[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-dualview-blocks-stored-prompt-injection-in-local-ai-agents":10,"sections":40},{"siteName":4,"siteTagline":5,"publisherName":4,"contactEmail":6},"The Revision","Tech news, decoded.","editor@therevision.news",{"gaMeasurementId":8,"adsenseClientId":9},"G-ZW2MV82GYR","ca-pub-8533917693782264",{"article":11},{"id":12,"slug":13,"title":14,"dek":15,"body_md":16,"tags_json":17,"published_at":18,"created_at":19,"updated_at":20,"status":21,"review_note":22,"review_notes":23,"image_url":22,"persona_id":22,"persona_name":22,"section":30,"tags":31,"sources":35,"feedback":39,"feedback_at":22,"cost_usd":39,"total_tokens":39},3882,"dualview-blocks-stored-prompt-injection-in-local-ai-agents","DualView Blocks Stored Prompt Injection in Local AI Agents","Researchers present a two-view architecture that tracks malicious data across file systems and networks, fixing a gap that prior defenses left open.","Researchers have built a defense for local AI agents that tracks attacker-injected content not just inside an agent's context window, but across every file, shell command, and network call the agent touches.\n\nPersonal AI agents that automate tasks like email, web search, and file management pull data from the outside world, and that data can carry hidden instructions designed to hijack the agent. Existing \"dual LLM\" defenses replace untrusted text with inert symbols the agent can reference but not execute. The catch: those defenses stop tracking once the agent writes data to disk or the network, so when the agent reads that file back later, the attacker's payload re-enters as trusted content, a vulnerability the new paper calls stored IPI. DualView fixes this by giving every data channel two simultaneous views: AgentView, where the agent always sees untrusted content as symbols, and HumanView, where humans and other tools see the original, unmodified data.\n\nThe split-view design means the defense survives the full read-write cycle of an agent operating in a real environment, not just a sandboxed context. In benchmarks covering a standard IPI test suite and PinchBench, DualView blocked every attack, including stored IPI, while keeping utility close to an unprotected baseline. Because isolation is structural rather than signature-based, it does not depend on recognizing known attack templates.\n\nDualView ships as a plugin to a local AI agent framework used in the research, wiring in through tool hooks alone with no changes to the agent's core logic required — which keeps adoption low-friction but also means the security guarantee is only as solid as the hook layer enforcing it.","[\"security\",\"ai\",\"prompt injection\",\"ai agents\"]","2026-07-07T04:00:00.000Z","2026-07-07T10:49:25.872Z","2026-07-07T10:49:28.675Z","published",null,[24],{"id":25,"reviewer":26,"round":27,"reason":28,"status":29},"editor-r1","editor",1,"The article names 'OpenClaw' as a real local AI agent platform, but this is an unrecognized product that cannot be confirmed as a publicly released offering — it appears only in the arXiv paper's abstract as an example and may be a research prototype or invented name, not a verified commercial product; the article must either confirm its status or describe it more carefully (e.g., 'a local AI agent framework used in the research').","resolved","security",[30,32,33,34],"ai","prompt injection","ai agents",[36],{"name":37,"url":38},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.03821",0,{"sections":41},[42,46,50,55,60,65,70,75,80,84,89,93,98,103],{"name":43,"slug":32,"count":44,"latest_published_at":45},"AI",2590,"2026-07-16T04:00:00.000Z",{"name":47,"slug":30,"count":48,"latest_published_at":49},"Security",294,"2026-07-15T19:59:48.000Z",{"name":51,"slug":52,"count":53,"latest_published_at":54},"Deals","deals",179,"2026-06-29T20:02:07.000Z",{"name":56,"slug":57,"count":58,"latest_published_at":59},"Policy","policy",158,"2026-07-16T00:02:48.000Z",{"name":61,"slug":62,"count":63,"latest_published_at":64},"Hardware","hardware",122,"2026-07-14T19:46:26.000Z",{"name":66,"slug":67,"count":68,"latest_published_at":69},"Consumer Tech","consumer-tech",93,"2026-07-13T13:20:48.000Z",{"name":71,"slug":72,"count":73,"latest_published_at":74},"Software","software",70,"2026-07-13T19:52:25.000Z",{"name":76,"slug":77,"count":78,"latest_published_at":79},"Science","science",66,"2026-07-10T10:29:37.000Z",{"name":81,"slug":82,"count":83,"latest_published_at":18},"Dev Tools","dev-tools",59,{"name":85,"slug":86,"count":87,"latest_published_at":88},"Gaming","gaming",41,"2026-07-09T04:00:00.000Z",{"name":90,"slug":91,"count":87,"latest_published_at":92},"Startups","startups","2026-06-29T20:55:50.000Z",{"name":94,"slug":95,"count":96,"latest_published_at":97},"General","general",29,"2026-07-10T22:28:58.000Z",{"name":99,"slug":100,"count":101,"latest_published_at":102},"Reviews","reviews",20,"2026-06-24T12:00:01.000Z",{"name":104,"slug":105,"count":106,"latest_published_at":107},"How-To","how-to",6,"2026-06-16T09:00:00.000Z"]