{"id":432052,"date":"2022-04-14T18:00:10","date_gmt":"2022-04-14T15:00:10","guid":{"rendered":"https:\/\/en.buradabiliyorum.com\/5-things-to-know-about-the-hottest-new-trend-in-ai-foundation-models\/"},"modified":"2022-04-14T18:00:10","modified_gmt":"2022-04-14T15:00:10","slug":"5-things-to-know-about-the-hottest-new-trend-in-ai-foundation-models","status":"publish","type":"post","link":"https:\/\/buradabiliyorum.com\/en\/5-things-to-know-about-the-hottest-new-trend-in-ai-foundation-models\/","title":{"rendered":"#5 things to know about the hottest new trend in AI: foundation models"},"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-6a4133127675b\" 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-6a4133127675b\" 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-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/buradabiliyorum.com\/en\/5-things-to-know-about-the-hottest-new-trend-in-ai-foundation-models\/#%E2%80%9C5_things_to_know_about_the_hottest_new_trend_in_AI_foundation_models%E2%80%9D\" >&#8220;5 things to know about the hottest new trend in AI: foundation models&#8221;<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/buradabiliyorum.com\/en\/5-things-to-know-about-the-hottest-new-trend-in-ai-foundation-models\/#1_What_are_foundation_models\" >1. What are foundation models?<\/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\/5-things-to-know-about-the-hottest-new-trend-in-ai-foundation-models\/#2_How_do_they_work\" >2. How do they work?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/buradabiliyorum.com\/en\/5-things-to-know-about-the-hottest-new-trend-in-ai-foundation-models\/#3_Access_is_limited_%E2%80%93_for_now\" >3. Access is limited \u2013 for now<\/a><\/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\/5-things-to-know-about-the-hottest-new-trend-in-ai-foundation-models\/#4_What_will_these_models_mean_for_%E2%80%98creative_industries\" >4. What will these models mean for \u2018creative\u2019 industries?<\/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\/5-things-to-know-about-the-hottest-new-trend-in-ai-foundation-models\/#5_What_this_means_for_legal_evidence_news_and_media\" >5. What this means for legal evidence, news and media<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/buradabiliyorum.com\/en\/5-things-to-know-about-the-hottest-new-trend-in-ai-foundation-models\/#Time_to_prepare\" >Time to prepare<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"%E2%80%9C5_things_to_know_about_the_hottest_new_trend_in_AI_foundation_models%E2%80%9D\"><\/span>&#8220;5 things to know about the hottest new trend in AI: foundation models&#8221;<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<div>\n                            If you\u2019ve seen photos of <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.nytimes.com\/2022\/04\/06\/technology\/openai-images-dall-e.html\">a teapot shaped like an avocado<\/a> or read a well-written article that <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.theguardian.com\/commentisfree\/2020\/sep\/08\/robot-wrote-this-article-gpt-3\">veers off on slightly weird tangents<\/a>, you may have been exposed to a new trend in artificial intelligence (AI).<\/p>\n<p>Machine learning systems called <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/openai.com\/dall-e-2\/\">DALL-E<\/a>, <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/openai.com\/blog\/gpt-3-edit-insert\/\">GPT<\/a> and <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/ai.googleblog.com\/2022\/04\/pathways-language-model-palm-scaling-to.html\">PaLM<\/a> are making a splash with their incredible ability to generate creative work.<\/p>\n<p>These systems are known as \u201cfoundation models\u201d and are not all hype and party tricks. So how does this new <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>roach to AI work? And will it be the end of human creativity and the start of a deep-fake nightmare?<\/p>\n<h2><span class=\"ez-toc-section\" id=\"1_What_are_foundation_models\"><\/span>1. What are foundation models?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2108.07258\">Foundation models<\/a> work by training a single huge system on large amounts of <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/general\/\" data-internallinksmanager029f6b8e52c=\"3\" title=\"General\" target=\"_blank\" rel=\"noopener\">general<\/a> data, then adapting the system to new problems. Earlier models tended to start from scratch for each new problem.<\/p>\n<p>DALL-E 2, for example, was trained to match pictures (such as a photo of a pet cat) with the caption (\u201cMr. Fuzzyboots the tabby cat is relaxing in the sun\u201d) by scanning hundreds of millions of examples. Once trained, this model knows what cats (and other things) look like in pictures.