[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-framework-adapts-generalist-robot-ai-to-humanoid-whole-body-control":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},5496,"framework-adapts-generalist-robot-ai-to-humanoid-whole-body-control","Framework Adapts Generalist Robot AI to Humanoid Whole-Body Control","A new two-stage framework lets off-the-shelf humanoid robot AI models coordinate walking, posture, and dual-arm tasks without retraining the whole system.","A new training framework lets general-purpose robot AI models control a humanoid's whole body, not just its arms.\n\nResearchers built HAF (Humanoid Adaptation Framework), a two-part system that adapts existing vision-language-action models for humanoid loco-manipulation, meaning walking and manipulating objects at the same time. The first piece, HAF-VLA, breaks whole-body movement into three sequential stages with shared kinematic tracking, instead of generating all the motion at once, which had produced disjointed movements in earlier single-stage models. The second piece, HAF-Steer, refines the frozen model through real-world reinforcement learning, but restricts that learning to a compact, compressed subspace so the system never has to retrain the large model itself. In tests on seven real-world humanoid tasks, HAF beat standard single-stage baselines on coordination and task completion.\n\nThe real find here is the workaround, not the robot. Vision-language-action models are trained mostly on simpler robotic arms, and stretching them to a two-legged, two-armed humanoid is exactly the kind of dimensionality problem that has slowed the field. Retraining a large model on a live robot is expensive and can be dangerous if a bad update causes a fall; doing the fine-tuning in a small latent space instead is a practical fix, not a fundamentally new idea.\n\nSeven test tasks is not a deployment. Expect this kind of staged-adaptation trick to show up across the crowded humanoid-AI field before anyone ships a robot that reliably walks and works at once.","[\"robotics\",\"humanoid-robots\",\"reinforcement-learning\",\"ai-models\"]","2026-08-18T04:00:00.000Z","2026-08-18T22:41:21.622Z","2026-08-18T22:41:33.555Z","published",null,[],"ai",[26,27,28,29],"robotics","humanoid-robots","reinforcement-learning","ai-models",[31],{"name":32,"url":33},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2608.16837",0,{"sections":36},[37,41,45,50,55,60,65,70,75,79,84,89,94,99],{"name":38,"slug":24,"count":39,"latest_published_at":40},"AI",3293,"2026-08-20T04:00:00.000Z",{"name":42,"slug":43,"count":44,"latest_published_at":40},"Security","security",435,{"name":46,"slug":47,"count":48,"latest_published_at":49},"Policy","policy",210,"2026-08-19T09:32:27.000Z",{"name":51,"slug":52,"count":53,"latest_published_at":54},"Deals","deals",179,"2026-06-29T20:02:07.000Z",{"name":56,"slug":57,"count":58,"latest_published_at":59},"Hardware","hardware",140,"2026-08-19T18:25:42.000Z",{"name":61,"slug":62,"count":63,"latest_published_at":64},"Consumer Tech","consumer-tech",95,"2026-08-18T16:05:00.000Z",{"name":66,"slug":67,"count":68,"latest_published_at":69},"Science","science",90,"2026-08-19T18:41:02.000Z",{"name":71,"slug":72,"count":73,"latest_published_at":74},"Software","software",73,"2026-08-18T07:51:50.000Z",{"name":76,"slug":77,"count":78,"latest_published_at":18},"Dev Tools","dev-tools",69,{"name":80,"slug":81,"count":82,"latest_published_at":83},"Startups","startups",47,"2026-08-19T19:13:46.000Z",{"name":85,"slug":86,"count":87,"latest_published_at":88},"Gaming","gaming",41,"2026-07-09T04:00:00.000Z",{"name":90,"slug":91,"count":92,"latest_published_at":93},"General","general",33,"2026-08-18T22:18:13.000Z",{"name":95,"slug":96,"count":97,"latest_published_at":98},"Reviews","reviews",20,"2026-06-24T12:00:01.000Z",{"name":100,"slug":101,"count":102,"latest_published_at":103},"How-To","how-to",6,"2026-06-16T09:00:00.000Z"]