-than-world-domination\/","title":{"rendered":"#Why AI progress hitting the brakes is more likely than world domination"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 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-6a349e41b585b\" 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-6a349e41b585b\" 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\/why-ai-progress-hitting-the-brakes-is-more-likely-than-world-domination\/#Why_more_data_centres_isnt_the_answer\" >Why more data centres isn\u2019t the answer<\/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\/why-ai-progress-hitting-the-brakes-is-more-likely-than-world-domination\/#Think_inside_the_box\" >Think inside the box<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/buradabiliyorum.com\/en\/why-ai-progress-hitting-the-brakes-is-more-likely-than-world-domination\/#1_Designing_custom_chips_for_AI\" >1. Designing custom chips for AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/buradabiliyorum.com\/en\/why-ai-progress-hitting-the-brakes-is-more-likely-than-world-domination\/#2_Improving_data_transfer_capacity\" >2. Improving data transfer capacity<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/buradabiliyorum.com\/en\/why-ai-progress-hitting-the-brakes-is-more-likely-than-world-domination\/#The_growing_pains_of_cutting-edge_tech\" >The growing pains of cutting-edge tech<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/buradabiliyorum.com\/en\/why-ai-progress-hitting-the-brakes-is-more-likely-than-world-domination\/#So_are_we_moving_fast_enough_to_avoid_the_crunch\" >So, are we moving fast enough to avoid the crunch?<\/a><\/li><\/ul><\/nav><\/div>\n<p><img decoding=\"async\" src=\"https:\/\/img-cdn.tnwcdn.com\/image?fit=796%2C417&amp;url=https%3A%2F%2Fcdn0.tnwcdn.com%2Fwp-content%2Fblogs.dir%2F1%2Ffiles%2F2023%2F10%2FAIcapacitycrunch-e1697798324907.jpg&amp;signature=97178b6940bf086ab0719c3bbe9bdc32\" \/><\/p>\n<div id=\"article-main-content\">\n                            <span style=\"font-weight: 400;\">There\u2019s a looming global computing capacity crunch that cannot be sustainably addressed the way we\u2019re doing things right now.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Simply put, between artificial intelligence (AI) models growing exponentially and an ongoing global digital transformation, data centres are running out of space. Their vacancy rates are hitting <\/span><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.cbre.com\/insights\/reports\/global-data-center-trends-2023\"><span style=\"font-weight: 400;\">record-lows<\/span><\/a><span style=\"font-weight: 400;\"> and prices are rising in response to demand, which is cause for much unease among <\/span><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/venturebeat.com\/ai\/report-tech-leaders-worry-the-industry-may-run-out-of-compute-power-in-the-next-decade\/\"><span style=\"font-weight: 400;\">tech leaders<\/span><\/a><span style=\"font-weight: 400;\">.\u00a0\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If this trend continues, at some point, we will reach a juncture where we can no longer accomplish all the things that <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/technology\/\" data-internallinksmanager029f6b8e52c=\"4\" title=\"Technology\" target=\"_blank\" rel=\"noopener\">technology<\/a> theoretically allows us to do, because our capacity to process data will be constrained.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Perhaps the biggest worry is that AI\u2019s transformative potential, which we\u2019re only just beginning to tap into, will be throttled by purely physical constraints. This will hinder new discoveries and the development of more advanced machine learning (ML) models, which is bad <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/news\/\" data-internallinksmanager029f6b8e52c=\"2\" title=\"News\" target=\"_blank\" rel=\"noopener\">news<\/a> for all, except <\/span><span style=\"font-weight: 400;\">AI apocalypse alarmists<\/span><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p>\n<div class=\"inarticle-wrapper channel-cta\">\n<div class=\"ica-text\"><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/healthtechsummit.live.ft.com\/?utm_source=sponsor_website&amp;utm_medium=display&amp;utm_campaign=Global%7Csponsor%7Cevent_registration%7Cprospecting%7Cbau%7C2023_health_technology__global&amp;utm_term=text\" data-event-category=\"Article\" data-event-action=\"In Article Block\" data-event-label=\"Take part in the Financial Times &amp; TNW Health Technology Summit on 30 November.\"><\/p>\n<p class=\"ica-text__title\">Take part in the Financial Times &amp; TNW Health Technology Summit on 30 November.<\/p>\n<p>Join leaders from NHS England, Bayer Cosumer Health, LSE, Cancer Research UK and more online.<\/p>\n<p><\/a><\/div>\n<\/div>\n<p><span style=\"font-weight: 400;\">Is there any way to avoid the computing capacity crisis? Since massively scaling back our computational demands isn\u2019t really an option, the only alternative is to significantly boost capacity, which boils down to two available courses of action: build more data centres and develop better digital infrastructure.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">But that\u2019s easier said than done \u2014 here\u2019s why.\u00a0<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Why_more_data_centres_isnt_the_answer\"><\/span><strong>Why more data centres isn\u2019t the answer<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Until now, increasing demand for computing capacity has been, in part, met by building more data centres, with conservative estimates putting real estate taken up by data centres growing at <\/span><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/opg.optica.org\/oe\/fulltext.cfm?uri=oe-26-18-24190&amp;id=396718\"><span style=\"font-weight: 400;\">~40%<\/span><\/a><span style=\"font-weight: 400;\"> per year. It\u2019s a figure that you can expect to remain fairly steady, as supply issues, power challenges, and construction delays are severely limiting scaling capacity expansion.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In other words, today, demand cannot be simply met by ramping up data centre construction.