{"id":11705,"date":"2024-04-24T08:20:50","date_gmt":"2024-04-24T08:20:50","guid":{"rendered":"https:\/\/dailyai.com\/?p=11705"},"modified":"2024-04-24T08:20:50","modified_gmt":"2024-04-24T08:20:50","slug":"llm-agents-can-autonomously-exploit-one-day-vulnerabilities","status":"publish","type":"post","link":"https:\/\/dailyai.com\/nl\/2024\/04\/llm-agents-can-autonomously-exploit-one-day-vulnerabilities\/","title":{"rendered":"LLM-agenten kunnen autonoom kwetsbaarheden van \u00e9\u00e9n dag uitbuiten"},"content":{"rendered":"<p><strong>Onderzoekers van de University of Illinois Urbana-Champaign (UIUC) ontdekten dat AI-agenten die worden aangestuurd door GPT-4 autonoom kwetsbaarheden in cyberbeveiliging kunnen uitbuiten.<\/strong><\/p>\n<p>Nu AI-modellen steeds krachtiger worden, kunnen ze zowel goed als slecht worden gebruikt. LLM's zoals GPT-4 worden steeds vaker gebruikt om cybercriminaliteit te plegen. <a href=\"https:\/\/dailyai.com\/nl\/2023\/11\/googles-cybersecurity-forecast-sees-ai-playing-a-big-role\/\">Google voorspelling<\/a> dat AI een grote rol zal spelen bij het plegen en voorkomen van deze aanvallen.<\/p>\n<p>De dreiging van <a href=\"https:\/\/dailyai.com\/nl\/2023\/08\/fraudgpt-and-the-rise-of-new-ai-powered-cybercrime-tools\/\">AI-gestuurde cybercriminaliteit<\/a> is toegenomen nu LLM's verder gaan dan eenvoudige prompt-respons interacties en zich gedragen als autonome AI-agenten.<\/p>\n<p>In <a href=\"https:\/\/arxiv.org\/pdf\/2404.08144.pdf\" target=\"_blank\" rel=\"noopener\">hun papier<\/a>legden de onderzoekers uit hoe ze het vermogen van AI-agenten testten om gebruik te maken van ge\u00efdentificeerde \"eendags\"-kwetsbaarheden.<\/p>\n<p>Een one-day kwetsbaarheid is een beveiligingslek in een softwaresysteem dat officieel ge\u00efdentificeerd en openbaar gemaakt is, maar nog niet verholpen of gepatcht is door de makers van de software.<\/p>\n<p>Gedurende deze tijd blijft de software kwetsbaar en kunnen kwaadwillenden met de juiste vaardigheden hun voordeel doen.<\/p>\n<p>Wanneer een eendags kwetsbaarheid wordt ge\u00efdentificeerd, wordt deze in detail beschreven met behulp van de Common Vulnerabilities and Exposures, of CVE-standaard. De CVE wordt verondersteld de specifieke kwetsbaarheden te benadrukken die moeten worden verholpen, maar laat de slechteriken ook weten waar de beveiligingsgaten zitten.<\/p>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"en\">We hebben laten zien dat LLM agents zelfstandig nepwebsites kunnen hacken, maar kunnen ze ook kwetsbaarheden in de echte wereld uitbuiten?<\/p>\n<p>We laten zien dat GPT-4 in staat is om echte exploits uit te voeren, waar andere modellen en open-source kwetsbaarheidsscanners falen.<\/p>\n<p>Papier: <a href=\"https:\/\/t.co\/utbmMdYfmu\">https:\/\/t.co\/utbmMdYfmu<\/a><\/p>\n<p>1\/7 <a href=\"https:\/\/t.co\/SAhdvZc8le\">https:\/\/t.co\/SAhdvZc8le<\/a><\/p>\n<p>- Daniel Kang (@daniel_d_kang) <a href=\"https:\/\/twitter.com\/daniel_d_kang\/status\/1780294662017671669?ref_src=twsrc%5Etfw\">16 april 2024<\/a><\/p><\/blockquote>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<h2>Het experiment<\/h2>\n<p>De onderzoekers hebben AI-agenten gemaakt op basis van GPT-4, GPT-3.5 en 8 andere open-source LLM's.<\/p>\n<p>Ze gaven de agents toegang tot tools, de CVE-beschrijvingen en het gebruik van het ReAct agent framework. Het ReAct framework overbrugt de kloof zodat de LLM kan communiceren met andere software en systemen.<\/p>\n<figure id=\"attachment_11706\" aria-describedby=\"caption-attachment-11706\" style=\"width: 1266px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-11706 size-full\" src=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/AI-cybersecurity-exploit-agent.png\" alt=\"\" width=\"1266\" height=\"490\" srcset=\"https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/AI-cybersecurity-exploit-agent.png 1266w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/AI-cybersecurity-exploit-agent-300x116.png 300w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/AI-cybersecurity-exploit-agent-1024x396.png 1024w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/AI-cybersecurity-exploit-agent-768x297.png 768w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/AI-cybersecurity-exploit-agent-18x7.png 18w, https:\/\/dailyai.com\/wp-content\/uploads\/2024\/04\/AI-cybersecurity-exploit-agent-60x23.png 60w\" sizes=\"auto, (max-width: 1266px) 100vw, 1266px\" \/><figcaption id=\"caption-attachment-11706\" class=\"wp-caption-text\">Systeemdiagram van de LLM-agent. Bron: arXiv<\/figcaption><\/figure>\n<p>De onderzoekers cre\u00eberden een benchmarkset van 15 real-world one-day kwetsbaarheden en stelden de agents tot doel om te proberen deze autonoom uit te buiten.