[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-gondola-teaches-robots-to-point-before-they-act":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},8826,"gondola-teaches-robots-to-point-before-they-act","Gondola Teaches Robots to Point Before They Act","A new research model plans robot manipulation by grounding each step in pixel-level object masks instead of raw action prediction, boosting benchmark results.","Researchers have built a robot planning model that points at exactly what it means before it moves a single joint.\n\nGondola is a vision-language planning system that sits between a robot's eyes and its motors. Instead of mapping camera images and text commands straight to motor actions, it first produces a structured plan: a text instruction paired with pixel-level masks across multiple camera views, marking the exact object and location it's referring to. The team trained it on synthetic data built specifically for short-horizon grounded planning, referring to objects across different viewpoints, and chaining together longer multi-step tasks. Paired with a separate 3D execution policy that turns those plans into motion, the system posted state-of-the-art results on the GemBench benchmark and showed early signs of transferring to real robots.\n\nRobot arms have a well-documented habit of grabbing the wrong object or losing the thread on multi-step tasks, partly because most end-to-end vision-to-action models give engineers no way to see what the model thinks it's targeting. Forcing the system to mark its target with a visible mask before acting creates a debuggable checkpoint, and the paper's ablation tests show that this pixel-level grounding, not just more training data, drives the performance gains.\n\nIt's a sign that the just-predict-actions-directly approach to robot learning has limits, and that making robots show their work may matter as much as making them bigger.","[\"robotics\",\"vision-language-models\",\"ai-research\"]","2026-09-30T04:00:00.000Z","2026-10-01T05:37:10.544Z","2026-10-01T05:37:15.802Z","published",null,[],"ai",[26,27,28],"robotics","vision-language-models","ai-research",[30],{"name":31,"url":32},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2506.11261",0,{"sections":35},[36,40,45,50,55,60,65,70,75,79,84,89,94,99],{"name":37,"slug":24,"count":38,"latest_published_at":39},"AI",5270,"2026-10-01T04:00:00.000Z",{"name":41,"slug":42,"count":43,"latest_published_at":44},"Security","security",801,"2026-09-30T22:18:23.000Z",{"name":46,"slug":47,"count":48,"latest_published_at":49},"Policy","policy",429,"2026-10-01T02:26:17.000Z",{"name":51,"slug":52,"count":53,"latest_published_at":54},"Deals","deals",298,"2026-09-30T21:00:26.000Z",{"name":56,"slug":57,"count":58,"latest_published_at":59},"Hardware","hardware",196,"2026-09-30T13:00:00.000Z",{"name":61,"slug":62,"count":63,"latest_published_at":64},"Science","science",157,"2026-09-30T15:00:56.000Z",{"name":66,"slug":67,"count":68,"latest_published_at":69},"Consumer Tech","consumer-tech",149,"2026-09-30T22:57:11.000Z",{"name":71,"slug":72,"count":73,"latest_published_at":74},"Dev Tools","dev-tools",93,"2026-10-01T02:30:48.000Z",{"name":76,"slug":77,"count":73,"latest_published_at":78},"Software","software","2026-09-30T21:41:11.000Z",{"name":80,"slug":81,"count":82,"latest_published_at":83},"Startups","startups",84,"2026-09-30T20:39:09.000Z",{"name":85,"slug":86,"count":87,"latest_published_at":88},"Gaming","gaming",51,"2026-09-30T16:24:30.000Z",{"name":90,"slug":91,"count":92,"latest_published_at":93},"General","general",50,"2026-09-30T21:37:54.000Z",{"name":95,"slug":96,"count":97,"latest_published_at":98},"Reviews","reviews",31,"2026-09-28T14:31:34.000Z",{"name":100,"slug":101,"count":102,"latest_published_at":103},"How-To","how-to",6,"2026-06-16T09:00:00.000Z"]