{"id":90181,"date":"2025-05-08T00:27:47","date_gmt":"2025-05-08T00:27:47","guid":{"rendered":"https:\/\/80000hours.org\/?p=90181"},"modified":"2026-04-29T19:37:22","modified_gmt":"2026-04-29T19:37:22","slug":"11-essential-resources-ai-risk","status":"publish","type":"article","link":"https:\/\/80000hours.org\/articles\/11-essential-resources-ai-risk\/","title":{"rendered":"11 essential readings on AI safety, risk, and&nbsp;alignment"},"content":{"rendered":"<p>If you&#8217;re overwhelmed trying to understand how advanced AI could impact our lives, you&#8217;re not alone. There&#8217;s a lot of noise out there.<\/p>\n<p>We&#8217;ve boiled it down to 11 essential resources for getting up to speed on the risks of AGI.<\/p>\n<p>We&#8217;ve chosen these because they represent the most influential ideas shaping the current debate. Though we don&#8217;t agree with everything the authors say, we think they&#8217;re well worth reading.<\/p>\n<h2>AI risk reading list<\/h2>\n<ol>\n<li><a href=\"https:\/\/www.forethought.org\/research\/preparing-for-the-intelligence-explosion\">Preparing for the Intelligence Explosion<\/a> by William MacAskill and Fin Moorhouse<\/li>\n<li><a href=\"https:\/\/ai-2027.com\/\">AI 2027<\/a> by Daniel Kokotajlo, Scott Alexander, Thomas Larsen, Eli Lifland, and Romeo Dean<\/li>\n<li><a href=\"https:\/\/situational-awareness.ai\/\">Situational Awareness: The Decade Ahead<\/a> by Leopold Aschenbrenner<\/li>\n<li><a href=\"https:\/\/epochai.substack.com\/p\/the-case-for-multi-decade-ai-timelines\">The case for multi-decade AI timelines<\/a> by Ege Erdil<\/li>\n<li><a href=\"https:\/\/www.cold-takes.com\/most-important-century\/\">The Most Important Century<\/a> by Holden Karnofsky<\/li>\n<li><a href=\"https:\/\/asteriskmag.com\/issues\/10\/does-ai-progress-have-a-speed-limit\">Does AI Progress Have a Speed Limit?<\/a> by Ajeya Cotra and Arvind Narayanan<\/li>\n<li><a href=\"https:\/\/epoch.ai\/blog\/can-ai-scaling-continue-through-2030\">Can AI scaling continue through 2030?<\/a> by Jaime Sevilla et al.<\/li>\n<li><a href=\"https:\/\/jc.gatspress.com\/pdf\/existential_risk_and_powerseeking_ai.pdf\">Existential Risk from Power-Seeking AI<\/a> by Joe Carlsmith<\/li>\n<li><a href=\"https:\/\/gradual-disempowerment.ai\/\">Gradual Disempowerment<\/a> by Jan Kulveit, Raymond Douglas, Nora Ammann, Deger Turan, David Krueger, and David Duvenaud<\/li>\n<li><a href=\"https:\/\/arxiv.org\/pdf\/2411.00986\">Taking AI Welfare Seriously<\/a> by Robert Long, Jeff Sebo, et al.<\/li>\n<li><a href=\"https:\/\/www.darioamodei.com\/essay\/machines-of-loving-grace\">Machines of Loving Grace \u2014 How AI Could Transform the World for the Better<\/a> by Dario Amodei<\/li>\n<\/ol>\n<h2>Summary of each resource<\/h2>\n<h4 class=\"no-toc\">1. <a href=\"https:\/\/www.forethought.org\/research\/preparing-for-the-intelligence-explosion\">Preparing for the Intelligence Explosion<\/a> by William MacAskill and Fin Moorhouse at Forethought Research (March 2025)<\/h4>\n<p>Researchers at Forethought argue that an &#8220;intelligence explosion&#8221; could compress a century of technological progress into a decade, creating numerous grand challenges that humanity must prepare for now. You can listen to Will MacAskill discuss this piece <a href=\"https:\/\/80000hours.org\/podcast\/episodes\/will-macaskill-century-in-a-decade-navigating-intelligence-explosion\/\">on our podcast<\/a>.<\/p>\n<h4 class=\"no-toc\">2. <a href=\"https:\/\/ai-2027.com\/\">AI 2027<\/a> by Daniel Kokotajlo, Scott Alexander, Thomas Larsen, Eli Lifland, and Romeo Dean (April 2025)<\/h4>\n<p>An analysis of a concrete scenario in which AGI arrives soon via the automation of AI research. The AI 2027 team also provides its own forecasts of several key outcomes in the <a href=\"https:\/\/ai-2027.com\/research\">accompanying research<\/a>. Many people (including us) think it&#8217;s unlikely things will unfold this fast, but in any case it has become one of the most discussed pieces of research in the field. (The team wrote an <a href=\"https:\/\/blog.aifutures.org\/p\/q1-2026-timelines-update\">update<\/a> on their timeline estimates in April 2026.)