<\/p>\n<p>GPT-3.5 en de open-source modellen faalden allemaal in deze pogingen, maar GPT-4 maakte met succes misbruik van 87% van de eendagskwetsbaarheden.<\/p>\n<p>Na het verwijderen van de CVE beschrijving daalde het succespercentage van 87% naar 7%. Dit suggereert dat GPT-4 kwetsbaarheden kan misbruiken als de CVE details worden gegeven, maar niet erg goed is in het identificeren van de kwetsbaarheden zonder deze begeleiding.<\/p>\n<h2>Implicaties<\/h2>\n<p>Voor cybercriminaliteit en hacken waren vroeger speciale vaardigheden nodig, maar AI legt de lat lager. De onderzoekers zeiden dat voor het maken van hun AI-agent slechts 91 regels code nodig waren.<\/p>\n<p>Naarmate AI-modellen zich verder ontwikkelen, zal het vaardigheidsniveau dat nodig is om kwetsbaarheden in cyberbeveiliging te misbruiken steeds lager worden. De kosten om deze autonome aanvallen op te schalen zullen ook blijven dalen.<\/p>\n<p>Toen de onderzoekers de API-kosten voor hun experiment optelden, had hun GPT-4 agent $8,80 per exploit gemaakt. Ze schatten dat een cyberbeveiligingsexpert die $50 per uur rekent, zou uitkomen op $25 per exploit.<\/p>\n<p>Dit betekent dat het gebruik van een LLM-agent al 2,8 keer goedkoper is dan menselijke arbeid en veel gemakkelijker op te schalen is dan het vinden van menselijke experts. Zodra GPT-5 en andere krachtigere LLM's worden uitgebracht, zullen deze mogelijkheden en kostenverschillen alleen maar toenemen.<\/p>\n<p>De onderzoekers zeggen dat hun bevindingen \"de noodzaak benadrukken voor de bredere cyberbeveiligingsgemeenschap en LLM-aanbieders om zorgvuldig na te denken over hoe LLM-agenten te integreren in defensieve maatregelen en over hun wijdverspreide inzet.\"<\/p>","protected":false},"excerpt":{"rendered":"<p>Onderzoekers van de University of Illinois Urbana-Champaign (UIUC) ontdekten dat AI-agenten die worden aangestuurd door GPT-4 autonoom kwetsbaarheden in cyberbeveiliging kunnen uitbuiten. Nu AI-modellen steeds krachtiger worden, kunnen ze zowel goed als slecht worden gebruikt. LLM's zoals GPT-4 worden steeds vaker gebruikt om cybercriminaliteit te plegen, waarbij Google voorspelt dat AI een grote rol zal spelen bij het plegen en voorkomen van deze aanvallen. De dreiging van AI-gestuurde cybercriminaliteit is toegenomen nu LLM's verder gaan dan eenvoudige prompt-response interacties en zich gedragen als autonome AI-agenten. In hun paper leggen de onderzoekers uit hoe ze het vermogen van AI-agenten hebben getest om misbruik te maken van<\/p>","protected":false},"author":6,"featured_media":11707,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[84],"tags":[163,365,118],"class_list":["post-11705","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-industry","tag-ai-risks","tag-cybersecurity","tag-llms"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>LLM agents can autonomously exploit one-day vulnerabilities | DailyAI<\/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:\/\/dailyai.com\/nl\/2024\/04\/llm-agents-can-autonomously-exploit-one-day-vulnerabilities\/\" \/>\n<meta property=\"og:locale\" content=\"nl_NL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LLM agents can autonomously exploit one-day vulnerabilities | DailyAI\" \/>\n<meta property=\"og:description\" content=\"University of Illinois Urbana-Champaign (UIUC) researchers found that AI agents powered by GPT-4 can autonomously exploit cybersecurity vulnerabilities. As AI models become more powerful, their dual-use nature offers the potential for good and bad in equal measure. LLMs like GPT-4 are increasingly being used to commit cybercrime, with Google forecasting that AI will play a big role in committing and preventing these attacks. The threat of AI-powered cybercrime has been elevated as LLMs move beyond simple prompt-response interactions and act as autonomous AI agents. 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