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nor should that be something we aspire to. Each of these football-field-sized warehouses gobbles up gargantuan amounts of energy and water, placing severe strain on the environment, both locally and globally. A single data centre can consume as much <\/span><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/thereader.mitpress.mit.edu\/the-staggering-ecological-impacts-of-computation-and-the-cloud\/\"><span style=\"font-weight: 400;\">electricity<\/span><\/a><span style=\"font-weight: 400;\"> and <\/span><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.washingtonpost.com\/climate-environment\/2023\/04\/25\/data-centers-drought-water-use\/\"><span style=\"font-weight: 400;\">water<\/span><\/a><span style=\"font-weight: 400;\"> as 50,000 homes and the cloud\u2019s carbon footprint already <\/span><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/theshiftproject.org\/en\/article\/unsustainable-use-online-video\/\"><span style=\"font-weight: 400;\">exceeds<\/span><\/a><span style=\"font-weight: 400;\"> that of the aviation industry.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Credit where credit is due \u2014\u00a0data centres have come a long way in minimising their environmental impact. This is in large part thanks to a fierce sustainability race, which has propelled innovation, particularly as it relates to cooling and energy efficiency. Nowadays, you\u2019ll find data centres in <\/span><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.lefdalmine.com\/why-lmd-2-3\/\"><span style=\"font-weight: 400;\">underground mines<\/span><\/a><span style=\"font-weight: 400;\">, in <\/span><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/news.microsoft.com\/source\/features\/sustainability\/project-natick-underwater-datacenter\/\"><span style=\"font-weight: 400;\">the sea<\/span><\/a><span style=\"font-weight: 400;\">, and using other natural cooling opportunities such as <\/span><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/greenmountain.no\/why-green-mountain\/renewable-power\/\"><span style=\"font-weight: 400;\">fjord water flows<\/span><\/a><span style=\"font-weight: 400;\">, all to reduce energy and water consumption.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The trouble is, this isn\u2019t scalable globally, nor is boiling our seas a viable path forward. Erecting more data centres \u2014 no matter how efficient \u2014 will continue to wreak havoc on local ecosystems and impede national and international sustainability efforts. All while still failing to meet the demand for compute resources.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Still, two chips are better than one, unless\u2026<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Think_inside_the_box\"><\/span><strong>Think inside the box<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">\u2026 unless that single chip operates at twice the speed. To avoid the capacity crunch, all hopes rest on improving the digital infrastructure, namely, the chips, the switches, the wires, and other components that can improve data speeds and bandwidth while consuming less energy.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Let me reiterate \u2014 the evolution of AI depends on finding ways to transfer more data, without using more energy.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Essentially, this means two things. First, the development of more powerful and AI-centric chips. Second, the enhancement of data transfer speeds.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Designing_custom_chips_for_AI\"><\/span><span style=\"font-weight: 400;\"><strong>1.<\/strong> <strong>Designing custom chips for AI<\/strong><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Existing digital infrastructure isn\u2019t particularly well suited for the efficient development of ML models. <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/general\/\" data-internallinksmanager029f6b8e52c=\"3\" title=\"General\" target=\"_blank\" rel=\"noopener\">General<\/a>-purpose central processing units (CPUs), which continue to be the primary computing components in data centres, struggle with AI-specific tasks due to their lack of specialisation and computational efficiency.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">When it comes to AI, graphics processing units (GPUs) fare much better thanks to better processing power, higher energy efficiency, and parallelism. That\u2019s why everyone\u2019s snatching them up, which has led to a <\/span><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.newscientist.com\/article\/2388384-chip-shortages-are-producing-winners-and-losers-in-the-ai-gold-rush\/\"><span style=\"font-weight: 400;\">chip shortage<\/span><\/a><span style=\"font-weight: 400;\">.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Yet GPUs inevitably hit the same brick wall. They\u2019re not inherently optimised for AI tasks, leading to energy waste and suboptimal performance in handling the increasingly intricate and data-intensive demands of modern AI <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>lications.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">That\u2019s why companies such as <\/span><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/spectrum.ieee.org\/analog-ai-ibm\"><span style=\"font-weight: 400;\">IBM<\/span><\/a><span style=\"font-weight: 400;\"> are designing chips tailored to AI\u2019s computational demands that promise to squeeze out the most performance while minimising energy consumption and space.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Improving_data_transfer_capacity\"><\/span><strong>2. Improving data transfer capacity<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">No modern AI model operates on a single chip. Instead, to get the most of available resources, you assemble multiple chips into clusters. These clusters often form a part of larger networks, each designed for specific tasks.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Accordingly, the interconnect, or the system facilitating communication between chips, clusters, and networks, becomes a critical component. Unless it can keep up with the speed of the rest of the system, it risks being a bottleneck that hinders performance.