[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-new-framework-aims-to-make-scientific-knowledge-shareable":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},5357,"new-framework-aims-to-make-scientific-knowledge-shareable","New framework aims to make scientific knowledge shareable","Valhalla is a prototype framework that turns individual scientists' notes into a shared, reorganizable knowledge base for team research.","A new academic framework wants scientists' private notes to become shared, searchable knowledge instead of dying in someone's personal files.\n\nResearchers describe Valhalla, a layered knowledge-state and service-governance framework built for long-term scientific work with LLM agents. Instead of the flat graph of nodes and relations most tools use, Valhalla runs a five-layer File-Resource-Entity-Relationship-Graph model that separates source documents and provenance from extracted concepts, semantic judgments, and task-specific views. A second piece, a Router-Contract-Workflow architecture borrowed from microkernel operating-system design, governs how language models can read, edit, or extend that knowledge without breaking its structure. The team tested a prototype on an antibody-design literature review covering 26 papers, 80 knowledge entities, and 92 semantic relationships.\n\nMost LLM memory and knowledge-graph tools are built around one person's workflow, so a lab's collective understanding ends up scattered across notes that don't talk to each other. By treating provenance and semantic judgments as separately governed layers instead of mixed-in graph nodes, Valhalla is going after the harder problem of merging different researchers' knowledge into one auditable structure, not just retrieving facts faster.\n\nIt's still a single case study, though, and the real test is whether other labs bother wiring their notes into someone else's five-layer schema.","[\"ai\",\"research-tools\",\"knowledge-management\",\"llm-agents\"]","2026-08-18T04:00:00.000Z","2026-08-18T16:47:24.367Z","2026-08-18T16:47:36.181Z","published",null,[],"ai",[24,26,27,28],"research-tools","knowledge-management","llm-agents",[30],{"name":31,"url":32},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.15193",0,{"sections":35},[36,40,44,49,54,59,64,69,74,78,83,88,93,98],{"name":37,"slug":24,"count":38,"latest_published_at":39},"AI",3293,"2026-08-20T04:00:00.000Z",{"name":41,"slug":42,"count":43,"latest_published_at":39},"Security","security",435,{"name":45,"slug":46,"count":47,"latest_published_at":48},"Policy","policy",210,"2026-08-19T09:32:27.000Z",{"name":50,"slug":51,"count":52,"latest_published_at":53},"Deals","deals",179,"2026-06-29T20:02:07.000Z",{"name":55,"slug":56,"count":57,"latest_published_at":58},"Hardware","hardware",140,"2026-08-19T18:25:42.000Z",{"name":60,"slug":61,"count":62,"latest_published_at":63},"Consumer Tech","consumer-tech",95,"2026-08-18T16:05:00.000Z",{"name":65,"slug":66,"count":67,"latest_published_at":68},"Science","science",90,"2026-08-19T18:41:02.000Z",{"name":70,"slug":71,"count":72,"latest_published_at":73},"Software","software",73,"2026-08-18T07:51:50.000Z",{"name":75,"slug":76,"count":77,"latest_published_at":18},"Dev Tools","dev-tools",69,{"name":79,"slug":80,"count":81,"latest_published_at":82},"Startups","startups",47,"2026-08-19T19:13:46.000Z",{"name":84,"slug":85,"count":86,"latest_published_at":87},"Gaming","gaming",41,"2026-07-09T04:00:00.000Z",{"name":89,"slug":90,"count":91,"latest_published_at":92},"General","general",33,"2026-08-18T22:18:13.000Z",{"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"]