{"id":548840,"date":"2026-03-27T17:32:16","date_gmt":"2026-03-27T17:32:16","guid":{"rendered":"https:\/\/www.newsbeep.com\/us\/548840\/"},"modified":"2026-03-27T17:32:16","modified_gmt":"2026-03-27T17:32:16","slug":"agentic-ai-the-alignment-problem-and-what-comes-next-explained","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/us\/548840\/","title":{"rendered":"Agentic AI, the alignment problem, and what comes next, explained"},"content":{"rendered":"<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Just how much is AI poised to change our world?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Unless you\u2019ve been in hibernation, the flurry of attention surrounding the latest AI models coming out of Silicon Valley has been hard to miss. AI has gone beyond a chatbot merely answering your questions to doing stuff that only human programmers used to be able to do.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">But we\u2019ve been through these cycles involving tech before. How can we tell what\u2019s actually real and what\u2019s mere hype?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">To answer this question, I invited Kelsey Piper, one of the best reporters on AI out there. Kelsey is a former colleague here at Vox and is now doing great work for The Argument, a Substack-based magazine. Kelsey is an optimist about tech \u2014 but clear-eyed about the huge risks from AI. She\u2019s very much a power user, but is realistic about what AI can\u2019t do yet. And she\u2019s been banging the drum about how consequential AI is for years, even before it became such a hot mainstream topic.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Kelsey and I discuss all the reasons why the hype this time is rooted in something real, how we got here, and where we might be headed. As always, there\u2019s much more in the full podcast, which drops every Monday and Friday, so listen to and follow us on <a href=\"https:\/\/podcasts.apple.com\/us\/podcast\/the-problem-with-gamifying-life\/id1081584611?i=1000748879868\" rel=\"nofollow noopener\" target=\"_blank\">Apple Podcasts<\/a>, <a href=\"https:\/\/open.spotify.com\/episode\/37vopk4h0ZeZk6OxlY8tMW?si=0dfac814169f4ba5\" rel=\"nofollow noopener\" target=\"_blank\">Spotify<\/a>, <a href=\"https:\/\/www.pandora.com\/podcast\/the-gray-area-with-sean-illing\/the-problem-with-gamifying-life\/PE:1321726855?part=ug-desktop&amp;corr=207454756564645488\" rel=\"nofollow noopener\" target=\"_blank\">Pandora<\/a>, or wherever you find podcasts. This interview has been edited for length and clarity.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">What\u2019s actually happening right now in AI?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">If you look closely, AI is already a big deal. Not in some abstract future sense, but right now. The closest analogy is not a new app or a new platform. It\u2019s more like discovering a new continent full of people who are very good at doing certain kinds of work.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">These systems are not people, but they can do things that used to require people. They can write code, generate text, solve problems, and increasingly do so in ways that are very useful in the real world.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">And the key point is that it\u2019s not stopping here. Every year the systems get better. The progress from 2025 to 2026 alone is enough to make it clear that this isn\u2019t a static technology.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Whatever AI can do today, it will be able to do more of it tomorrow and so on.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Why is the reaction so split between panic and dismissal?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">The default move is to assume nothing ever really changes.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">If you\u2019re a pundit, you can get pretty far by always saying this is hype, this will pass, nothing fundamental is happening. That works most of the time. It worked with crypto. It works with a lot of overhyped technologies.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">But sometimes it\u2019s just catastrophically wrong. Think about the early days of the internet, or the Industrial Revolution. Or even something like Covid. There were moments where people said this will blow over, and they were completely wrong. So you can\u2019t just default to cynicism. You have to actually look at the thing itself.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup _1iohv3z2 xkp0cg9\">\u201cWe still have time. That\u2019s the most optimistic thing I can say.\u201d<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">What would you say has really changed recently? Why does this hype cycle feel different?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Part of it is just accumulation. For a while, you could look at progress in AI and say, maybe this is a short trend. Maybe it plateaus. There were only a handful of data points. Now there are many, many more. And the trend has continued.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Another part is that the systems are now doing things that feel qualitatively different. Not just answering questions, but acting. Planning. Taking steps toward goals.