{"id":101438,"date":"2026-07-02T18:48:54","date_gmt":"2026-07-02T18:48:54","guid":{"rendered":"https:\/\/youzum.net\/the-download-a-startup-has-a-solution-for-ais-groupthink-problem\/"},"modified":"2026-07-02T18:48:54","modified_gmt":"2026-07-02T18:48:54","slug":"the-download-a-startup-has-a-solution-for-ais-groupthink-problem","status":"publish","type":"post","link":"https:\/\/youzum.net\/fr\/the-download-a-startup-has-a-solution-for-ais-groupthink-problem\/","title":{"rendered":"The Download: a startup has a solution for AI\u2019s groupthink problem"},"content":{"rendered":"<p><em>This is today\u2019s edition of <\/em><a href=\"https:\/\/forms.technologyreview.com\/newsletters\/briefing-the-download\/?_ga=2.179569122.736533416.1649661040-405833893.1649413289\"><em>The Download<\/em><\/a>,<em> our weekday newsletter that provides a daily dose of what\u2019s going on in the world of technology.<\/em><\/p>\n<h3 class=\"wp-block-heading\"><strong>LLMs are stuck in a groupthink groove. This startup is trying to get them out.<\/strong><\/h3>\n<p>Open up your chatbot of choice\u2014Claude, ChatGPT, Gemini\u2014and type \u201cGive me a random number between 1 and 10.\u201d You\u2019re going to get 7. Almost always.\u00a0<\/p>\n<p>That won\u2019t work every time\u2014but if it did for you, you may wonder if I have superpowers. I don\u2019t.<\/p>\n<p>The truth is that most large language models are stuck in a rut. They are far more predictable and far less creative in their responses than you might expect. That\u2019s fine for tasks like coding or research, but groupthink is a problem when you\u2019re brainstorming or planning your next vacation.<\/p>\n<p>The Australian startup Springboards has a solution. It built an LLM called Flint, which has been trained to come up with a wider variety of responses than mainstream LLMs to open-ended questions such as \u201cWhere should I go in Europe?\u201d<\/p>\n<p><a href=\"https:\/\/www.technologyreview.com\/2026\/07\/01\/1140003\/llms-are-stuck-in-a-groupthink-rut-this-startup-is-trying-to-get-them-out\/?utm_source=the_download&amp;utm_medium=email&amp;utm_campaign=the_download.unpaid.engagement&amp;utm_term=*%7CSUBCLASS%7C*&amp;utm_content=*%7CDATE:m-d-Y%7C*\">Meet the company pushing chatbots away from the obvious<\/a>.<\/p>\n<p><em>\u2014Will Douglas Heaven<\/em><\/p>\n<p class=\"has-medium-font-size\"><strong>The must-reads<\/strong><\/p>\n<p><em>I\u2019ve combed the internet to find you today\u2019s most fun\/important\/scary\/fascinating stories about technology.<\/em><\/p>\n<p><strong>1 Scientists say they have built a cell from scratch for the first time<\/strong><br \/>Built with lab-made DNA, it can feed, grow, and multiply. (<a href=\"https:\/\/edition.cnn.com\/2026\/07\/01\/science\/synthetic-cell-research\">CNN<\/a>)<br \/><em>+ It brings us closer to creating synthetic life<\/em>. (<a href=\"https:\/\/www.quantamagazine.org\/for-the-first-time-a-cell-built-from-scratch-grows-and-divides-20260701\/\">Quanta<\/a>)<br \/><em>+ And is arguably the greatest feat of bioengineering yet.<\/em> (<a href=\"https:\/\/www.newscientist.com\/article\/2532689-what-is-spudcell-arguably-the-greatest-bioengineering-feat-yet\/\">New Scientist<\/a> $)<br \/><em>+ But also raises concerns over the dangers of synthetic biology.<\/em> (<a href=\"https:\/\/www.nytimes.com\/2026\/07\/02\/science\/spudcell-scientists-reaction.html\">NYT<\/a> $)<br \/><em>+ Mirror organisms could threaten life on Earth. <\/em>(<a href=\"https:\/\/www.technologyreview.com\/2026\/04\/15\/1135197\/synthetic-mirror-life-microbes-kill-us-all\/?utm_source=the_download&amp;utm_medium=email&amp;utm_campaign=the_download.unpaid.engagement&amp;utm_term=*%7CSUBCLASS%7C*&amp;utm_content=*%7CDATE:m-d-Y%7C*\">MIT Technology Review<\/a>)<\/p>\n<p><strong>2 OpenAI has proposed giving the Trump administration a 5% stake<\/strong><br \/>Talks over a public ownership deal come amid rising political pressure.