{"id":29978,"date":"2025-04-07T12:00:00","date_gmt":"2025-04-07T10:00:00","guid":{"rendered":"https:\/\/salvadorvilalta.com\/?p=29978"},"modified":"2025-04-05T10:25:19","modified_gmt":"2025-04-05T08:25:19","slug":"intelligence-explosion-when-ai-learns-on-its-own","status":"publish","type":"post","link":"https:\/\/salvadorvilalta.com\/en\/intelligence-explosion-when-ai-learns-on-its-own\/","title":{"rendered":"Intelligence explosion: When AI learns on its own"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"29978\" class=\"elementor elementor-29978 elementor-29895\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ebc5c53 e-flex e-con-boxed e-con e-parent\" data-id=\"ebc5c53\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bebe479 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"bebe479\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><b>Can you imagine an artificial intelligence (AI) researching and making scientific discoveries while you sleep? <br \/><\/b>This sounds like something out of a science fiction movie that could soon become our reality. In this article, we will discuss the concept of the &#8220;intelligence explosion,&#8221; explain how self-learning AI can lead to exponential growth in its capabilities, and explore how recent projects, such as OpenAI&#8217;s PaperBench, bring us closer to this fascinating future.<\/p><p>This content is based on the reflections of this interesting video by Matthew Berman, who is, in my opinion, one of the world&#8217;s most relevant disseminators in the field of AI.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b007e90 e-flex e-con-boxed e-con e-parent\" data-id=\"b007e90\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9e11adf sc_fly_static elementor-widget elementor-widget-video\" data-id=\"9e11adf\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/gWCEjr4DBFk?si=Rwy0Gxy16ipqU5Dr&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-125cba5 e-flex e-con-boxed e-con e-parent\" data-id=\"125cba5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-772a133 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"772a133\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">What is the \"intelligence explosion\"?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-20094af e-flex e-con-boxed e-con e-parent\" data-id=\"20094af\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-89055a2 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"89055a2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The term<b> describes a situation in which a sufficiently advanced AI begins to improve its capabilities autonomously and at an accelerated rate<\/b>. Think of a brilliant engineer who, by creating an intelligent robot, allows this robot to make another, even more intelligent robot, and so on. This cycle could trigger a lightning-fast expansion of intelligence, where machines would quickly surpass human capabilities.<\/p><p>This concept was initially proposed by the <a href=\"https:\/\/www.science.vt.edu\/magazine\/stories\/fall-2021\/legends.html\" target=\"_blank\" rel=\"noopener\">mathematician I.J. Good<\/a> in the 1960s and today is closer than ever to becoming a reality.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4a0f9a8 e-flex e-con-boxed e-con e-parent\" data-id=\"4a0f9a8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7da2b10 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"7da2b10\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Why does this matter?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ce1083c e-flex e-con-boxed e-con e-parent\" data-id=\"ce1083c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2a75cbc sc_fly_static elementor-widget elementor-widget-video\" data-id=\"2a75cbc\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/GihTPEneC-o?si=VNHFGSXhYEq2uE5k&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-32be43c e-flex e-con-boxed e-con e-parent\" data-id=\"32be43c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-19c359a sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"19c359a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>If this explosion occurs, we could greatly accelerate the resolution of complex problems such as climate change and incurable diseases or even discover revolutionary new materials. However, ethical and practical concerns exist about maintaining control over such powerful systems.<\/p><p><span style=\"font-family: 'Kumbh Sans', sans-serif; font-size: 16px; font-style: normal; font-weight: 400;\">The following graph by Leopold Aschenbrenner (Ex OPenAI) shows the acceleration of the autonomy of self-learning AI on its way to General AI or AGI.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9b9af7c e-flex e-con-boxed e-con e-parent\" data-id=\"9b9af7c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5b9c82a sc_fly_static elementor-widget elementor-widget-image\" data-id=\"5b9c82a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"949\" src=\"https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Superinteligencia_Leopold-Ascgembernner--1024x949.png\" class=\"attachment-large size-large wp-image-29909\" alt=\"Superinteligencia_Leopold Ascgembernner\" srcset=\"https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Superinteligencia_Leopold-Ascgembernner--1024x949.png 1024w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Superinteligencia_Leopold-Ascgembernner--300x278.png 300w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Superinteligencia_Leopold-Ascgembernner--768x712.png 768w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Superinteligencia_Leopold-Ascgembernner--1536x1423.png 