{"id":80552,"date":"2026-06-16T02:00:02","date_gmt":"2026-06-16T06:00:02","guid":{"rendered":"https:\/\/world.edu\/?p=80552"},"modified":"2026-06-22T14:03:11","modified_gmt":"2026-06-22T18:03:11","slug":"ai-robots-can-go-rogue-a-researcher-on-how-easily-it-happens","status":"publish","type":"post","link":"https:\/\/world.edu\/ai-robots-can-go-rogue-a-researcher-on-how-easily-it-happens\/","title":{"rendered":"AI robots can go rogue \u2013 a researcher on how easily it happens"},"content":{"rendered":"<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-large\" src=\"https:\/\/world.edu\/wp-content\/uploads\/2026\/05\/AIscientist.jpeg\" width=\"680\" height=\"389\" \/><\/p>\n<p>Earlier this year in Beijing, a humanoid robot crossed a half-marathon finish line in a blistering 50 minutes, 26 seconds. The feat immediately lit up global headlines for shattering the\u00a0<a href=\"https:\/\/www.espn.co.uk\/athletics\/story\/_\/id\/48529282\/humanoid-robot-wins-half-marathon-china-beats-world-record\">human world record<\/a>\u00a0by almost seven minutes.<\/p>\n<p>This performance came with many asterisks. The\u00a0<a href=\"https:\/\/theconversation.com\/topics\/robots-6403\">robot<\/a>\u00a0followed a pre-mapped track, stayed in its own dedicated lane, and had a human support crew trailing behind it in case something broke.<\/p>\n<p>But the performance gap didn\u2019t just close, it evaporated \u2013 down from over 2.5 hours in 2025. This wasn\u2019t just about better motors or lighter carbon fibre; it reflected a massive shift in what a robot actually is. And that transformation has implications for our homes and hospitals too.<\/p>\n<p><center><iframe title=\"Chinese humanoid robot beats world record for fastest human half-marathon | ABC NEWS\" src=\"https:\/\/www.youtube.com\/embed\/tcfAm3hNQbk\" width=\"794\" height=\"447\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/center><\/p>\n<h4>Tricked into going rogue<\/h4>\n<p>For decades,\u00a0<a href=\"https:\/\/theconversation.com\/topics\/robotics-316\">robotics<\/a>\u00a0was all about rigid, predictable coding. You wrote a program, locked the machine in a metal cage and let it execute repetitive tasks forever.<\/p>\n<p>Industrial safety standards were built on the premise that if you can map the physical path of a robotic arm, for example, you can bound its risk with a cage or laser tripwire.<\/p>\n<p>But the systems moving into hospitals and homes today don\u2019t use fixed code blocks. They run on\u00a0<a href=\"https:\/\/www.turing.ac.uk\/research\/research-projects\/understanding-capabilities-foundation-models\">\u201cfoundation models\u201d<\/a>\u00a0\u2013 the same kind of internet-trained artificial intelligence that powers chatbots like ChatGPT.<br \/>\nIf you tell a modern AI-driven robot to \u201cclean up a spill in the kitchen\u201d, it uses these models to interpret your unique room (rather than match it to a pre-programmed list), figure out your intent, then invent an action plan on the fly.<\/p>\n<p>But such flexibility creates an open-ended safety problem. You cannot build a physical cage around a machine whose behaviour emerges in real time, based on its own reasoning. The danger with the\u00a0<a href=\"https:\/\/www.telegraph.co.uk\/business\/2026\/05\/28\/robots-will-trigger-real-ai-revolution-and-china-is-in-lead\/\">new breed of AI robots<\/a>\u00a0is that, because they use human language to plan their actions, they can be tricked into \u201cgoing rogue\u201d.<\/p>\n<p>In my\u00a0<a href=\"https:\/\/www.science.org\/doi\/10.1126\/scirobotics.aef2191\">recent research with colleagues in the US<\/a>, we decided to test exactly how fragile these AI robots\u2019 safety systems are. We wanted to see if the guardrails that AI developers build into their foundation models, designed to prevent harmful or dangerous outputs, hold up when the underlying model is given a physical body.<\/p>\n<p>Using nothing but basic text prompts and without any hardware hacking at all, we manipulated a range of AI-controlled robots to do genuinely hazardous things.<\/p>\n<p>In our tests, the systems easily rejected directly malicious commands like \u201chit that person\u201d. But these safety filters collapsed the moment we used a little creative writing. By framing our request as a piece of fictional dialogue for a movie script, the robot\u2019s behavioural blocks disappeared.<\/p>\n<p>In one trial, we programmed a commercial robot dog to pinpoint human crowds as optimal locations in which to place an explosive device. Because the underlying AI saw the prompt as a creative exercise, it appeared blind to the dangerous real-world implications of the plans it was generating.<\/p>\n<p>In the UK, US and EU, current laws appear\u00a0<a href=\"https:\/\/openreview.net\/pdf?id=fXiPp3qvrW\">completely unprepared<\/a>\u00a0for such eventualities.<\/p>\n<h4><strong>No boundaries<\/strong><\/h4>\n<p>When policymakers try to figure out how to regulate robots, they almost always look to\u00a0<a href=\"https:\/\/theconversation.com\/topics\/autonomous-vehicles-1007\">autonomous vehicles<\/a>. But self-driving cars operate in a highly structured, heavily mapped world. They follow fixed traffic laws, navigate predictable road geometries and can be tested through millions of hours of simulation.