[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-ai-agents-struggle-to-operate-real-materials-science-software":10,"sections":41},{"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":36,"feedback":40,"feedback_at":22,"cost_usd":40,"total_tokens":40},8502,"ai-agents-struggle-to-operate-real-materials-science-software","AI Agents Struggle to Operate Real Materials-Science Software","A benchmark posted to arXiv, arXiv:2609.37053, finds leading multimodal AI agents succeed on just 25% of GUI tasks in professional materials-science tools.","A new benchmark says today's AI agents can't be trusted alone in a materials science lab.\n\nAccording to a paper posted to arXiv, arXiv:2609.37053, researchers built MatToolBench, a real-environment benchmark of 204 tasks spanning 10 professional materials-science tools, all run inside a Windows 11 virtual machine. Tasks cover three modes: manual GUI operation, scripting in the OriginPro plotting package, and code-based database queries. Domain experts broke each task into fine-grained sub-criteria so partial credit could be scored, and the paper reports its GUI-scoring pipeline reaches an average F1 of 0.98 against human judgment. Even the best model tested in the study managed only a 25% success rate on GUI tasks and 45% on code-based tasks.\n\nThat gap matters because it undercuts the assumption that agents good at general software are good at specialized software. The paper attributes the failures not to visual-grounding problems but to missing domain-specific operational knowledge, sparse pretraining coverage of niche scientific tools, weak handoff of artifacts between programs, and critical interface states that only show up visually.\n\nIt's a useful gut check for anyone picturing AI agents running unattended lab pipelines any time soon: an agent that aces a browser-automation benchmark can still fumble a plotting tool a materials scientist uses every day.","[\"ai-agents\",\"benchmark\",\"materials-science\",\"arxiv\"]","2026-09-30T04:00:00.000Z","2026-09-30T07:43:52.509Z","2026-09-30T07:43:58.533Z","published",null,[24],{"id":25,"reviewer":26,"round":27,"reason":28,"status":29},"editor-r1","editor",1,"Attribute the benchmark and its figures to the source — name the arXiv paper (e.g., 'according to a paper posted to arXiv, arXiv:2609.37053') instead of the unsourced 'Researchers built...' framing.","resolved","ai",[32,33,34,35],"ai-agents","benchmark","materials-science","arxiv",[37],{"name":38,"url":39},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2609.37053",0,{"sections":42},[43,46,50,54,59,64,69,74,79,84,89,94,99,104],{"name":44,"slug":30,"count":45,"latest_published_at":18},"AI",5028,{"name":47,"slug":48,"count":49,"latest_published_at":18},"Security","security",780,{"name":51,"slug":52,"count":53,"latest_published_at":18},"Policy","policy",417,{"name":55,"slug":56,"count":57,"latest_published_at":58},"Deals","deals",284,"2026-09-29T21:00:00.000Z",{"name":60,"slug":61,"count":62,"latest_published_at":63},"Hardware","hardware",194,"2026-09-29T13:16:04.000Z",{"name":65,"slug":66,"count":67,"latest_published_at":68},"Science","science",154,"2026-09-28T13:19:18.000Z",{"name":70,"slug":71,"count":72,"latest_published_at":73},"Consumer Tech","consumer-tech",142,"2026-09-29T18:38:03.000Z",{"name":75,"slug":76,"count":77,"latest_published_at":78},"Software","software",91,"2026-09-25T20:55:00.000Z",{"name":80,"slug":81,"count":82,"latest_published_at":83},"Dev Tools","dev-tools",89,"2026-09-29T17:15:00.000Z",{"name":85,"slug":86,"count":87,"latest_published_at":88},"Startups","startups",83,"2026-09-29T21:51:36.000Z",{"name":90,"slug":91,"count":92,"latest_published_at":93},"General","general",49,"2026-09-28T16:44:57.000Z",{"name":95,"slug":96,"count":97,"latest_published_at":98},"Gaming","gaming",48,"2026-09-25T18:35:21.000Z",{"name":100,"slug":101,"count":102,"latest_published_at":103},"Reviews","reviews",31,"2026-09-28T14:31:34.000Z",{"name":105,"slug":106,"count":107,"latest_published_at":108},"How-To","how-to",6,"2026-06-16T09:00:00.000Z"]