1536w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Superinteligencia_Leopold-Ascgembernner--370x343.png 370w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Superinteligencia_Leopold-Ascgembernner--840x778.png 840w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Superinteligencia_Leopold-Ascgembernner--410x380.png 410w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Superinteligencia_Leopold-Ascgembernner-.png 1597w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Source: <\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ba37b8a e-flex e-con-boxed e-con e-parent\" data-id=\"ba37b8a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-70bfb89 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"70bfb89\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">PaperBench: the AI that replicates scientific research<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9383170 e-flex e-con-boxed e-con e-parent\" data-id=\"9383170\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2383095 sc_fly_static elementor-widget elementor-widget-image\" data-id=\"2383095\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/cdn.openai.com\/papers\/22265bac-3191-44e5-b057-7aaacd8e90cd\/paperbench.pdf\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"936\" src=\"https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/PaperBench-OpenAI-1024x936.png\" class=\"attachment-large size-large wp-image-29904\" alt=\"PaperBench OpenAI\" srcset=\"https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/PaperBench-OpenAI-1024x936.png 1024w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/PaperBench-OpenAI-300x274.png 300w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/PaperBench-OpenAI-768x702.png 768w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/PaperBench-OpenAI-1536x1404.png 1536w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/PaperBench-OpenAI-370x338.png 370w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/PaperBench-OpenAI-840x768.png 840w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/PaperBench-OpenAI-410x375.png 410w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/PaperBench-OpenAI.png 1630w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-629c2d5 e-flex e-con-boxed e-con e-parent\" data-id=\"629c2d5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-00d485f sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"00d485f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Recently, OpenAI introduced <b><a href=\"https:\/\/cdn.openai.com\/papers\/22265bac-3191-44e5-b057-7aaacd8e90cd\/paperbench.pdf\" target=\"_blank\" rel=\"noopener\">PaperBench, a<\/a> framework designed to assess whether an AI can autonomously replicate complex scientific research.<\/b> What exactly does this mean?<\/p><p><span style=\"font-size: 16px; text-align: var(--text-align); background-color: transparent; color: var(--theme-color-text); letter-spacing: 0px;\">When scientists publish a study, others try to replicate it to validate their results. Typically, this process can take weeks or months. PaperBench sought to have an AI do the same in 12 hours, using only the original scientific paper and access to programming tools. <\/span><\/p><p>This system included:<\/p><ul><li>20 recent scientific papers in the field of machine learning.<\/li><li>Internet access and a programming environment.<\/li><li>Evaluation by automatic judges (other AIs) who compared the results obtained with the original ones.<\/li><\/ul><p>Surprisingly,<b> the best AI (Claude 3.5 Sonnet) <\/b>achieved a 21% success rate, correctly replicating a significant portion of these complex studies. Although still far from human performance, this result is impressive, considering it was the first time an AI had attempted something like this.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-61df584 e-flex e-con-boxed e-con e-parent\" data-id=\"61df584\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b8347bb sc_fly_static elementor-widget elementor-widget-image\" data-id=\"b8347bb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"553\" src=\"https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.00-1024x553.png\" class=\"attachment-large size-large wp-image-29919\" alt=\"PaperBench Open AI el Blog de Salvador Vilalta\" srcset=\"https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.00-1024x553.png 1024w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.00-300x162.png 300w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.00-768x415.png 768w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.00-1536x830.png 1536w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.00-2048x1106.png 2048w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.00-370x200.png 370w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.00-840x454.png 840w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.00-410x221.png 410w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Source: OpenAI<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2e244a2 e-flex e-con-boxed e-con e-parent\" data-id=\"2e244a2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-03eb42a sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"03eb42a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The key role of self-learning<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cb9c8d9 e-flex e-con-boxed e-con e-parent\" data-id=\"cb9c8d9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1c48b08 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"1c48b08\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The fascinating thing about the PaperBench case is that it shows a new dimension of self-learning in AI. Until now, AIs have learned mainly by ML-supervised learning, i.e., by receiving millions of examples. PaperBench changed this by allowing the AI to learn directly from recent scientific knowledge, just as a human researcher would.