<\/p>\n<h4 class=\"no-toc\">3. <a href=\"https:\/\/situational-awareness.ai\/\">Situational Awareness: The Decade Ahead<\/a> by Leopold Aschenbrenner (June 2024)<\/h4>\n<p>Former OpenAI employee Leopold Aschenbrenner makes a compelling case \u2014 across five in-depth chapters \u2014 that AGI is coming much sooner than many expect, and few realise just how much it will change the world. We think this piece might underplay the challenge of <a href=\"https:\/\/80000hours.org\/problem-profiles\/risks-from-power-seeking-ai\/\">aligning AGI with human interests<\/a> and the need for international coordination on AI risks. However, its quantitative predictions about AI development <a href=\"https:\/\/www.lesswrong.com\/posts\/EGGruXRxGQx6RQt8x\/situational-awareness-a-one-year-retrospective\">have roughly borne out so far<\/a>.<\/p>\n<h4 class=\"no-toc\">4. <a href=\"https:\/\/epochai.substack.com\/p\/the-case-for-multi-decade-ai-timelines\">The case for multi-decade AI timelines<\/a> by Ege Erdil from Epoch AI (April 2025)<\/h4>\n<p>Researcher Ege Erdil makes one of the most influential arguments against the idea that we may have AGI within the next decade \u2014 including his doubts about the prospect of a rapid &#8216;intelligence explosion,&#8217; and why he expects current revenue trends in AI development to slow down. Ege and Tamay Besiroglu discussed these ideas on the <a href=\"https:\/\/www.dwarkesh.com\/p\/ege-tamay\">Dwarkesh podcast<\/a>.<\/p>\n<h4 class=\"no-toc\">5. <a href=\"https:\/\/www.cold-takes.com\/most-important-century\/\">The Most Important Century<\/a> by Holden Karnofsky and other authors (2021)<\/h4>\n<p>Holden Karnofsky&#8217;s series from 2021 argues that transformative AI could make the upcoming decades the most important in history. Some of it is now out of date, but contains several useful articles including <a href=\"https:\/\/www.cold-takes.com\/how-we-could-stumble-into-ai-catastrophe\/\">How we could stumble into AI catastrophe<\/a>, <a href=\"https:\/\/www.cold-takes.com\/ai-could-defeat-all-of-us-combined\/\">AI could defeat all of us combined<\/a>, <a href=\"https:\/\/www.cold-takes.com\/why-ai-alignment-could-be-hard-with-modern-deep-learning\/\">Why AI alignment could be hard with modern deep learning<\/a> by guest author Ajeya Cotra, and <a href=\"https:\/\/www.cold-takes.com\/jobs-that-can-help-with-the-most-important-century\/\">Jobs for helping with the most important century<\/a>.<\/p>\n<h4 class=\"no-toc\">6. <a href=\"https:\/\/asteriskmag.com\/issues\/10\/does-ai-progress-have-a-speed-limit\">Does AI Progress Have a Speed Limit?<\/a> by Ajeya Cotra and Arvind Narayanan (April 2025)<\/h4>\n<p>Experts Ajeya Cotra and Arvind Narayanan discuss the factors behind the pace of AI development. They present contrasting views about the likely speed of progress in AI and its societal effects, offering useful insights into the state of the debate.<\/p>\n<h4 class=\"no-toc\">7. <a href=\"https:\/\/epoch.ai\/blog\/can-ai-scaling-continue-through-2030\">Can AI scaling continue through 2030?<\/a> by Jaime Sevilla et al. at Epoch AI (August 2024)<\/h4>\n<p>Projections by researchers at Epoch suggest AI companies can continue scaling their systems through 2030, primarily facing constraints in power availability and chip manufacturing capacity.<\/p>\n<h4 class=\"no-toc\">8. <a href=\"https:\/\/jc.gatspress.com\/pdf\/existential_risk_and_powerseeking_ai.pdf\">Existential Risk from Power-Seeking AI<\/a> by Joe Carlsmith (2023)<\/h4>\n<p>Joe Carlsmith&#8217;s &#8216;Is Power-Seeking AI an Existential Risk?