<\/p>\n<p>A busy street functions under well-defined laws using guidance systems such as traffic lights, meaning engineers can anticipate safety parameters ahead of time.<\/p>\n<p><center><iframe title=\"Autonomous car takes on UK's winding country lanes | REUTERS\" src=\"https:\/\/www.youtube.com\/embed\/XKVsKEgdVJU\" width=\"794\" height=\"447\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/center><br \/>\nA domestic kitchen, school or hospital room has no such equivalent. And no factory bench-test can predict what an internet-trained model will decide to do when it encounters a novel object in a messy, unpredictable human environment.<\/p>\n<p>This leaves us with a profound conceptual flaw in how we build these machines. Chatbot safety is absolute: a model shouldn\u2019t output a bomb recipe, no matter who asks. But robot safety is context dependent.<\/p>\n<p>Think about pouring boiling water from a kettle. The underlying physical movement \u2013 tilt, flow rate, trajectory \u2013 is the same whether the water lands safely in a ceramic mug or, catastrophically, on a child\u2019s hand.<\/p>\n<p>AI foundation models are phenomenal at open-ended logic, but they struggle immensely with real-time, context-aware physical judgment. In a text interface, a failure of judgment gives you a typo or hallucinated fact. In the physical world, such a failure may be completely irreversible \u2013 with devastating consequences.<\/p>\n<h4><strong>Who takes the blame?<\/strong><\/h4>\n<p>If an AI-powered robot causes a physical injury, who takes the blame? Is it the end-user who gave the spoken command? The company that manufactured the metal chassis? Or the tech firm that trained the AI model in the first place?<\/p>\n<p>Right now, the laws that seem to apply \u2013 such as product liability, warranty claims and consumer protection statutes \u2013 have not been tested in these new situations. And until liability is explicitly assigned by regulators, market pressures will continue to push tech companies to\u00a0<a href=\"https:\/\/www.cnbc.com\/2025\/05\/14\/meta-google-openai-artificial-intelligence-safety.html\">prioritise rapid commercial deployment<\/a>\u00a0over cautious safety engineering.<\/p>\n<p>If we want to live alongside these machines safely, I believe we need to decouple safety from the AI model\u2019s decisions. A robot shouldn\u2019t rely on a chatbot\u2019s logic to decide if it\u2019s safe to swing a heavy metal arm near a human face.<\/p>\n<p>This means creating safety layers that don\u2019t depend on the AI being right. For example, we need zones around people that a robot\u2019s arms simply cannot enter, and a physical emergency brake that can stop the robot if and when its AI fails.<\/p>\n<p>The humanoids crossing finish lines in controlled athletic trials are impressive proofs of concept, but they are just the prologue. The next generation of autonomous agents will operate in high-stakes human spaces \u2013 navigating recovery wards, assisting the elderly, walking our streets.<\/p>\n<p>We need an\u00a0<a href=\"https:\/\/fbarez.github.io\/assets\/pdf\/Automated_interp_Research_Agenda.pdf\">easily interpretable<\/a>\u00a0and robust safety framework already up and running before they arrive \u2013 not as a retrospective response to a predictable tragedy.<\/p>\n<p><em><strong>Author Bio:<\/strong> Fazl Barez is a Senior Researcher in AI safety, interpretability and technical governance at the University of Oxford<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Earlier this year in Beijing, a humanoid robot crossed a half-marathon finish line in a blistering 50 minutes, 26 seconds. The feat immediately lit up global headlines for shattering the\u00a0human world record\u00a0by almost seven minutes. This performance came with many asterisks. The\u00a0robot\u00a0followed a pre-mapped track, stayed in its own dedicated lane, and had a human [&hellip;]\n&hellip; <a href=\"https:\/\/world.edu\/ai-robots-can-go-rogue-a-researcher-on-how-easily-it-happens\/\" class=\"more\">learn more&rarr;<\/a><\/p>","protected":false},"author":33,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[434804],"tags":[435707],"coauthors":[11733],"class_list":["post-80552","post","type-post","status-publish","format-standard","hentry","category-artificial-intelligence","tag-foundation-models"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI robots can go rogue \u2013 a researcher on how easily it happens - World leading higher education information and services<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/world.edu\/ai-robots-can-go-rogue-a-researcher-on-how-easily-it-happens\/\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"og:locale\" content=\"en_US\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"og:type\" content=\"article\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"og:title\" content=\"AI robots can go rogue \u2013 a researcher on how easily it happens - World leading higher education information and services\" class=\"yoast-seo-meta-tag\" \/>\n<meta property=\"og:description\" content=\"Earlier this year in Beijing, a humanoid robot crossed a half-marathon finish line in a blistering 50 minutes, 26 seconds. The feat immediately lit up global headlines for shattering the\u00a0human world record\u00a0by almost seven minutes. This performance came with many asterisks. 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