<\/p>\n<p>But the model can also be used for many other interesting AI tasks, such as generating new images from a caption alone (\u201cShow me a koala dunking a basketball\u201d) or editing images based on written instructions (\u201cMake it look like this monkey is paying taxes\u201d).<\/p>\n<h2><span class=\"ez-toc-section\" id=\"2_How_do_they_work\"><\/span>2. How do they work?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Foundation models run on \u201c<a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/theconversation.com\/what-is-a-neural-network-a-computer-scientist-explains-151897\">deep neural networks<\/a>\u201d, which are loosely inspired by how the brain works. These involve sophisticated mathematics and a huge amount of computing power, but they boil down to a very sophisticated type of pattern matching.<\/p>\n<p>For example, by looking at millions of example images, a deep neural network can associate the word \u201ccat\u201d with patterns of pixels that often appear in images of cats \u2013 like soft, fuzzy, hairy blobs of texture. The more examples the model sees (the more data it is shown), and the bigger the model (the more \u201clayers\u201d or \u201cdepth\u201d it has), the more complex these patterns and correlations can be.<\/p>\n<p>Foundation models are, in one sense, just an extension of the \u201cdeep learning\u201d paradigm that has dominated AI research for the past decade. However, they exhibit un-programmed or \u201cemergent\u201d behaviors that can be both surprising and novel.<\/p>\n<p>For example, Google\u2019s PaLM language model seems to be able to produce explanations for complicated metaphors and jokes. This goes beyond simply <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2204.02311\">imitating the types of data it was originally trained to process<\/a>.<\/p>\n<figure class=\"align-center \">\n<figure class=\"post-image post-mediaBleed aligncenter\"><img decoding=\"async\" loading=\"lazy\" sizes=\"auto, (min-width: 1466px) 754px, (max-width: 599px) 100vw, (min-width: 600px) 600px, 237px\" alt=\"A user interacting with the PaLM language model by typing questions. The AI system responds by typing back answers.\" width=\"600\" height=\"333\" class=\"js-lazy\" src=\"https:\/\/images.theconversation.com\/files\/457594\/original\/file-20220412-10836-vaj8rb.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\" srcset=\"https:\/\/images.theconversation.com\/files\/457594\/original\/file-20220412-10836-vaj8rb.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=333&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/457594\/original\/file-20220412-10836-vaj8rb.gif?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=333&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/457594\/original\/file-20220412-10836-vaj8rb.gif?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=333&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/457594\/original\/file-20220412-10836-vaj8rb.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=418&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/457594\/original\/file-20220412-10836-vaj8rb.gif?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=418&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/457594\/original\/file-20220412-10836-vaj8rb.gif?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=418&amp;fit=crop&amp;dpr=3 2262w\"\/><figcaption><a rel=\"nofollow noopener\" target=\"_blank\" href=\"#\" data-url=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Feditorial.thenextweb.com%2Fneural%2F2022%2F04%2F14%2F5-things-about-hottest-new-trend-ai-foundation-models%2F&amp;via=thenextweb&amp;related=thenextweb&amp;text=Check out this picture on: The PaLM language model can answer complicated questions. Image: Google AI\" data-title=\"Share The PaLM language model can answer complicated questions. Image: Google AI on Twitter\" data-width=\"685\" data-height=\"500\" class=\"post-image-share popitup\" title=\"Share The PaLM language model can answer complicated questions. Image: Google AI on Twitter\"><i class=\"icon icon--inline icon--twitter--dark\"\/><\/a>The PaLM language model can answer complicated questions. Image: Google AI<\/figcaption><noscript><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/images.theconversation.com\/files\/457594\/original\/file-20220412-10836-vaj8rb.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;fit=clip\" alt=\"A user interacting with the PaLM language model by typing questions. The AI system responds by typing back answers.