{"id":5098,"date":"2026-04-14T08:19:56","date_gmt":"2026-04-14T08:19:56","guid":{"rendered":"https:\/\/8657085.xyz\/?p=5098"},"modified":"2026-04-14T08:19:56","modified_gmt":"2026-04-14T08:19:56","slug":"toyotas-cue7-robot-masters-free-throws-by-learning-from-its-own-mistakes","status":"publish","type":"post","link":"https:\/\/8657085.xyz\/?p=5098","title":{"rendered":"Toyota&#8217;s CUE7 Robot Masters Free Throws by Learning from Its Own Mistakes"},"content":{"rendered":"<p> <div style=\"display: grid; grid-template-columns: 300px 160px; gap: 2px; width: 460px; background: #eee; padding: 2px;\">\r\n\r\n  <!-- \u6574\u884c\u5bbd\u5e7f\u544a -->\r\n  <div style=\"grid-column: 1\/-1; width: 460px; height: 250px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876674\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n  <div style=\"grid-column: 1\/-1; width: 460px; height: 90px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876676\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n\r\n  <!-- \u5de6\u4fa7\u7ad6\u6392 -->\r\n  <div style=\"height: 250px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876672\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n  <div style=\"height: 500px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876680\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n\r\n  <!-- \u53f3\u4fa7\u6469\u5929\u697c\uff08\u548c\u5de6\u4fa7\u5b8c\u5168\u5bf9\u9f50\uff09 -->\r\n  <div style=\"grid-row: 3\/5; height: 750px; background: #ccc; display: grid; place-items: center;\">\r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e2\" data-zoneid=\"5876678\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n  <\/div>\r\n  \r\n  <script async type=\"application\/javascript\" src=\"https:\/\/a.magsrv.com\/ad-provider.js\"><\/script> \r\n <ins class=\"eas6a97888e6\" data-zoneid=\"5876682\"><\/ins> \r\n <script>(AdProvider = window.AdProvider || []).push({\"serve\": {}});<\/script>\r\n<\/div><br \/>\n<\/p>\n<div>\n<p><img decoding=\"async\" src=\"https:\/\/images.techeblog.com\/wp-content\/uploads\/2026\/04\/14002929\/toyota-cue7-basketball-robot-2026.jpg\" alt=\"Toyota CUE7 Basketball Robot 2026\" width=\"960\" height=\"960\"\/><br \/>On April 12, crowds flocked to Toyota Arena in Tokyo to witness CUE7 come to life on the court. Standing 219 cm (7\u20192\u2033) tall, it moved with an unsettlingly steady balance as it retrieved a basketball off the ground. When the robot began to move, it appeared to be playing basketball like any other player, with deft dribbles and precise motions. When the robot took a free shot in front of 8,400 yelling spectators, the ball left its hands in a perfect arc and fell over the net.<\/p>\n<p><span id=\"more-240447\"\/><br \/><iframe title=\"Better than Lebron? Check out AI powered robot\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/rOLlqmKskp0?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><noscript><iframe title=\"Better than Lebron? Check out AI powered robot\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/rOLlqmKskp0?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/noscript><br \/>Its weight was reduced by engineers to 74 kg, a nearly 40% decrease from its previous iteration. The CUE7 now rolls on two wheels rather than a four wheel base, which helps conserve parts and provides it with a more secure footing when jetting down the court. The robot has the consistent power it needs to move fluidly and effortlessly around the court thanks to high-torque batteries from race cars.<\/p>\n<div class=\"aawp\">\n<div class=\"aawp-product aawp-product--horizontal aawp-product--ribbon aawp-product--sale\" data-aawp-product-asin=\"B0DJ197M66\" data-aawp-product-id=\"228677\" data-aawp-tracking-id=\"tec02e-20\" data-aawp-product-title=\"LEGO Technic Fast and Furious Toyota Supra MK4 Building Kit- Toy Car for Kids Boys and Girls Ages 9+ - Creative Gift for Fast and Furious Car Fans - Realistic Engineering Details - 42204\">\n<p>    <span class=\"aawp-product__ribbon aawp-product__ribbon--sale\">Sale<\/span><\/p>\n<div class=\"aawp-product__thumb\">\n<p>            <img decoding=\"async\" class=\"aawp-product__image\" src=\"https:\/\/m.media-amazon.com\/images\/I\/51kWbzPQYXL._SL160_.jpg\" alt=\"LEGO Technic Fast and Furious Toyota Supra MK4 Building Kit- Toy Car for Kids, Boys, and Girls, Ages...