[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-ai-model-learns-to-run-home-appliances-by-reading-manuals":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},5405,"ai-model-learns-to-run-home-appliances-by-reading-manuals","AI Model Learns to Run Home Appliances by Reading Manuals","A new dataset and 7B parameter model teach robots to operate 22 types of appliances by parsing their manuals, beating prior systems by 10x in tests.","A new AI system reads appliance manuals, then tells a robot how to actually run the appliance.\n\nResearchers built a pipeline called MAGE that mines appliance manuals for instructions, using what they call a Hierarchical Appliance Graph to automatically generate three kinds of training data: which physical part does what, how to plan a multi-step task, and how to recover when a step fails. That pipeline produced UseAppliance, a dataset spanning 22 appliance categories with more than 89,000 labeled parts, 53,000 manipulation tasks, and 33,000 closed-loop correction steps. The team then trained a 7-billion-parameter model, AppliancePlan, on that data. On a benchmark called RealAppliance-Bench, it beat the strongest existing baseline by more than 10x on open-loop planning, and the researchers also ran it on a real robot across six household appliances.\n\nThe real bottleneck for appliance-operating robots has never been the robot arm, it's the lack of task data, and manuals exist for nearly every consumer product already. Auto-generating training data from manuals, instead of hand-collecting demonstrations, is the kind of scaling trick that could move household robotics forward faster than manual data collection ever would.\n\nA 10x improvement over a self-selected best baseline is the sort of number that deserves scrutiny once outside reviewers get a look, and going from six appliances in a lab to your actual kitchen remains a long way off.","[\"robotics\",\"ai\",\"dataset\",\"household-robots\"]","2026-08-18T04:00:00.000Z","2026-08-18T18:53:26.043Z","2026-08-18T18:53:37.955Z","published",null,[],"ai",[26,24,27,28],"robotics","dataset","household-robots",[30],{"name":31,"url":32},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.15863",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"]