\" width=\"600\" height=\"333\" class=\"\" srcset=\"https:\/\/images.theconversation.com\/files\/457594\/original\/file-20220412-10836-vaj8rb.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=600&amp;h=333&amp;fit=crop&amp;dpr=1 600w, https:\/\/images.theconversation.com\/files\/457594\/original\/file-20220412-10836-vaj8rb.gif?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=600&amp;h=333&amp;fit=crop&amp;dpr=2 1200w, https:\/\/images.theconversation.com\/files\/457594\/original\/file-20220412-10836-vaj8rb.gif?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=600&amp;h=333&amp;fit=crop&amp;dpr=3 1800w, https:\/\/images.theconversation.com\/files\/457594\/original\/file-20220412-10836-vaj8rb.gif?ixlib=rb-1.1.0&amp;q=45&amp;auto=format&amp;w=754&amp;h=418&amp;fit=crop&amp;dpr=1 754w, https:\/\/images.theconversation.com\/files\/457594\/original\/file-20220412-10836-vaj8rb.gif?ixlib=rb-1.1.0&amp;q=30&amp;auto=format&amp;w=754&amp;h=418&amp;fit=crop&amp;dpr=2 1508w, https:\/\/images.theconversation.com\/files\/457594\/original\/file-20220412-10836-vaj8rb.gif?ixlib=rb-1.1.0&amp;q=15&amp;auto=format&amp;w=754&amp;h=418&amp;fit=crop&amp;dpr=3 2262w\"\/><\/noscript><\/figure><figcaption\/><\/p>\n<\/figure>\n<h2><span class=\"ez-toc-section\" id=\"3_Access_is_limited_%E2%80%93_for_now\"><\/span>3. Access is limited \u2013 for now<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The sheer scale of these AI systems is difficult to think about. PaLM has <em>540 billion<\/em> parameters, meaning even if everyone on the planet memorized 50 numbers, we still wouldn\u2019t have enough storage to reproduce the model.<\/p>\n<p>The models are so enormous that training them requires massive amounts of computational and other resources. One estimate put the cost of training OpenAI\u2019s language model GPT-3 at <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/lambdalabs.com\/blog\/gpt-3\/\">around US$5 million<\/a>.<\/p>\n<p>As a result, only huge tech companies such as OpenAI, Google and Baidu can afford to build foundation models at the moment. These companies limit who can access the systems, which makes economic sense.<\/p>\n<p>Usage restrictions may give us some comfort these systems won\u2019t be used for nefarious purposes (such as generating fake <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/news\/\" data-internallinksmanager029f6b8e52c=\"2\" title=\"News\" target=\"_blank\" rel=\"noopener\">news<\/a> or defamatory content) any time soon. But this also means independent researchers are unable to interrogate these systems and share the results in an open and accountable way. So we don\u2019t yet know the full implications of their use.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"4_What_will_these_models_mean_for_%E2%80%98creative_industries\"><\/span>4. What will these models mean for \u2018creative\u2019 industries?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>More foundation models will be produced in coming years. Smaller models are already being published in <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/openai.com\/blog\/gpt-2-1-5b-release\/\">open-source forms<\/a>, tech companies are starting to <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/openai.com\/blog\/openai-api\/\">experiment with licensing and commercialising these tools<\/a> and AI researchers are working hard to make the <a href=\"https:\/\/buradabiliyorum.com\/en\/category\/technology\/\" data-internallinksmanager029f6b8e52c=\"4\" title=\"Technology\" target=\"_blank\" rel=\"noopener\">technology<\/a> more efficient and accessible.<\/p>\n<p>The remarkable creativity shown by models such as PaLM and DALL-E 2 demonstrates that creative professional jobs could be impacted by this technology sooner than initially expected.<\/p>\n<p>Traditional wisdom always said robots would displace \u201cblue collar\u201d jobs first. \u201cWhite collar\u201d work was meant to be relatively safe from automation \u2013 especially professional work that required creativity and training.<\/p>\n<p>Deep learning AI models already exhibit super-human accuracy in tasks like <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/theconversation.com\/ai-could-be-our-radiologists-of-the-future-amid-a-healthcare-staff-crisis-120631\">reviewing x-rays<\/a> and <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.macularsociety.org\/about\/media\/news\/breakthrough-artificial-intelligence-ai-helps-detect-dry-amd\/\">detecting the eye condition macular degeneration<\/a>. Foundation models may soon provide cheap, \u201cgood enough\u201d creativity in fields such as advertising, copywriting, stock imagery or graphic design.