<\/p><p><b>Although PaperBench does not yet allow AI to improve itself directly, it lays the groundwork for it.<\/b> After replicating a study, imagine that the AI starts experimenting with its changes to improve the results. This would be the beginning of an authentic, autonomous cycle of improvement.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4855e56 e-flex e-con-boxed e-con e-parent\" data-id=\"4855e56\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3dda9d8 sc_fly_static elementor-widget elementor-widget-image\" data-id=\"3dda9d8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"432\" src=\"https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.25-1024x432.png\" class=\"attachment-large size-large wp-image-29917\" alt=\"PaperBench comparativa humanos versus maquinas OpenAI El Blog de Salvador Vilalta\" srcset=\"https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.25-1024x432.png 1024w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.25-300x126.png 300w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.25-768x324.png 768w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.25-1536x648.png 1536w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.25-2048x863.png 2048w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.25-370x156.png 370w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.25-840x354.png 840w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Captura-de-pantalla-2025-04-05-a-las-9.08.25-410x173.png 410w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Source: Peperbench OpenAI<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f84b907 e-flex e-con-boxed e-con e-parent\" data-id=\"f84b907\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7fdd9c6 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"7fdd9c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Future potential and incredible scenarios<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fa31ee9 e-flex e-con-boxed e-con e-parent\" data-id=\"fa31ee9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-46a7c38 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"46a7c38\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>If AI can fully master these skills, we could have systems capable of analyzing thousands of scientific papers quickly and proposing improvements or even generating new research. This would greatly accelerate technological and scientific innovation. <\/p>\n<p>Beyond the science, these capabilities could revolutionize digital marketing, optimizing ad campaigns automatically through trial and error, constantly learning and improving.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8c1d9cb e-flex e-con-boxed e-con e-parent\" data-id=\"8c1d9cb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0b43bc5 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"0b43bc5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Current limitations: cost and accuracy<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dcbcfbf e-flex e-con-boxed e-con e-parent\" data-id=\"dcbcfbf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8f79d21 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"8f79d21\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"text-align: var(--text-align); background-color: transparent;\">Despite the enthusiasm, there are still major challenges:<\/span><\/p>\n<ul>\n<li><b>High costs:<\/b> Running experiments like PaperBench currently requires a lot of computational power, costing hundreds of dollars per test, and very high energy requirements.<\/li>\n<li><b>Limited accuracy: <\/b>AI still makes significant errors in many cases due to small technical details that are difficult to pick up.<\/li>\n<li><b>Limited number of studies:<\/b> For now, only 20 specific studies have been tested. We do not know how it will perform against a broader and more complex range of scientific investigations. <\/li>\n<\/ul>\n<p>Moreover, current systems cannot directly improve their code or architecture without human intervention. AI still needs to learn to identify and correct its own errors autonomously. <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-469c86f e-flex e-con-boxed e-con e-parent\" data-id=\"469c86f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-43cc596 sc_fly_static elementor-widget elementor-widget-image\" data-id=\"43cc596\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Potencioa-Computacion-El-Blog-de-Salvador-Vilalta--1024x683.jpg\" class=\"attachment-large size-large wp-image-29944\" alt=\"Potencioa Computacion El Blog de Salvador Vilalta\" srcset=\"https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Potencioa-Computacion-El-Blog-de-Salvador-Vilalta--1024x683.jpg 1024w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Potencioa-Computacion-El-Blog-de-Salvador-Vilalta--300x200.jpg 300w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Potencioa-Computacion-El-Blog-de-Salvador-Vilalta--768x512.jpg 768w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Potencioa-Computacion-El-Blog-de-Salvador-Vilalta--370x247.jpg 370w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Potencioa-Computacion-El-Blog-de-Salvador-Vilalta--840x560.jpg 840w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Potencioa-Computacion-El-Blog-de-Salvador-Vilalta--410x273.jpg 410w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Potencioa-Computacion-El-Blog-de-Salvador-Vilalta-.jpg 