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The challenges for data transfer devices mirror those for chips: they must operate at high speeds, consume minimal energy, and occupy as little physical space as possible. With traditional electrical interconnects fast reaching their limits in terms of bandwidth and energy efficiency, all eyes are on optical computing \u2014 and silicon photonics, in particular.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Unlike electrical systems, optical systems use light to transmit information, providing key advantages in the areas that matter \u2014 photonic signals can <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/trip-and-travel\/\" data-internallinksmanager029f6b8e52c=\"10\" title=\"Trip &amp; Travel\" target=\"_blank\" rel=\"noopener\">travel<\/a> at the speed of light and carry a higher density of data. Plus, optical systems consume less power and photonic components can be much smaller than their electrical counterparts, allowing for more compact chip designs.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The operative words here are \u201ccan be.\u201d\u00a0<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_growing_pains_of_cutting-edge_tech\"><\/span><strong>The growing pains of cutting-edge tech<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Optical computing, while extremely fast and energy-efficient, currently faces challenges in miniaturisation, compatibility, and cost.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Optical switches and other components can be bulkier and more complex than their electronic counterparts, leading to challenges in achieving the same level of miniaturisation. As of now, we are yet to find materials that can act as both an effective optical medium and are scalable for high-density computing applications.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Adoption would also be an uphill battle. Data centres are generally optimised for electronic, not photonic, processing, and integrating optical components with existing electronic architectures poses a major challenge.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Plus, just like any cutting edge technology, optical computing has yet to prove itself in the field. There is a critical lack of research into the long-term reliability of optical components, particularly under the high-load, high-stress conditions typical of data centre environments.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">And to top it all off \u2014 the specialised materials required in optical components are expensive, making widespread adoption potentially cost-prohibitive, especially for smaller data centres or those with tight budget constraints.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"So_are_we_moving_fast_enough_to_avoid_the_crunch\"><\/span><strong>So, are we moving fast enough to avoid the crunch?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Probably not. Definitely not to stop building data centres in the short term.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If it\u2019s any consolation, know that scientists and engineers are very aware of the problem and working hard to find solutions that won\u2019t destroy the planet by constantly pushing the boundaries and making significant advances in data centre optimisation, chip design, and all facets of optical computing.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">My team alone has broken three world records in symbol rate for data centre interconnects using intensity modulation and direct detection approach.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">But there are serious challenges, and it\u2019s essential to address them head-on for modern technologies to realise their full potential.\u00a0<\/span><\/p>\n<p><em>Professor Oskars Ozoli\u0146\u0161 received his Dr.sc.ing. degree in optical communications from Riga Technical University (Latvia) in 2013 and received a habilitation degree in physics with a specialization in optical communication from KTH Royal Institute of Technology in 2021. He is the author of around 270 international journal publications, conference contributions, invited talks\/tutorials\/keynotes\/<wbr\/>lectures, patents, and book chapters. You can follow him on LinkedIn\u00a0<a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.linkedin.com\/in\/oskoz\/\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=https:\/\/www.linkedin.com\/in\/oskoz\/&amp;source=gmail&amp;ust=1697884798641000&amp;usg=AOvVaw2gHssQqR8fQQ8COTamm-n_\"><span id=\"m_8397676801779370747m_9062677752073436069mt-tracked-link_2_1697539728530\"\/>here<\/a>.<\/em>\n                        <\/div>\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>\n<\/p><\/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\/ai-progress-hitting-brakes-more-likely-than-world-domination\" target=\"_blank\" rel=\"noopener\">Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>There\u2019s a looming global computing capacity crunch that cannot be sustainably addressed the way we\u2019re doing things right now.\u00a0 Simply put, between artificial intelligence (AI) models growing exponentially and an ongoing global digital transformation, data centres are running out of space. Their vacancy rates are hitting record-lows and prices are rising in response to demand,&#8230;<\/p>\n","protected":false},"author":1,"featured_media":595076,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/img-cdn.tnwcdn.com\/image\/tnw-blurple?filter_last=1&fit=1280,640&url=https:\/\/cdn0.tnwcdn.com\/wp-content\/blogs.dir\/1\/files\/2023\/10\/AIcapacitycrunch-e1697798324907.jpg&signature=c923a4bfb51b9257f701bf2e51cd0e08","fifu_image_alt":"","footnotes":""},"categories":[18],"tags":[],"class_list":["post-595075","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\/595075","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=595075"}],"version-history":[{"count":0,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/posts\/595075\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media\/595076"}],"wp:attachment":[{"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/media?parent=595075"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/categories?post=595075"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/buradabiliyorum.com\/en\/wp-json\/wp\/v2\/tags?post=595075"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}