<\/p>\n<p>The future of professional and creative work could look a little different than we expected.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"5_What_this_means_for_legal_evidence_news_and_media\"><\/span>5. What this means for legal evidence, news and media<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Foundation models will inevitably <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.abc.net.au\/news\/2021-08-01\/historic-decision-allows-ai-to-be-recognised-as-an-inventor\/100339264\">affect the law<\/a> in areas such as intellectual property and evidence, because we won\u2019t be able to assume <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.smithsonianmag.com\/smart-news\/us-copyright-office-rules-ai-art-cant-be-copyrighted-180979808\/\">creative content is the result of human activity<\/a>.<\/p>\n<p>We will also have to confront the challenge of disinformation and misinformation generated by these systems. We already face enormous problems with disinformation, as we are seeing in the <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/theconversation.com\/fake-viral-footage-is-spreading-alongside-the-real-horror-in-ukraine-here-are-5-ways-to-spot-it-177921\">unfolding Russian invasion of Ukraine<\/a> and the nascent problem of <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/theconversation.com\/3-2-billion-images-and-720-000-hours-of-video-are-shared-online-daily-can-you-sort-real-from-fake-148630\">deep fake<\/a> images and video, but foundation models are poised to super-charge these challenges.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Time_to_prepare\"><\/span>Time to prepare<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>As researchers who <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.admscentre.org.au\/\">study the the effects of AI on society<\/a>, we think foundation models will bring about huge transformations. They are tightly controlled (for now), so we probably have a little time to understand their implications before they become a huge issue.<\/p>\n<p>The genie isn\u2019t quite out of the bottle yet, but foundation models are a very big bottle \u2013 and inside there is a very clever genie.<!-- Below is The Conversation's page counter tag. Please DO NOT REMOVE. --><img decoding=\"async\" loading=\"lazy\" style=\"border: none !important; box-shadow: none !important; margin: 0 !important; max-height: 1px !important; max-width: 1px !important; min-height: 1px !important; min-width: 1px !important; opacity: 0 !important; outline: none !important; padding: 0 !important;\" alt=\"The Conversation\" width=\"1\" height=\"1\" class=\"js-lazy\" src=\"https:\/\/counter.theconversation.com\/content\/181150\/count.gif?distributor=republish-lightbox-basic\"\/><!-- End of code. If you don't see any code above, please get new code from the Advanced tab after you click the republish button. The page counter does not collect any personal data. More info: https:\/\/theconversation.com\/republishing-guidelines --><\/p>\n<p><noscript><img decoding=\"async\" loading=\"lazy\" style=\"border: none !important; box-shadow: none !important; margin: 0 !important; max-height: 1px !important; max-width: 1px !important; min-height: 1px !important; min-width: 1px !important; opacity: 0 !important; outline: none !important; padding: 0 !important;\" src=\"https:\/\/counter.theconversation.com\/content\/181150\/count.gif?distributor=republish-lightbox-basic\" alt=\"The Conversation\" width=\"1\" height=\"1\" class=\"\" srcset=\"\"\/><\/noscript><\/p>\n<p><em>This article is republished from <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/theconversation.com\">The Conversation<\/a> under a Creative Commons license. Read the <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/theconversation.com\/robots-are-creating-images-and-telling-jokes-5-things-to-know-about-foundation-models-and-the-next-generation-of-ai-181150\">original article<\/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>\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\/5-things-about-hottest-new-trend-ai-foundation-models\" target=\"_blank\" rel=\"noopener\">Source<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>&#8220;5 things to know about the hottest new trend in AI: foundation models&#8221; If you\u2019ve seen photos of a teapot shaped like an avocado or read a well-written article that veers off on slightly weird tangents, you may have been exposed to a new trend in artificial intelligence (AI). 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