1344w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a97f1c3 e-flex e-con-boxed e-con e-parent\" data-id=\"a97f1c3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e1712b2 sc_fly_static elementor-widget elementor-widget-heading\" data-id=\"e1712b2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Ethical and control challenges<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f075480 e-flex e-con-boxed e-con e-parent\" data-id=\"f075480\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-582453a sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"582453a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>This potential also raises concerns about control and safety. What if an AI accidentally performs dangerous experiments? As these systems become more autonomous, it will be crucial to establish<b> clear ethical boundaries<\/b> to avoid negative consequences.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b024940 e-flex e-con-boxed e-con e-parent\" data-id=\"b024940\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1fd01cc sc_fly_static elementor-widget elementor-widget-image\" data-id=\"1fd01cc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Riesgos-Eticos-El-Blog-de-Salvador-Vilalta-1024x574.jpg\" class=\"attachment-large size-large wp-image-29957\" alt=\"Riesgos Eticos El Blog de Salvador Vilalta\" srcset=\"https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Riesgos-Eticos-El-Blog-de-Salvador-Vilalta-1024x574.jpg 1024w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Riesgos-Eticos-El-Blog-de-Salvador-Vilalta-300x168.jpg 300w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Riesgos-Eticos-El-Blog-de-Salvador-Vilalta-768x430.jpg 768w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Riesgos-Eticos-El-Blog-de-Salvador-Vilalta-370x207.jpg 370w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Riesgos-Eticos-El-Blog-de-Salvador-Vilalta-410x230.jpg 410w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Riesgos-Eticos-El-Blog-de-Salvador-Vilalta-840x471.jpg 840w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Riesgos-Eticos-El-Blog-de-Salvador-Vilalta-270x152.jpg 270w, https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2025\/04\/Riesgos-Eticos-El-Blog-de-Salvador-Vilalta.jpg 1456w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0d02318 e-flex e-con-boxed e-con e-parent\" data-id=\"0d02318\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-27e9017 sc_fly_static elementor-widget elementor-widget-text-editor\" data-id=\"27e9017\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The intelligence explosion may be closer than we imagine, driven by breakthroughs like PaperBench. Although we are in the early stages today, each achievement brings us closer to a future where AIs work tirelessly to solve humanity&#8217;s most significant challenges.<\/p><p>What do you think? Are you excited or concerned about this explosion of intelligence? Will we see this in the coming years, or will it be a slow and controlled process? Share your thoughts and join the conversation!<\/p><p>I hope you found this content interesting.<\/p><p>Have a good week!<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f2234a6 e-flex e-con-boxed e-con e-parent\" data-id=\"f2234a6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5fb0508 elementor-cta--skin-classic elementor-animated-content elementor-bg-transform elementor-bg-transform-zoom-in sc_fly_static elementor-widget elementor-widget-call-to-action\" data-id=\"5fb0508\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"call-to-action.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-cta\">\n\t\t\t\t\t<div class=\"elementor-cta__bg-wrapper\">\n\t\t\t\t<div class=\"elementor-cta__bg elementor-bg\" style=\"background-image: url(https:\/\/salvadorvilalta.com\/wp-content\/uploads\/2024\/01\/Salva_Suscribir-1024x484.png);\" role=\"img\" aria-label=\"Salvador Vilalta Blanco Suscribir\"><\/div>\n\t\t\t\t<div class=\"elementor-cta__bg-overlay\"><\/div>\n\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-cta__content\">\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<h2 class=\"elementor-cta__title elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tDid you like this content?\t\t\t\t\t<\/h2>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__description elementor-cta__content-item elementor-content-item\">\n\t\t\t\t\t\tIf you liked this content and want access to exclusive content for subscribers, <b>subscribe now<\/b>. Thank you in advance for your trust\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-cta__button-wrapper elementor-cta__content-item elementor-content-item \">\n\t\t\t\t\t<a class=\"elementor-cta__button elementor-button elementor-size-\" href=\"#elementor-action%3Aaction%3Dpopup%3Aopen%26settings%3DeyJpZCI6MjMwNzAsInRvZ2dsZSI6ZmFsc2V9\">\n\t\t\t\t\t\tI want to Subscribe \t\t\t\t\t<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Can you imagine an artificial intelligence (AI) researching and making scientific discoveries while you sleep? This sounds like something out of a science fiction movie that could soon become our&hellip;<\/p>\n","protected":false},"author":2,"featured_media":29974,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[241,230,231],"tags":[],"class_list":["post-29978","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-reflections","category-tools"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Intelligence explosion: When AI learns on its own - Salvador Vilalta<\/title>\n<meta name=\"description\" content=\"Intelligence explosion: When AI learns on its own. 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