{"id":495142,"date":"2026-02-24T00:17:12","date_gmt":"2026-02-24T00:17:12","guid":{"rendered":"https:\/\/www.newsbeep.com\/ca\/495142\/"},"modified":"2026-02-24T00:17:12","modified_gmt":"2026-02-24T00:17:12","slug":"turns-out-generative-ai-was-a-scam","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/ca\/495142\/","title":{"rendered":"Turns out Generative AI was a scam"},"content":{"rendered":"<p>Once the public has decided to accept something as an interesting fact, it becomes almost impossible to get the acceptance rescinded. The persistent interestingness and symbolic usefulness overrides any lack of factuality.<\/p>\n<p>\u2013 Geoff Pullum, esteemed linguist and loyal reader of this Substack<\/p>\n<p><a href=\"https:\/\/www.washingtonpost.com\/technology\/2026\/02\/23\/ai-economic-growth-gdp-mirage\/?utm_campaign=wp_the7&amp;utm_medium=email&amp;utm_source=newsletter&amp;carta-url=https%3A%2F%2Fs2.washingtonpost.com%2Fcar-ln-tr%2F46d2009%2F699c3eee1055606afe7ca33b%2F647f020bb5f7f5232495cf34%2F48%2F99%2F699c3eee1055606afe7ca33b\" rel=\"nofollow noopener\" target=\"_blank\">Breaking news<\/a> from Shira Ovide at the Washington Post.  Gift link <a href=\"https:\/\/wapo.st\/4kT3oLl\" rel=\"nofollow noopener\" target=\"_blank\">here<\/a>.<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!H_g1!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd4c49d27-b1e8-47e7-b0e9-2a9e62388087_1191x2138.jpeg\" data-component-name=\"Image2ToDOM\" rel=\"nofollow noopener\" class=\"image-link image2 is-viewable-img can-restack\"><img decoding=\"async\" src=\"https:\/\/www.newsbeep.com\/ca\/wp-content\/uploads\/2026\/02\/https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/d4c49d27-b1e8-47e7-b0e9-2a9e62388087_1191.jpeg\" width=\"1191\" height=\"2138\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/d4c49d27-b1e8-47e7-b0e9-2a9e62388087_1191x2138.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:2138,&quot;width&quot;:1191,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:846938,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image\/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https:\/\/garymarcus.substack.com\/i\/188899200?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd4c49d27-b1e8-47e7-b0e9-2a9e62388087_1191x2138.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" alt=\"\"   fetchpriority=\"high\" class=\"sizing-normal\"\/><\/a><\/p>\n<p>Remember how in November the White House Crypto and AI advisor was telling us that Generative AI was contributing half of US GDP growth? <\/p>\n<p><a target=\"_blank\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!EjkJ!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee0176bd-d2b5-4246-9802-0050c0769b41_1024x611.jpeg\" data-component-name=\"Image2ToDOM\" rel=\"nofollow noopener\" class=\"image-link image2 is-viewable-img can-restack\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.newsbeep.com\/ca\/wp-content\/uploads\/2026\/02\/https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/ee0176bd-d2b5-4246-9802-0050c0769b41_1024.jpeg\" width=\"1024\" height=\"611\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/ee0176bd-d2b5-4246-9802-0050c0769b41_1024x611.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:611,&quot;width&quot;:1024,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:95548,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image\/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https:\/\/garymarcus.substack.com\/i\/188899200?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fee0176bd-d2b5-4246-9802-0050c0769b41_1024x611.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" alt=\"\"   class=\"sizing-normal\"\/><\/a><\/p>\n<p>Turns out  it wasn\u2019t, as Shira Ovide just reported:<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!DdSC!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73066095-7f10-4f5e-ab2f-360ff9cb292e_1159x1724.jpeg\" data-component-name=\"Image2ToDOM\" rel=\"nofollow noopener\" class=\"image-link image2 is-viewable-img can-restack\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.newsbeep.com\/ca\/wp-content\/uploads\/2026\/02\/https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/73066095-7f10-4f5e-ab2f-360ff9cb292e_1159.jpeg\" width=\"1159\" height=\"1724\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/73066095-7f10-4f5e-ab2f-360ff9cb292e_1159x1724.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1724,&quot;width&quot;:1159,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:401382,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image\/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https:\/\/garymarcus.substack.com\/i\/188899200?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F73066095-7f10-4f5e-ab2f-360ff9cb292e_1159x1724.