{"id":317785,"date":"2025-10-20T05:17:19","date_gmt":"2025-10-20T05:17:19","guid":{"rendered":"https:\/\/www.europesays.com\/us\/317785\/"},"modified":"2025-10-20T05:17:19","modified_gmt":"2025-10-20T05:17:19","slug":"andrej-karpathy-it-will-take-a-decade-for-ai-agents-to-actually-work","status":"publish","type":"post","link":"https:\/\/www.europesays.com\/us\/317785\/","title":{"rendered":"Andrej Karpathy: It Will Take a Decade for AI Agents to Actually Work"},"content":{"rendered":"<p>Even in the fast-moving world of AI, patience is still a virtue, according to Andrej Karpathy.<\/p>\n<p>The OpenAI cofounder, and de facto leader of the <a target=\"_self\" class=\"\" href=\"https:\/\/www.businessinsider.com\/vibe-coding-ai-silicon-valley-andrej-karpathy-2025-2\" data-track-click=\"{&quot;element_name&quot;:&quot;body_link&quot;,&quot;event&quot;:&quot;tout_click&quot;,&quot;index&quot;:&quot;bi_value_unassigned&quot;,&quot;product_field&quot;:&quot;bi_value_unassigned&quot;}\" rel=\"noopener\">vibe-coding boom<\/a>, appeared on the Dwarkesh Podcast last week to talk about how far we are from developing functional <a target=\"_self\" class=\"\" href=\"https:\/\/www.businessinsider.com\/ai-coding-agents-adoption-top-tools-2025-8\" data-track-click=\"{&quot;element_name&quot;:&quot;body_link&quot;,&quot;event&quot;:&quot;tout_click&quot;,&quot;index&quot;:&quot;bi_value_unassigned&quot;,&quot;product_field&quot;:&quot;bi_value_unassigned&quot;}\" rel=\"noopener\">AI agents<\/a>.<\/p>\n<p>TL;DR \u2014 he&#8217;s not that impressed.<\/p>\n<p>&#8220;They just don&#8217;t work. They don&#8217;t have enough intelligence, they&#8217;re not multimodal enough, they can&#8217;t do computer use and all this stuff,&#8221; Karpathy, who is now developing an AI native school at Eureka Labs, said. &#8220;They don&#8217;t have <a target=\"_blank\" rel=\" nofollow noopener\" href=\"https:\/\/en.wikipedia.org\/wiki\/Incremental_learning\" data-track-click=\"{&quot;click_type&quot;:&quot;other&quot;,&quot;element_name&quot;:&quot;body_link&quot;,&quot;event&quot;:&quot;outbound_click&quot;}\">continual learning<\/a>. You can&#8217;t just tell them something and they&#8217;ll remember it. They&#8217;re cognitively lacking and it&#8217;s just not working.&#8221;<\/p>\n<p>&#8220;It will take about a decade to work through all of those issues,&#8221; he added.<\/p>\n<p>Agents are among the most talked-about innovations in AI, with many investors dubbing 2025 &#8220;the year of the agent.&#8221; While definitions vary, <a target=\"_self\" class=\"\" href=\"https:\/\/www.businessinsider.com\/what-is-an-ai-agent-depends-who-you-ask-2025-3\" data-track-click=\"{&quot;element_name&quot;:&quot;body_link&quot;,&quot;event&quot;:&quot;tout_click&quot;,&quot;index&quot;:&quot;bi_value_unassigned&quot;,&quot;product_field&quot;:&quot;bi_value_unassigned&quot;}\" rel=\"noopener\">agents are virtual assistants<\/a> capable of completing tasks autonomously \u2014 breaking down problems, outlining plans, and taking action without user prompts.<\/p>\n<p>Karpathy is a famously fast talker. So he wrote a follow-up post on X for listeners who couldn&#8217;t quite parse everything he said. On the topic of agents, he reiterated his earlier frustrations.<\/p>\n<p>&#8220;My critique of the industry is more in overshooting the tooling w.r.t. present capability,&#8221; he wrote. &#8220;The industry lives in a future where fully autonomous entities collaborate in parallel to write all the code and humans are useless.&#8221;<\/p>\n<p>He doesn&#8217;t want to live there.<\/p>\n<p>In Karpathy&#8217;s ideal future, humans and AI collaborate to code and execute tasks.