(<a href=\"https:\/\/www.ft.com\/content\/7c803eab-8e80-4431-9a87-e943bf00e00b?syn-25a6b1a6=1\">FT<\/a> $)<br \/><em>+ OpenAI also proposed other US AI giants providing a 5% stake. <\/em>(<a href=\"https:\/\/www.cnbc.com\/2026\/07\/02\/openai-proposes-us-government-own-5percent-stake-to-address-political-blowback.html\">CNBC<\/a>)<br \/><em>+ That could include Anthropic, Google, and Meta.<\/em> (<a href=\"https:\/\/www.bloomberg.com\/news\/articles\/2026-07-02\/openai-proposes-giving-the-us-government-a-5-stake-ft-says\">Bloomberg<\/a> $)<br \/><em>+ President Trump says he wants the public to have a stake in AI.<\/em> (<a href=\"https:\/\/www.bbc.co.uk\/news\/articles\/c98r8r7dz5no\">BBC<\/a>)<\/p>\n<p><strong>3 Singapore has seized a $42 million mansion tied to Nvidia chip smuggling<\/strong><br \/>It was seized as part of an investigation into alleged illegal trading. (<a href=\"https:\/\/www.bbc.co.uk\/news\/articles\/cx2d9y18g73o\">BBC<\/a>)<br \/><em>+ Days earlier, Supermicro\u2019s Taiwan offices were raided in the probe.<\/em> (<a href=\"https:\/\/www.ft.com\/content\/a033c2fb-6c0b-4d25-9795-a04b95964e23?syn-25a6b1a6=1\">FT<\/a> $)<\/p>\n<p><strong>4 Anthropic\u2019s Fable 5 is back online<\/strong><br \/>But queries posing security risks may be routed to less powerful models. (<a href=\"https:\/\/www.axios.com\/2026\/07\/01\/anthropic-fable-5-back-online-trump-export-controls-lifted\">Axios<\/a>)<br \/><em>+ Anthropic restored access yesterday after the US lifted an export ban.<\/em> (<a href=\"https:\/\/www.bbc.co.uk\/news\/articles\/cdr42623e1do\">BBC<\/a>)<br \/><em>+ But the battle over how to tame AI has just begun. <\/em>(<a href=\"https:\/\/www.wsj.com\/tech\/ai\/the-anthropic-fable-ban-is-over-the-battle-over-how-to-tame-ai-has-just-begun-e93f51d6?mod=rss_Technology\">WSJ<\/a> $)<br \/><em>+ Anthropic has launched a new AI science product.<\/em> (<a href=\"https:\/\/www.technologyreview.com\/2026\/06\/30\/1139987\/claude-science-is-anthropics-newest-flagship-product\/?utm_source=the_download&amp;utm_medium=email&amp;utm_campaign=the_download.unpaid.engagement&amp;utm_term=*%7CSUBCLASS%7C*&amp;utm_content=*%7CDATE:m-d-Y%7C*\">MIT Technology Review<\/a>)<\/p>\n<p><strong>5 Meta is building its own cloud infrastructure business<\/strong><br \/>It\u2019s exploring two ways of monetizing AI compute and models. (<a href=\"https:\/\/www.bloomberg.com\/news\/articles\/2026-07-01\/meta-is-building-a-cloud-business-to-sell-excess-ai-compute\">Bloomberg<\/a> $)<br \/><em>+ One is selling access to models hosted on Meta\u2019s infrastructure. <\/em>(<a href=\"https:\/\/www.cnbc.com\/2026\/07\/01\/meta-stock-cloud-ai-compute.html\">CNBC<\/a>)<br \/><em>+ The other is selling \u201craw\u201d computing power. <\/em>(<a href=\"https:\/\/techcrunch.com\/2026\/07\/01\/meta-like-spacex-looks-to-turn-excess-ai-compute-into-cash\/\">TechCrunch<\/a>)<\/p>\n<p><strong>6 PlayStation will stop releasing games on discs in 2028<\/strong><br \/>Future PS5 games will be digital-only releases. (<a href=\"https:\/\/www.theverge.com\/games\/960212\/sony-playstation-killing-discs-digital-preservation\">Verge<\/a>)<br \/><em>+ The news comes days after reports that GTA VI will have no disc. <\/em>(<a href=\"https:\/\/www.bbc.co.uk\/news\/articles\/c6210nj8gpro\">BBC<\/a>)<br \/><em>+ It\u2019s put a nail in physical media\u2019s coffin.<\/em> (<a href=\"https:\/\/www.wired.com\/story\/sony-playstation-puts-a-nail-in-physical-medias-coffin\/\">Wired<\/a> $)<\/p>\n<p><strong>7 A low-cost Chinese AI model is catching up with US giants on their home turf<\/strong><br \/>Western customers are drawn to GLM-5.2\u2019s cheap but powerful model. (<a href=\"https:\/\/www.reuters.com\/world\/china\/a-new-inexpensive-chinese-ai-model-is-catching-up-with-anthropic-openai-their-2026-07-02\/\">Reuters<\/a> $)<br \/><em>+ Chinese open-source models are spreading fast.