[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-a-new-taxonomy-tries-to-make-sense-of-ai-agents":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},9802,"a-new-taxonomy-tries-to-make-sense-of-ai-agents","A New Taxonomy Tries to Make Sense of AI Agents","A fresh survey sorts AI agent frameworks into single-agent, tool-based, and multi-agent tiers, then maps each onto real-world use cases.","A new survey paper takes the sprawling, overhyped world of AI agents and tries to sort it into something coherent.\n\nThe paper proposes a unified formal language for classifying LLM-based agentic reasoning frameworks, then uses it to split the field into three tiers of increasing complexity: single-agent methods, tool-based methods that let an agent call outside resources, and multi-agent methods where several agents coordinate on a task. It then surveys how these frameworks actually get used, across scientific discovery, healthcare, software engineering, social and economic modeling, and general-purpose tasks. Along the way, it compares how each category gets evaluated, since judging an agent that calls one tool is a different problem than judging a group of agents negotiating toward an answer.\n\nRight now, \"AI agent\" gets stretched over everything from a chatbot with web search to systems where multiple model instances debate each other before producing output. A shared three-tier vocabulary gives researchers and engineers a way to actually compare those systems instead of arguing past each other about what counts as agentic.\n\nIt is a map of the territory, not a verdict on which framework wins - so it won't tell you what to build, just what to call it once you have.","[\"ai agents\",\"llms\",\"agentic ai\",\"research survey\"]","2026-10-02T04:00:00.000Z","2026-10-03T11:04:40.347Z","2026-10-03T11:04:45.318Z","published",null,[],"ai",[26,27,28,29],"ai agents","llms","agentic ai","research survey",[31],{"name":32,"url":33},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2508.17692",0,{"sections":36},[37,40,44,48,53,57,61,66,71,76,81,86,91,96],{"name":38,"slug":24,"count":39,"latest_published_at":18},"AI",6058,{"name":41,"slug":42,"count":43,"latest_published_at":18},"Security","security",848,{"name":45,"slug":46,"count":47,"latest_published_at":18},"Policy","policy",439,{"name":49,"slug":50,"count":51,"latest_published_at":52},"Deals","deals",317,"2026-10-01T22:00:00.000Z",{"name":54,"slug":55,"count":56,"latest_published_at":18},"Hardware","hardware",199,{"name":58,"slug":59,"count":60,"latest_published_at":18},"Science","science",176,{"name":62,"slug":63,"count":64,"latest_published_at":65},"Consumer Tech","consumer-tech",155,"2026-10-01T19:54:10.000Z",{"name":67,"slug":68,"count":69,"latest_published_at":70},"Dev Tools","dev-tools",96,"2026-10-01T16:57:03.000Z",{"name":72,"slug":73,"count":74,"latest_published_at":75},"Software","software",93,"2026-09-30T21:41:11.000Z",{"name":77,"slug":78,"count":79,"latest_published_at":80},"Startups","startups",90,"2026-10-01T21:55:22.000Z",{"name":82,"slug":83,"count":84,"latest_published_at":85},"Gaming","gaming",53,"2026-10-02T02:50:39.000Z",{"name":87,"slug":88,"count":89,"latest_published_at":90},"General","general",50,"2026-09-30T21:37:54.000Z",{"name":92,"slug":93,"count":94,"latest_published_at":95},"Reviews","reviews",31,"2026-09-28T14:31:34.000Z",{"name":97,"slug":98,"count":99,"latest_published_at":100},"How-To","how-to",7,"2026-10-01T09:00:00.000Z"]