<\/p>\n<p>                      Related stories<\/p>\n<p>                                <img decoding=\"async\" class=\"lazy-image \" viewbox=\"0 0 1 1\" src=\"https:\/\/www.europesays.com\/us\/wp-content\/uploads\/2025\/07\/placeholder.png\" alt=\"\"\/><\/p>\n<p>                            Business Insider tells the innovative stories you want to know<\/p>\n<p>                                <img decoding=\"async\" class=\"lazy-image \" viewbox=\"0 0 1 1\" src=\"https:\/\/www.europesays.com\/us\/wp-content\/uploads\/2025\/07\/placeholder.png\" alt=\"\"\/><\/p>\n<p>                            Business Insider tells the innovative stories you want to know<\/p>\n<p>&#8220;I want it to pull the API docs and show me that it used things correctly. I want it to make fewer assumptions and ask\/collaborate with me when not sure about something. I want to learn along the way and become better as a programmer, not just get served mountains of code that I&#8217;m told works,&#8221; he wrote.<\/p>\n<p>The con of building the kind of agents that render humans useless, he said, is that humans are then useless, and AI &#8220;slop,&#8221; the low-quality content generated by AI, becomes ubiquitous.<\/p>\n<p>Karpathy isn&#8217;t the only one to raise concerns about the functionality of AI agents.<\/p>\n<p>In a post on LinkedIn last year, ScaleAI growth lead Quintin Au talked about how the <a target=\"_self\" class=\"\" href=\"https:\/\/www.businessinsider.com\/ai-agents-errors-hallucinations-compound-risk-2025-4\" data-track-click=\"{&quot;element_name&quot;:&quot;body_link&quot;,&quot;event&quot;:&quot;tout_click&quot;,&quot;index&quot;:&quot;bi_value_unassigned&quot;,&quot;product_field&quot;:&quot;bi_value_unassigned&quot;}\" rel=\"noopener\">errors agents make<\/a> are compounded with every additional task they take on.<\/p>\n<p>&#8220;Currently, every time an AI performs an action, there&#8217;s roughly a 20% chance of error (this is how LLMs work, we can&#8217;t expect 100% accuracy),&#8221; he wrote in a post on LinkedIn. &#8220;If an agent needs to complete 5 actions to finish a task, there&#8217;s only a 32% chance it gets every step right.&#8221;<\/p>\n<p>While skeptical of the current state of AI agents, Karpathy said he isn&#8217;t an AI skeptic.<\/p>\n<p>&#8220;My AI timelines are about 5-10X pessimistic w.r.t. what you&#8217;ll find in your neighborhood SF AI house party or on your twitter timeline, but still quite optimistic w.r.t. a rising tide of AI deniers and skeptics,&#8221; he said.<\/p>\n","protected":false},"excerpt":{"rendered":"Even in the fast-moving world of AI, patience is still a virtue, according to Andrej Karpathy. The OpenAI&hellip;\n","protected":false},"author":3,"featured_media":317786,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[21],"tags":[11030,2322,691,40955,155473,738,29244,35741,71316,159604,19835,6359,3195,104021,158,159605,67,132,68,8066],"class_list":{"0":"post-317785","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-artificial-intelligence","8":"tag-action","9":"tag-agent","10":"tag-ai","11":"tag-ai-agent","12":"tag-andrej-karpathy","13":"tag-artificial-intelligence","14":"tag-chance","15":"tag-code","16":"tag-decade","17":"tag-follow-up-post","18":"tag-future","19":"tag-human","20":"tag-industry","21":"tag-task","22":"tag-technology","23":"tag-tooling-w-r-t","24":"tag-united-states","25":"tag-unitedstates","26":"tag-us","27":"tag-work"},"share_on_mastodon":{"url":"https:\/\/pubeurope.com\/@us\/115404803165458378","error":""},"_links":{"self":[{"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/posts\/317785","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/comments?post=317785"}],"version-history":[{"count":0,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/posts\/317785\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/media\/317786"}],"wp:attachment":[{"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/media?parent=317785"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/categories?post=317785"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.europesays.com\/us\/wp-json\/wp\/v2\/tags?post=317785"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}