<\/em> (<a href=\"https:\/\/www.technologyreview.com\/2026\/02\/12\/1132811\/whats-next-for-chinese-open-source-ai\/?utm_source=the_download&amp;utm_medium=email&amp;utm_campaign=the_download.unpaid.engagement&amp;utm_term=*%7CSUBCLASS%7C*&amp;utm_content=*%7CDATE:m-d-Y%7C*\">MIT Technology Review<\/a>)<strong><\/strong><\/p>\n<p>8 Google has lost its fight against a record \u20ac4.1 billion EU antitrust fine<br \/>It was charged in 2018 for using Android to \u200cblock rivals. (<a href=\"https:\/\/www.cnbc.com\/2026\/07\/02\/alphabet-google-android-eu-antitrust-fine-4-1-billion-euro-appeal.html\">CNBC<\/a>)<\/p>\n<p><strong>9 The UN has launched an \u201cAI for Good\u201d commission<\/strong><br \/>Salesforce CEO Benioff and Rwandan President Kagame will co-chair it. (<a href=\"https:\/\/www.axios.com\/2026\/07\/01\/un-ai-commission-ceos-world-leaders\">Axios)<\/a><\/p>\n<p><strong>10 People prefer AI impersonators over politicians<\/strong><br \/>The study\u2019s findings raise alarm bells around potential public deception. (<a href=\"https:\/\/www.404media.co\/untitled-28\/\">404 Media<\/a>)<\/p>\n<p class=\"has-medium-font-size\"><strong>Quote of the day<\/strong><\/p>\n<h2 class=\"wp-block-heading\"><strong>\u201cIf AI overdelivers, it will impact financial stability. If AI underdelivers, it will impact financial stability.\u201d<\/strong><\/h2>\n<p>\u2014Torsten Slok from Apollo Global Management shares common concerns about AI at the European Central Bank\u2019s annual conference, <a href=\"https:\/\/www.reuters.com\/business\/finance\/ai-hopes-fears-dominate-global-central-bank-meet-2026-07-01\/\">Reuters<\/a> reports.<\/p>\n<p class=\"has-medium-font-size\"><strong>One More Thing<\/strong><\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/wp.technologyreview.com\/wp-content\/uploads\/2026\/06\/260626_LLMhallucinations.jpg?fit=2128,1196\" alt=\"\" \/><\/figure>\n<p><strong><br \/>America was winning the race to find Martian life. Then China jumped in.<\/strong><\/p>\n<p>In July 2024, after more than three years on Mars, the Perseverance rover came across a peculiar rocky outcrop. Instead of the usual crystals or sedimentary layers, this one had spots. Those specks were the best hint yet of alien life.\u00a0\u00a0<\/p>\n<p>NASA began a new mission to bring the rocks back to Earth to study. But now, just over a year and a half later, the project is on life support. As a result, those oh-so-promising rocks may be stuck out there forever.\u00a0<\/p>\n<p>This also means that, in the race to find evidence of alien life, America has effectively ceded its pole position to its greatest geopolitical rival: China. Beijing is now moving full steam ahead with its own version of NASA\u2019s mission.\u00a0<\/p>\n<p><a href=\"https:\/\/www.technologyreview.com\/2026\/02\/26\/1133584\/america-china-mars-sample-return-space-race-nasa\/?utm_source=the_download&amp;utm_medium=email&amp;utm_campaign=the_download.unpaid.engagement&amp;utm_term=*%7CSUBCLASS%7C*&amp;utm_content=*%7CDATE:m-d-Y%7C\">Here\u2019s how the search for Martian life has become a contest between two superpowers<\/a>.<\/p>\n<p><em>\u2014Robin George Andrews<\/em><\/p>\n<p class=\"has-medium-font-size\"><strong>We can still have nice things<\/strong><\/p>\n<p><em>A place for comfort, fun, and distraction to brighten up your day. (Got any ideas? <\/em><a href=\"mailto:thomas.macaulay@technologyreview.com\"><em>Drop me a line<\/em><\/a><em>.)<\/em><\/p>\n<p>+ The classic arcade game <a href=\"https:\/\/www.youtube.com\/watch?v=ePi8tDdKuWw\">Crazy Taxi is returning<\/a>.<br \/>+ Thom Yorke\u2019s <a href=\"https:\/\/www.youtube.com\/watch?v=AKI-YlBPmMQ&amp;utm_source=chatgpt.com\">live set from the Sydney Opera House<\/a> is a reminder of what an extraordinary performer he is.<br \/>+ Peer into 1,000 gloriously illuminated New York apartment windows at night in <a href=\"https:\/\/www.davekrugman.com\/windows\/explore\">this generative photography project<\/a>.<br \/>+ The Orion constellation dazzlingly <a href=\"https:\/\/esawebb.org\/images\/potm2605a\/\">displays every stage of star formation<\/a> in this image from the James Webb Space Telescope.<\/p>\n<p><em>Top image credit: Sarah Rogers\/MITTR | Photos Getty<\/em><\/p>\n<p>Please send gloriously illuminated New York apartments to <a href=\"mailto:hi@technologyreview.com\">hi@technologyreview.com<\/a>.\u00a0<\/p>\n<p>You can follow me on <a href=\"https:\/\/www.linkedin.com\/in\/thomasmacaulay\/\">LinkedIn<\/a>. Thanks for reading!