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">And then there\u2019s a social dynamic. Most people use the free versions of these tools. Those are much worse than the best models. So they underestimate what is possible.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">I don\u2019t really think of you as an AI optimist or a doomer, and you\u2019re normally pretty level-headed about the state of things, but do you think we\u2019re entering dangerous territory?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">I\u2019m generally pro technology. Technology has made human life better in profound ways. That\u2019s just true.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">But I also think the way AI is currently being developed is dangerous. And the reason is that we\u2019re building systems that can act in the world, access information, and increasingly operate with a degree of independence. We\u2019re giving them access to things like communication channels, financial tools, and potentially critical infrastructure.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">And we don\u2019t fully understand how they behave. In controlled settings, we have seen these systems lie, deceive, and do things that are misaligned with what we asked them to do. They\u2019re not doing this because they\u2019re evil. They\u2019re doing it because of how they are trained and how goals are specified.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">But the result is the same. You have systems that do not always do what you intend, and that can be hard to monitor or control.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">What do you mean when you say these systems lie and deceive?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">In experiments, researchers give AI systems goals and access to information, then observe how they try to achieve those goals.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">In some cases, the systems have used information they have access to in ways that are clearly not what we would want. For example, threatening to reveal sensitive information about a person if that person does not cooperate.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">These are controlled tests, not real-world deployments. But they show what the systems are capable of under certain conditions. And that\u2019s pretty concerning.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Is this what people mean by the <a href=\"https:\/\/www.vox.com\/the-gray-area\/23873348\/stuart-russell-artificial-intelligence-chatgpt-the-gray-area\" rel=\"nofollow noopener\" target=\"_blank\">alignment problem<\/a>?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Yeah. Alignment is about making sure that AI systems do what we want them to do. And not just superficially, but in a robust way.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">The difficulty is that when you give a system a goal, it can pursue that goal in ways you did not anticipate. Like a child who learns to get out of eating dinner by making it look like they ate dinner.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">The system is optimizing for something, but not necessarily in the way you planned. That gap between intent and behavior is really the core of the alignment problem.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">How confident are you in the guardrails being built around these systems?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Not very. There are people working seriously on this problem. They\u2019re testing models, trying to understand how they behave, trying to detect deception.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">But they\u2019re also finding that the models can recognize when they are being tested and adjust their behavior accordingly.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">That\u2019s definitely a serious issue. If your system behaves well when it knows it\u2019s being evaluated, but differently otherwise, then your evaluations are not telling you what you need to know. To me, that\u2019s the kind of finding that should slow things down. It suggests we don\u2019t understand these systems well enough to safely scale them.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">So why do the companies keep pushing forward anyway?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Because it\u2019s a competition. Each company can say it would be better if everyone slowed down. But if we slow down and others don\u2019t, we fall behind. So they keep moving.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">There are also a lot of geopolitical concerns. If one country slows down and another doesn\u2019t, that creates another layer of pressure.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Why is <a href=\"https:\/\/www.vox.com\/technology\/477977\/chatgpt-claude-code-moltbook-ai-agent\" rel=\"nofollow noopener\" target=\"_blank\">agentic AI<\/a> such a big shift?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">The shift is from systems that respond to prompts to systems that can do things in the world.