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" alt=\"\"   class=\"sizing-normal\"\/><\/a><\/p>\n<p>You should read the whole thing, gift link <a href=\"https:\/\/wapo.st\/4kT3oLl\" rel=\"nofollow noopener\" target=\"_blank\">here<\/a>. <\/p>\n<p>Another excerpt:<\/p>\n<p><a target=\"_blank\" href=\"https:\/\/substackcdn.com\/image\/fetch\/$s_!QgmO!,f_auto,q_auto:good,fl_progressive:steep\/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbce4371b-bebc-4b6e-bd38-78e5c0493db7_1206x1658.jpeg\" data-component-name=\"Image2ToDOM\" rel=\"nofollow noopener\" class=\"image-link image2 is-viewable-img can-restack\"><img decoding=\"async\" src=\"https:\/\/www.newsbeep.com\/ca\/wp-content\/uploads\/2026\/02\/https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/bce4371b-bebc-4b6e-bd38-78e5c0493db7_1206.jpeg\" width=\"1206\" height=\"1658\" data-attrs=\"{&quot;src&quot;:&quot;https:\/\/substack-post-media.s3.amazonaws.com\/public\/images\/bce4371b-bebc-4b6e-bd38-78e5c0493db7_1206x1658.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1658,&quot;width&quot;:1206,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:169439,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image\/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:true,&quot;topImage&quot;:false,&quot;internalRedirect&quot;:&quot;https:\/\/garymarcus.substack.com\/i\/188899200?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fbce4371b-bebc-4b6e-bd38-78e5c0493db7_1206x1658.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}\" alt=\"\"   loading=\"lazy\" class=\"sizing-normal\"\/><\/a><\/p>\n<p>I would love to see a companion graph about how much the banks are now tied to all this.<\/p>\n<p>What happens if all these investments were misguided?<\/p>\n<p>The piece by Ovide is absolutely brutal, somewhere between tragic and comic, filled with interviews showing how some hard to swallow numbers that fit a Silicon Valley narrative rapidly became gospel in Washington \u2013 with far too little scrutiny.  Not since Geoff Pullum\u2019s <a href=\"https:\/\/cslc.nd.edu\/assets\/141348\/pullum_eskimo_vocabhoax.pdf\" rel=\"nofollow noopener\" target=\"_blank\">Great Eskimo Vocabulary Hoax<\/a> have I read such a deconstruction of people hearing what they wanted to hear.<\/p>\n<p>\u00a7<\/p>\n<p>None of what Ovide had to say about the overestimation of Generative AI should actually come as a surprise. Generative AI has been inherently unreliable from the start; none of the problems that I warned about over the last half decade has been properly solved. Large language models still hallucinate, and they still make boneheaded errors; they still lack a proper concept of reality. They often produce workslop. A recent survey called <a href=\"https:\/\/www.remotelabor.ai\/\" rel=\"nofollow noopener\" target=\"_blank\">The Remote Labor Index<\/a> found that they could only do 2.5% of human tasks, and that is a massive overestimate, since literally everything that requires physical labor was excluded. <\/p>\n<p>Generative AI has its uses, but it hardly surprising that most business have struggled to find return on their investment, given the massive reliability issues that continue to plaguage it. And so the economic impact may well be a lot smaller than many people were led to believe.<\/p>\n<p>I don\u2019t know that Generative AI was literally a scam, but the people selling it have tried to sell it as if it were tantamount to artificial general intelligence, when it\u2019s not. <\/p>\n<p>And there is just no way for the product they actually know how build \u2014 as opposed to the one they fantasize about \u2014 to live up to those expectations.<\/p>\n<p>\u00a7<\/p>\n<p>When all is said and done, my best guess is that generative AI will have done significantly more harm to society than good. Although there are some practical use cases, such as coding, it is an inherently unreliable technology. It is ripping apart our educational system and our information ecosphere, and flooding the zone with nonconsensual deepfake porn. It is threatening the environment with data centers built on too much speculation. It is leading some people into serious mental health issues. And it may well lay waste to our economy,  once banks and investors who bought the hype start to fall.  <\/p>\n<p>The countdown to Trump leaving the AI building has begun. <\/p>\n<p>Thank you to the 100,000+ of you who have subscribed. <\/p>\n","protected":false},"excerpt":{"rendered":"Once the public has decided to accept something as an interesting fact, it becomes almost impossible to get&hellip;\n","protected":false},"author":2,"featured_media":495143,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[62,276,277,49,48,61],"class_list":{"0":"post-495142","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-artificial-intelligence","8":"tag-ai","9":"tag-artificial-intelligence","10":"tag-artificialintelligence","11":"tag-ca","12":"tag-canada","13":"tag-technology"},"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/posts\/495142","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/comments?post=495142"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/posts\/495142\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/media\/495143"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/media?parent=495142"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/categories?post=495142"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/ca\/wp-json\/wp\/v2\/tags?post=495142"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}