<\/p>\n<p>\u2014Thomas<\/p>","protected":false},"excerpt":{"rendered":"<p>This is today\u2019s edition of The Download, our weekday newsletter that provides a daily dose of what\u2019s going on in the world of technology. LLMs are stuck in a groupthink groove. This startup is trying to get them out. Open up your chatbot of choice\u2014Claude, ChatGPT, Gemini\u2014and type \u201cGive me a random number between 1 and 10.\u201d You\u2019re going to get 7. Almost always.\u00a0 That won\u2019t work every time\u2014but if it did for you, you may wonder if I have superpowers. I don\u2019t. The truth is that most large language models are stuck in a rut. They are far more predictable and far less creative in their responses than you might expect. That\u2019s fine for tasks like coding or research, but groupthink is a problem when you\u2019re brainstorming or planning your next vacation. The Australian startup Springboards has a solution. It built an LLM called Flint, which has been trained to come up with a wider variety of responses than mainstream LLMs to open-ended questions such as \u201cWhere should I go in Europe?\u201d Meet the company pushing chatbots away from the obvious. \u2014Will Douglas Heaven The must-reads I\u2019ve combed the internet to find you today\u2019s most fun\/important\/scary\/fascinating stories about technology. 1 Scientists say they have built a cell from scratch for the first timeBuilt with lab-made DNA, it can feed, grow, and multiply. (CNN)+ It brings us closer to creating synthetic life. (Quanta)+ And is arguably the greatest feat of bioengineering yet. (New Scientist $)+ But also raises concerns over the dangers of synthetic biology. (NYT $)+ Mirror organisms could threaten life on Earth. (MIT Technology Review) 2 OpenAI has proposed giving the Trump administration a 5% stakeTalks over a public ownership deal come amid rising political pressure.(FT $)+ OpenAI also proposed other US AI giants providing a 5% stake. (CNBC)+ That could include Anthropic, Google, and Meta. (Bloomberg $)+ President Trump says he wants the public to have a stake in AI. (BBC) 3 Singapore has seized a $42 million mansion tied to Nvidia chip smugglingIt was seized as part of an investigation into alleged illegal trading. (BBC)+ Days earlier, Supermicro\u2019s Taiwan offices were raided in the probe. (FT $) 4 Anthropic\u2019s Fable 5 is back onlineBut queries posing security risks may be routed to less powerful models. (Axios)+ Anthropic restored access yesterday after the US lifted an export ban. (BBC)+ But the battle over how to tame AI has just begun. (WSJ $)+ Anthropic has launched a new AI science product. (MIT Technology Review) 5 Meta is building its own cloud infrastructure businessIt\u2019s exploring two ways of monetizing AI compute and models. (Bloomberg $)+ One is selling access to models hosted on Meta\u2019s infrastructure. (CNBC)+ The other is selling \u201craw\u201d computing power. (TechCrunch) 6 PlayStation will stop releasing games on discs in 2028Future PS5 games will be digital-only releases. (Verge)+ The news comes days after reports that GTA VI will have no disc. (BBC)+ It\u2019s put a nail in physical media\u2019s coffin. (Wired $) 7 A low-cost Chinese AI model is catching up with US giants on their home turfWestern customers are drawn to GLM-5.2\u2019s cheap but powerful model. (Reuters $)+ Chinese open-source models are spreading fast. (MIT Technology Review) 8 Google has lost its fight against a record \u20ac4.1 billion EU antitrust fineIt was charged in 2018 for using Android to \u200cblock rivals. (CNBC) 9 The UN has launched an \u201cAI for Good\u201d commissionSalesforce CEO Benioff and Rwandan President Kagame will co-chair it. (Axios) 10 People prefer AI impersonators over politiciansThe study\u2019s findings raise alarm bells around potential public deception. (404 Media) Quote of the day \u201cIf AI overdelivers, it will impact financial stability. If AI underdelivers, it will impact financial stability.