[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"nav-categories":3,"article-google-deepmind-unveils-roboballet-robots-learn-to-collaborate-with-reinforcement-learning":70},{"data":4},[5,37,57,64],{"name":6,"slug":7,"categories":8},"Productivity","productivity",[9,13,17,21,25,29,33],{"id":10,"title":11,"slug":12},17,"Branding","branding",{"id":14,"title":15,"slug":16},19,"Marketing","marketing",{"id":18,"title":19,"slug":20},20,"Work","work",{"id":22,"title":23,"slug":24},34,"Community","community",{"id":26,"title":27,"slug":28},21,"For newbies","for-newbies",{"id":30,"title":31,"slug":32},24,"Investment","investment",{"id":34,"title":35,"slug":36},22,"Finance","finance",{"name":38,"slug":39,"categories":40},"Tech","tech",[41,45,49,53],{"id":42,"title":43,"slug":44},28,"Technology","technology",{"id":46,"title":47,"slug":48},32,"Artificial Intelligence","artificial-intelligence",{"id":50,"title":51,"slug":52},26,"Security and protection","security-and-protection",{"id":54,"title":55,"slug":56},31,"YouTube Blog","youtube-blog",{"name":58,"slug":59,"categories":60},"News","news",[61],{"id":62,"title":58,"slug":63},18,"quasanews",{"name":65,"slug":66,"categories":67},"Business","business",[68],{"id":69,"title":65,"slug":66},16,{"post":71,"published_news":97,"popular_news":162,"categories":233},{"title":72,"description":73,"meta_title":72,"meta_description":74,"meta_keywords":75,"text":76,"slug":77,"created_at":78,"publish_at":79,"formatted_created_at":80,"category_id":42,"links":81,"view_type":86,"video_url":87,"views":88,"likes":89,"lang":90,"comments_count":89,"category":91},"Google DeepMind Unveils RoboBallet: Robots Learn to Collaborate with Reinforcement Learning","In a groundbreaking development, researchers from UCL, Google DeepMind, and Intrinsic have introduced RoboBallet, a cutting-edge AI algorithm designed to enable multiple robotic manipulators to work in harmony and avoid collisions within complex manufacturing environments. This innovative system, powered by reinforcement learning, marks a significant leap forward in robotic coordination and adaptability.","Unlike traditional systems with rigid task assignments, RoboBallet allowed the robots to select any task in any order.","This innovative system, powered by reinforcement learning, marks a significant leap forward in robotic coordination and adaptability.","\u003Cp>\u003Cstrong>In a groundbreaking development, researchers from UCL, Google DeepMind, and Intrinsic have introduced RoboBallet, a cutting-edge AI algorithm designed to enable multiple robotic manipulators to work in harmony and avoid collisions within complex manufacturing environments.\u003C/strong>\u003C/p>\n\n\u003Cp>\u003Cpicture class=\"image-align-left\">\u003Csource srcset=\"https://cdn.quasa.io/photos/00/image-2025-09-11t172430260.webp\" type=\"image/webp\">\u003Cimg alt=\"Google DeepMind Unveils RoboBallet: Robots Learn to Collaborate with Reinforcement Learning\" class=\"image-align-left\" height=\"225\" src=\"https://cdn.quasa.io/photos/00/image-2025-09-11t172430260.jpg\" width=\"300\" />\u003C/picture>This innovative system, powered by reinforcement learning, marks a significant leap forward in robotic coordination and adaptability.\u003C/p>\n\n\u003Cp>The experiment showcased eight robots, each capable of performing 40 distinct tasks within a shared workspace. Unlike traditional systems with rigid task assignments, RoboBallet allowed the robots to select any task in any order.\u003C/p>\n\n\u003Cp>The algorithm autonomously determined task allocation and crafted safe, collision-free trajectories for each robot, demonstrating remarkable flexibility. Trained initially in a simulation, the system showcased its "zero-shot" capability—successfully applying its learned skills to new scenarios without additional training.\u003C/p>\n\n\u003Cp>Currently, RoboBallet is optimized for reaching tasks, focusing on movement without factoring in task sequencing or varying robot types. However, its architecture is inherently flexible, paving the way for future enhancements. Researchers envision incorporating complex dependencies, diverse task orders, and a broader range of robotic designs, potentially revolutionizing industrial automation.\u003C/p>\n\n\u003Chr />\n\u003Cp>\u003Cstrong>\u003Cpicture class=\"image-align-right\">\u003Csource srcset=\"https://cdn.quasa.io/photos/00/image-2025-09-11t172428734.webp\" type=\"image/webp\">\u003Cimg alt=\"Google DeepMind Unveils RoboBallet: Robots Learn to Collaborate with Reinforcement Learning\" class=\"image-align-right\" height=\"225\" src=\"https://cdn.quasa.io/photos/00/image-2025-09-11t172428734.jpg\" width=\"300\" />\u003C/picture>Also read:\u003C/strong>\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/while-we-tremble-over-ai-taking-our-jobs-south-korea-s-hyodol-ai-dolls-are-already-replacing-grandchildren-for-12-000-lonely-seniors\">While We Tremble Over AI Taking Our Jobs, South Korea’s Hyodol AI Dolls Are Already Replacing Grandchildren for 12,000 Lonely Seniors\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/when-they-say-openai-is-growing-like-no-one-before-show-them-this-chart\">When They Say OpenAI Is Growing Like No One Before, Show Them This Chart\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/trump-linked-crypto-project-world-liberty-financial-blacklists-justin-sun-s-wallet-after-9m-token-transfer\">Trump-Linked Crypto Project World Liberty Financial Blacklists Justin Sun’s Wallet After $9M Token Transfer\u003C/a>\u003C/li>\n\u003C/ul>\n\n\u003Cp>The standout achievement of RoboBallet lies in its ability to coordinate an entire team with a single algorithm, transforming robots into agile, synchronized units capable of operating seamlessly in unfamiliar settings. This breakthrough not only enhances efficiency but also sets a new standard for scalability in robotic systems, promising a future where collaborative robotics can tackle increasingly intricate challenges in manufacturing and beyond.