[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-new-framework-builds-a-custom-ai-workflow-for-every-query":10,"sections":35},{"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":30,"feedback":34,"feedback_at":22,"cost_usd":34,"total_tokens":34},10594,"new-framework-builds-a-custom-ai-workflow-for-every-query","New Framework Builds a Custom AI Workflow for Every Query","A training-free system assigns each query its own set of AI agents and workflow, hitting 89.6% accuracy on mixed code, math, and QA tasks.","A new AI framework skips the one-size-fits-all workflow and builds a custom team of agents for every single query.\n\nThe system, called OOPMAS, is training-free: it needs no gradient updates or fine-tuning. Agents are written as object-oriented class definitions, each with its own role, tools, and persistent state, and the coordination plan between them is expressed as an executable function. A dynamic skill library stores lessons from past runs and feeds them back in as context, so the system improves across optimization rounds without retraining. On a mixed-task benchmark spanning code, math, and question answering, OOPMAS hit 89.6% accuracy, beating the strongest baseline by 18.1 percentage points, and reached 92.4% when swapped onto the strongest of four tested LLM backbones.\n\nThat mixed-task detail is the real story. Most automated multi-agent-system builders pick one fixed workflow per benchmark and run every query through it, which falls apart once difficulty varies within a task or workloads blend code, math, and QA together, as real usage does. Building the agent set and workflow per query, instead of per task, is a more honest match for how these systems actually get used outside a lab.\n\nStill, this is one paper's numbers on one benchmark, not an independently verified deployment, and per-query planning adds coordination overhead that the abstract doesn't price out.","[\"multi-agent systems\",\"ai agents\",\"benchmarks\",\"llm research\"]","2026-10-07T04:00:00.000Z","2026-10-08T21:42:59.349Z","2026-10-08T21:43:03.868Z","published",null,[],"ai",[26,27,28,29],"multi-agent systems","ai agents","benchmarks","llm research",[31],{"name":32,"url":33},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2610.07787",0,{"sections":36},[37,41,46,51,56,61,66,71,76,80,85,90,95,100],{"name":38,"slug":24,"count":39,"latest_published_at":40},"AI",6448,"2026-10-07T18:45:00.000Z",{"name":42,"slug":43,"count":44,"latest_published_at":45},"Security","security",904,"2026-10-07T19:53:42.000Z",{"name":47,"slug":48,"count":49,"latest_published_at":50},"Policy","policy",474,"2026-10-07T18:23:21.000Z",{"name":52,"slug":53,"count":54,"latest_published_at":55},"Deals","deals",453,"2026-10-07T23:58:31.000Z",{"name":57,"slug":58,"count":59,"latest_published_at":60},"Hardware","hardware",222,"2026-10-07T21:19:54.000Z",{"name":62,"slug":63,"count":64,"latest_published_at":65},"Science","science",186,"2026-10-06T21:20:39.000Z",{"name":67,"slug":68,"count":69,"latest_published_at":70},"Consumer Tech","consumer-tech",174,"2026-10-07T17:41:41.000Z",{"name":72,"slug":73,"count":74,"latest_published_at":75},"Software","software",113,"2026-10-07T18:10:00.000Z",{"name":77,"slug":78,"count":74,"latest_published_at":79},"Startups","startups","2026-10-07T23:36:57.000Z",{"name":81,"slug":82,"count":83,"latest_published_at":84},"Dev Tools","dev-tools",105,"2026-10-07T16:59:11.000Z",{"name":86,"slug":87,"count":88,"latest_published_at":89},"General","general",61,"2026-10-07T22:00:24.000Z",{"name":91,"slug":92,"count":93,"latest_published_at":94},"Gaming","gaming",56,"2026-10-07T12:00:00.000Z",{"name":96,"slug":97,"count":98,"latest_published_at":99},"Reviews","reviews",33,"2026-10-05T11:57:17.000Z",{"name":101,"slug":102,"count":103,"latest_published_at":104},"How-To","how-to",8,"2026-10-05T09:00:00.000Z"]