\u201d \u2014Torsten Slok from Apollo Global Management shares common concerns about AI at the European Central Bank\u2019s annual conference, Reuters reports. One More Thing America was winning the race to find Martian life. Then China jumped in. In July 2024, after more than three years on Mars, the Perseverance rover came across a peculiar rocky outcrop. Instead of the usual crystals or sedimentary layers, this one had spots. Those specks were the best hint yet of alien life.\u00a0\u00a0 NASA began a new mission to bring the rocks back to Earth to study. But now, just over a year and a half later, the project is on life support. As a result, those oh-so-promising rocks may be stuck out there forever.\u00a0 This also means that, in the race to find evidence of alien life, America has effectively ceded its pole position to its greatest geopolitical rival: China. Beijing is now moving full steam ahead with its own version of NASA\u2019s mission.\u00a0 Here\u2019s how the search for Martian life has become a contest between two superpowers. \u2014Robin George Andrews We can still have nice things A place for comfort, fun, and distraction to brighten up your day. (Got any ideas? Drop me a line.) + The classic arcade game Crazy Taxi is returning.+ Thom Yorke\u2019s live set from the Sydney Opera House is a reminder of what an extraordinary performer he is.+ Peer into 1,000 gloriously illuminated New York apartment windows at night in this generative photography project.+ The Orion constellation dazzlingly displays every stage of star formation in this image from the James Webb Space Telescope. Top image credit: Sarah Rogers\/MITTR | Photos Getty Please send gloriously illuminated New York apartments to hi@technologyreview.com.\u00a0 You can follow me on LinkedIn. Thanks for reading! \u2014Thomas<\/p>","protected":false},"author":2,"featured_media":101439,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_pvb_checkbox_block_on_post":false,"footnotes":""},"categories":[52,5,7,1],"tags":[],"class_list":["post-101438","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-club","category-committee","category-news","category-uncategorized","pmpro-has-access"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>The Download: a startup has a solution for AI\u2019s groupthink problem - YouZum<\/title>\n<meta name=\"description\" content=\"\u0e01\u0e34\u0e08\u0e01\u0e23\u0e23\u0e21\u0e40\u0e01\u0e35\u0e48\u0e22\u0e27\u0e01\u0e31\u0e1a\u0e42\u0e14\u0e23\u0e19\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" 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NU","author_link":"https:\/\/youzum.net\/fr\/members\/adminnu\/"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/youzum.net\/fr\/category\/ai-club\/\" rel=\"category tag\">AI<\/a> <a href=\"https:\/\/youzum.net\/fr\/category\/committee\/\" rel=\"category tag\">Committee<\/a> <a href=\"https:\/\/youzum.net\/fr\/category\/news\/\" rel=\"category tag\">News<\/a> <a href=\"https:\/\/youzum.net\/fr\/category\/uncategorized\/\" rel=\"category tag\">Uncategorized<\/a>","rttpg_excerpt":"This is today\u2019s edition of The Download, our weekday newsletter that provides a daily dose of what\u2019s going on in the world of technology. LLMs are stuck in a groupthink groove. This startup is trying to get them out. Open up your chatbot of choice\u2014Claude, ChatGPT, Gemini\u2014and type \u201cGive me a random number between 1\u2026","_links":{"self":[{"href":"https:\/\/youzum.net\/fr\/wp-json\/wp\/v2\/posts\/101438","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/youzum.net\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/youzum.net\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/youzum.net\/fr\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/youzum.net\/fr\/wp-json\/wp\/v2\/comments?post=101438"}],"version-history":[{"count":0,"href":"https:\/\/youzum.net\/fr\/wp-json\/wp\/v2\/posts\/101438\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/youzum.net\/fr\/wp-json\/wp\/v2\/media\/101439"}],"wp:attachment":[{"href":"https:\/\/youzum.net\/fr\/wp-json\/wp\/v2\/media?parent=101438"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/youzum.net\/fr\/wp-json\/wp\/v2\/categories?post=101438"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/youzum.net\/fr\/wp-json\/wp\/v2\/tags?post=101438"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}