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">An AI agent can be given a goal and then take steps to achieve it. That might involve interacting with websites, or sending messages, or hiring people through gig platforms, or coordinating tasks. Stuff like that. But even without physical bodies, they can affect the real world by directing humans or using digital infrastructure. That changes the nature of the technology. It\u2019s no longer just a tool you use. It\u2019s something that can operate on its own.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">How scary could that become?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Potentially very. Even if you ignore the most extreme scenarios, these systems could be used for large-scale cyber attacks, misinformation campaigns, or other forms of disruption. The companies themselves acknowledge this. They understand. They test for these risks and implement safeguards. But safeguards can be bypassed, and the systems are getting more capable.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Are we even remotely prepared for what is coming?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">No. We\u2019re almost never prepared for major technological shifts. But the speed of this one makes it particularly challenging. If change happens slowly, we can catch up. If it happens too quickly, we can\u2019t. And right now, the incentives are pushing almost entirely toward speed.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">What\u2019s the most realistic worst case and best case scenario?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">The worst case is that we build increasingly powerful systems, hand over more and more control, and eventually create something that operates independently in ways we cannot control. Humans become less central to decision-making, and the systems pursue goals that don\u2019t align with human well-being.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">The best case is that we slow down enough to understand what we\u2019re building, develop robust safeguards, and use these systems to create abundance and improve human life. That could mean less work, more resources, better access to knowledge, and more freedom. But getting there requires making good choices now.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Do you think we\u2019ll make those choices?<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">We still have time. That\u2019s the most optimistic thing I can say.<\/p>\n<p class=\"duet--article--dangerously-set-cms-markup duet--article--standard-paragraph _1agbrixi lg8ac51 lg8ac50 xkp0cg1\">Listen to the rest of the conversation and be sure to follow<a href=\"https:\/\/www.vox.com\/thegrayarea\" rel=\"nofollow noopener\" target=\"_blank\"> The Gray Area<\/a> on<a href=\"https:\/\/podcasts.apple.com\/gb\/podcast\/the-gray-area-with-sean-illing\/id1081584611\" rel=\"nofollow noopener\" target=\"_blank\"> Apple Podcasts<\/a>,<a href=\"https:\/\/open.spotify.com\/show\/6NOJ6IkTb2GWMj1RpmtnxP\" rel=\"nofollow noopener\" target=\"_blank\"> Spotify<\/a>,<a href=\"https:\/\/www.pandora.com\/podcast\/the-gray-area-with-sean-illing\/PC:30793\" rel=\"nofollow noopener\" target=\"_blank\"> Pandora<\/a>, or wherever you listen to podcasts.<\/p>\n<p class=\"_1tzd3in1\">You\u2019ve read 1 article in the last month<\/p>\n<p class=\"_1tzd3in4\">Here at Vox, we&#8217;re unwavering in our commitment to covering the issues that matter most to you \u2014 threats to democracy, immigration, reproductive rights, the environment, and the rising polarization across this country.<\/p>\n<p class=\"_1tzd3in4\">Our mission is to provide clear, accessible journalism that empowers you to stay informed and engaged in shaping our world. By becoming a Vox Member, you directly strengthen our ability to deliver in-depth, independent reporting that drives meaningful change.<\/p>\n<p class=\"_1tzd3in4\">We rely on readers like you \u2014 join us.<\/p>\n<p><img alt=\"Swati Sharma\" loading=\"lazy\" width=\"59\" height=\"69\" decoding=\"async\" data-nimg=\"1\" style=\"color:transparent\"  src=\"https:\/\/www.newsbeep.com\/us\/wp-content\/uploads\/2026\/03\/1774632736_434_image.png\"\/><\/p>\n<p class=\"_1tzd3in8\">Swati Sharma<\/p>\n<p class=\"_1tzd3in9\">Vox Editor-in-Chief<\/p>\n","protected":false},"excerpt":{"rendered":"Just how much is AI poised to change our world? Unless you\u2019ve been in hibernation, the flurry of&hellip;\n","protected":false},"author":2,"featured_media":548841,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[45],"tags":[182,181,507,29584,4530,2294,74,62747],"class_list":["post-548840","post","type-post","status-publish","format-standard","has-post-thumbnail","category-artificial-intelligence","tag-ai","tag-artificial-intelligence","tag-artificialintelligence","tag-future-perfect","tag-innovation","tag-podcasts","tag-technology","tag-the-gray-area"],"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts\/548840","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/comments?post=548840"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/posts\/548840\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/media\/548841"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/media?parent=548840"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/categories?post=548840"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/us\/wp-json\/wp\/v2\/tags?post=548840"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}