\u003C/p>","google-deepmind-unveils-roboballet-robots-learn-to-collaborate-with-reinforcement-learning","2025-09-11T15:25:10.000000Z","2025-09-30T11:20:00.000000Z","30.09.2025",{"image":82,"image_webp":83,"thumb":84,"thumb_webp":85},"https://cdn.quasa.io/images/news/SN9f9neGC8VhnOiQGHdFabrr8d19KKM2PtrAcVrt.jpg","https://cdn.quasa.io/images/news/SN9f9neGC8VhnOiQGHdFabrr8d19KKM2PtrAcVrt.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/SN9f9neGC8VhnOiQGHdFabrr8d19KKM2PtrAcVrt.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/SN9f9neGC8VhnOiQGHdFabrr8d19KKM2PtrAcVrt.webp","small",null,976,0,"en",{"id":42,"title":43,"slug":44,"meta_title":92,"meta_description":93,"meta_keywords":94,"deleted_at":87,"created_at":95,"updated_at":96,"lang":90},"Quasa media blog about growth hacking in Tech","All the most interesting and useful about technologies. Exclusive articles from technologies you won't find anywhere else.","Technology, tech, business, ai, gadget, gadgets, life hacks","2023-03-23T08:15:32.000000Z","2024-08-25T15:37:57.000000Z",[98,112,124,136,149],{"title":99,"description":100,"slug":101,"created_at":102,"publish_at":102,"formatted_created_at":103,"category":104,"links":105,"view_type":86,"video_url":87,"views":110,"likes":89,"lang":90,"comments_count":89,"is_pinned":111},"Cloudflare Just Made Email a First-Class Citizen for AI Agents — And Traditional Email Services Are Feeling It","On April 17, 2026, Cloudflare quietly turned a long-standing dream into reality: it moved Email Service into public beta and added full Email Sending alongside the years-old Email 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Freeze Millions of Legacy Coins","In a move that could reshape the security of Bitcoin’s unspent transaction outputs forever, Bitcoin developers have introduced BIP-361 — officially titled “Post Quantum Migration and Legacy Signature Sunset.”","bitcoin-developers-propose-bip-361-quantum-proof-migration-that-would-freeze-millions-of-legacy-coins","2026-04-17T11:38:06.000000Z","2026-04-19T11:29:00.000000Z",{"title":43,"slug":44},{"image":144,"image_webp":145,"thumb":146,"thumb_webp":147},"https://cdn.quasa.io/images/news/XW07GuAbFLRaVskP2iUsv0witLmM4GwiSlwMPZpp.jpg","https://cdn.quasa.io/images/news/XW07GuAbFLRaVskP2iUsv0witLmM4GwiSlwMPZpp.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/XW07GuAbFLRaVskP2iUsv0witLmM4GwiSlwMPZpp.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/XW07GuAbFLRaVskP2iUsv0witLmM4GwiSlwMPZpp.webp",65,{"title":150,"description":151,"slug":152,"created_at":153,"publish_at":154,"formatted_created_at":103,"category":155,"links":156,"view_type":86,"video_url":87,"views":161,"likes":89,"lang":90,"comments_count":89,"is_pinned":111},"Thomas Peterffy’s Bold Vision for Prediction Markets: Why Interactive Brokers Is Betting Big on “Useful” Bets","In a wide-ranging conversation on 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We offer to place your article, add a link or order the writing of an article for publication.","advertising-on-quasa","2022-07-06T07:33:02.000000Z","2025-12-15T17:33:02.000000Z","15.12.2025",{"title":58,"slug":63},{"image":185,"image_webp":186,"thumb":187,"thumb_webp":188},"https://cdn.quasa.io/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.jpg","https://cdn.quasa.io/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.webp","large",70606,4,{"title":193,"description":194,"slug":195,"created_at":196,"publish_at":197,"formatted_created_at":198,"category":199,"links":200,"view_type":86,"video_url":87,"views":203,"likes":191,"lang":90,"comments_count":89,"is_pinned":111},"What is a Startup?","A startup is not a new company, not a tech company, nor a new tech company. You can be a new tech company, if your goal is not to grow high and fast; then, you are not a startup. ","what-is-a-startup","2021-08-04T12:05:17.000000Z","2025-12-17T13:02:00.000000Z","17.12.2025",{"title":65,"slug":66},{"image":201,"image_webp":87,"thumb":202,"thumb_webp":202},"https://cdn.quasa.io/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp",68238,{"title":205,"description":206,"slug":207,"created_at":208,"publish_at":209,"formatted_created_at":210,"category":211,"links":212,"view_type":86,"video_url":87,"views":217,"likes":175,"lang":90,"comments_count":218,"is_pinned":111},"Top 5 Tips to Make More Money as a Content Creator","Content creators are one of the most desired job titles right now. 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