[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-a-forensics-ready-ai-system-that-stays-on-premise":10,"sections":34},{"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":24,"tags":25,"sources":29,"feedback":33,"feedback_at":22,"cost_usd":33,"total_tokens":33},4314,"a-forensics-ready-ai-system-that-stays-on-premise","A Forensics-Ready AI System That Stays On-Premise","Researchers built Charlie, a multi-agent RAG system designed to handle digital forensic evidence without sending data to the cloud.","Forensic labs now have an AI architecture blueprint that keeps sensitive case files off third-party servers.\n\nPresented at the RELAF 2026 Workshop and published on arXiv, Charlie is a multi-agent Retrieval-Augmented Generation system built specifically for digital forensics. It runs entirely on institutional infrastructure, combining local document retrieval, task decomposition, structured memory, and verification steps. The system evolved from classical RAG into a fuller agent-based orchestration layer capable of pulling structured data from large volumes of unstructured case documents. Case studies show it can handle multi-document extraction and generate what the researchers call \"longitudinal forensic intelligence\" - patterns built across time and multiple cases.\n\nThe on-premise constraint is the whole point. Forensic evidence is subject to chain-of-custody rules, court admissibility standards, and confidentiality requirements that most cloud AI services are not designed to satisfy. By keeping data sovereign and providing auditability at each step, Charlie tries to solve the problem that has kept AI tools out of serious forensic workflows: you cannot hand evidence to a third-party API and expect a judge to accept what comes back.\n\nMost enterprise AI pitches treat on-premise deployment as a reluctant checkbox. Here it is the core design requirement - which is either a genuine breakthrough for a field that badly needs scalable document analysis, or a careful academic paper that will sit unread in actual crime labs.","[\"ai\",\"security\",\"forensics\",\"research\"]","2026-07-08T04:00:00.000Z","2026-07-08T05:31:20.872Z","2026-07-08T05:31:23.803Z","published",null,[],"ai",[24,26,27,28],"security","forensics","research",[30],{"name":31,"url":32},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2607.05428",0,{"sections":35},[36,40,44,49,54,59,64,69,74,79,84,88,93,98],{"name":37,"slug":24,"count":38,"latest_published_at":39},"AI",2590,"2026-07-16T04:00:00.000Z",{"name":41,"slug":26,"count":42,"latest_published_at":43},"Security",294,"2026-07-15T19:59:48.000Z",{"name":45,"slug":46,"count":47,"latest_published_at":48},"Deals","deals",179,"2026-06-29T20:02:07.000Z",{"name":50,"slug":51,"count":52,"latest_published_at":53},"Policy","policy",158,"2026-07-16T00:02:48.000Z",{"name":55,"slug":56,"count":57,"latest_published_at":58},"Hardware","hardware",122,"2026-07-14T19:46:26.000Z",{"name":60,"slug":61,"count":62,"latest_published_at":63},"Consumer Tech","consumer-tech",93,"2026-07-13T13:20:48.000Z",{"name":65,"slug":66,"count":67,"latest_published_at":68},"Software","software",70,"2026-07-13T19:52:25.000Z",{"name":70,"slug":71,"count":72,"latest_published_at":73},"Science","science",66,"2026-07-10T10:29:37.000Z",{"name":75,"slug":76,"count":77,"latest_published_at":78},"Dev Tools","dev-tools",59,"2026-07-07T04:00:00.000Z",{"name":80,"slug":81,"count":82,"latest_published_at":83},"Gaming","gaming",41,"2026-07-09T04:00:00.000Z",{"name":85,"slug":86,"count":82,"latest_published_at":87},"Startups","startups","2026-06-29T20:55:50.000Z",{"name":89,"slug":90,"count":91,"latest_published_at":92},"General","general",29,"2026-07-10T22:28:58.000Z",{"name":94,"slug":95,"count":96,"latest_published_at":97},"Reviews","reviews",20,"2026-06-24T12:00:01.000Z",{"name":99,"slug":100,"count":101,"latest_published_at":102},"How-To","how-to",6,"2026-06-16T09:00:00.000Z"]