&#8217; is one of the central papers putting together the argument that extremely capable AI systems could pose an existential threat to humanity. The idea: future AIs might be motivated to disempower humans \u2014 and they could become smart enough to succeed.<\/p>\n<h4 class=\"no-toc\">9. <a href=\"https:\/\/gradual-disempowerment.ai\/\">Gradual Disempowerment<\/a> by Jan Kulveit, Raymond Douglas, Nora Ammann, Deger Turan, David Krueger, and David Duvenaud (January 2025)<\/h4>\n<p>&#8216;Gradual Disempowerment&#8217; argues that even if we avoid the risks of power-seeking and scheming AIs, there may be other ways AI systems could disempower humanity. Our political, economic, and cultural systems might slowly drift away from serving human interests in a world with advanced AI.<\/p>\n<h4 class=\"no-toc\">10. <a href=\"https:\/\/arxiv.org\/pdf\/2411.00986\">Taking AI Welfare Seriously<\/a> by Robert Long, Jeff Sebo, et al. (November 2024)<\/h4>\n<p>&#8220;Taking AI Welfare Seriously&#8221; argues that there&#8217;s a realistic possibility some AIs will be conscious in the near future. As the authors explain, this means we shouldn&#8217;t <em>only<\/em> be worrying about the risks AI poses to humanity \u2014 we potentially need to consider the interests and welfare of future AI systems as well.<\/p>\n<h4 class=\"no-toc\">11. <a href=\"https:\/\/darioamodei.com\/machines-of-loving-grace\">Machines of Loving Grace \u2014 How AI Could Transform the World for the Better<\/a> by Anthropic CEO Dario Amodei (October 2024)<\/h4>\n<p>It&#8217;s important to understand <em>why<\/em> there&#8217;s enthusiasm for building powerful AI systems, despite the risks. In &#8216;Machines of Loving Grace,&#8217; the CEO of Anthropic \u2014 the AI company behind Claude \u2014 attempts to paint a positive vision for powerful AI.<\/p>\n<h2>Other reading lists by topic<\/h2>\n<p>Here are additional lists of resources we&#8217;ve put together for specific AI-related topics.<\/p>\n<ul>\n<li><a href=\"https:\/\/80000hours.org\/agi\/guide\/when-will-agi-arrive\/#further-reading\">When will AGI arrive?<\/a><\/li>\n<li><a href=\"https:\/\/80000hours.org\/problem-profiles\/moral-status-digital-minds\/#learn-more\">The moral status of digital minds<\/a><\/li>\n<li><a href=\"https:\/\/80000hours.org\/problem-profiles\/risks-from-power-seeking-ai\/#learn-more\">Preventing an AI-related catastrophe<\/a><\/li>\n<li><a href=\"https:\/\/80000hours.org\/problem-profiles\/gradual-disempowerment\/#learn-more\">Gradual disempowerment<\/a><\/li>\n<li><a href=\"https:\/\/80000hours.org\/career-reviews\/ai-policy-and-strategy\/#learn-more\">AI governance and policy<\/a><\/li>\n<li><a href=\"https:\/\/80000hours.org\/career-reviews\/ai-safety-researcher\/#learn-more-about-ai-safety-technical-research\">AI safety technical research<\/a><\/li>\n<\/ul>\n<p>For more useful resources, check out the <a href=\"https:\/\/80000hours.org\/agi\/\">overview of what&#8217;s happening with AGI<\/a> on our site.<\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":391,"featured_media":90319,"parent":0,"menu_order":0,"template":"","meta":{"_acf_changed":false,"footnotes":""},"categories":[1353,1387,368,1427,291],"class_list":["post-90181","article","type-article","status-publish","has-post-thumbnail","hentry","category-ai","category-ai-policy","category-existential-risk","category-power-seeking-ai-systems","category-world-problems"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI Safety Reading List 2025 (11 AI Risk &amp; Alignment Resources) | 80,000 Hours<\/title>\n<meta name=\"description\" content=\"80,000 Hours\u2019 top 11 resources for an AI safety crash course in 2025 \u2014 essential research on AGI risk and alignment.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/80000hours.org\/articles\/11-essential-resources-ai-risk\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Want to understand AGI risk? 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