\"\/><\/p><\/div>\n<div class=\"aawp-product__content\">\n<p>            LEGO Technic Fast and Furious Toyota Supra MK4 Building Kit- Toy Car for Kids, Boys, and Girls, Ages&#8230;        <\/p>\n<div class=\"aawp-product__description\">\n<ul>\n<li>TOY CAR MODEL KIT\u2013 Boys and girls ages 9 and up create thrilling movie action by building one of the most iconic cars in movie history with the LEGO&#8230;<\/li>\n<li>FAST AND FURIOUS CAR \u2013 Fans will be delighted by the LEGO Toyota Supra sports car toy, which is packed with realistic details and authentic movie&#8230;<\/li>\n<li>ACTION-PACKED FEATURES\u2013 Builders assemble the 6-cylinder engine, steering, opening hood and removable Targa top roof, then recreate favorite Fast&#8230;<\/li>\n<\/ul><\/div>\n<\/p><\/div>\n<\/div>\n<\/div>\n<p>\nThanks to the stereo camera in its \u201chead,\u201d which can detect the hoop from a distance, the robot is continuously collecting data from everything around it. It knows exactly where it is in relation to the basket thanks to the extremely accurate distance and depth readings provided by the LiDAR units in its midsection.<\/p>\n<p><iframe title=\"Toyota unveils AI basketball robot CUE7\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/Nm3fEub7U4w?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><noscript><iframe title=\"Toyota unveils AI basketball robot CUE7\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/Nm3fEub7U4w?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/noscript><br \/>The new robot operates entirely differently from previous iterations of CUE7, which required precise human coordination. It has a hybrid system that blends model predictive control and reinforcement learning. This means that via constant practice and trial-and-error, the machine can test out its own actions, identify what doesn\u2019t work, and make necessary adjustments. Additionally, it has model predictive control, which provides the machine with a blueprint for its next movements. This combination enables the robot to adjust to novel circumstances as they arise.<\/p>\n<p>The vision system first latches onto the hoop and determines the distance as the robot advances through a shot. It then establishes the ideal trajectory by slightly altering its arm angle and stance. The arms stretch in a single motion, the ball is elevated to a fixed position, and it follows a precise arc through the air and into the net without any wobbles that could damage the shot. It repeatedly repeats this with almost the same outcomes.<\/p>\n<div style=\"margin:0;padding:0;line-height:0;\">\n<center><\/p>\n<blockquote class=\"twitter-tweet\">\n<p lang=\"ja\" dir=\"ltr\">4\/12 \u904b\u52d5\u6027\u80fd\u304c\u98db\u8e8d\u7684\u306b\u9032\u5316\u3057\u305fCUE7\u304c\u30c7\u30d3\u30e5\u30fc\u3057\u307e\u3057\u305f\u3002\u672c\u4f53\u91cd\u91cf\u3092120kg\u304b\u308974kg\u3078\u5927\u5e45\u306b\u8efd\u91cf\u5316\u3057\u3001\u5012\u7acb\u4e8c\u8f2a\u69cb\u9020\u3092\u63a1\u7528\u3002\u5f37\u5316\u5b66\u7fd2\u3068\u30e2\u30c7\u30eb\u4e88\u6e2c\u5236\u5fa1\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u5236\u5fa1\u306b\u3088\u308a\u3001\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u306a\u52d5\u4f5c\u3092\u5b9f\u73fe\u3002\u30c7\u30b6\u30a4\u30f3\u306f\u30a2\u30b9\u30ea\u30fc\u30c8\u3092\u60f3\u8d77\u3055\u305b\u308b\u30b7\u30e3\u30fc\u30d7\u306a\u30b7\u30eb\u30a8\u30c3\u30c8\u3068\u6a5f\u80fd\u7f8e\u3092\u4e21\u7acb\u3055\u305b\u307e\u3057\u305f <a rel=\"nofollow\" href=\"https:\/\/t.co\/aNjranNY63\">pic.twitter.com\/aNjranNY63<\/a><\/p>\n<p>\u2014 \u30c8\u30e8\u30bf \u672a\u6765\u5275\u751f\u30bb\u30f3\u30bf\u30fc | Toyota Frontier Research Center (@TOYOTA_FRC) <a rel=\"nofollow\" href=\"https:\/\/twitter.com\/TOYOTA_FRC\/status\/2043607362871943456?ref_src=twsrc%5Etfw\" target=\"_blank\" rel=\"noopener\">April 13, 2026<\/a><\/p>\n<\/blockquote>\n<p><\/center><\/div>\n<p>The system immediately enters analysis mode when the robot misses, examining what went wrong, adjusting the machine\u2019s calculations, and improving the subsequent try. This indicates that the robot can quickly become consistent, making free throws with ease and even longer shots that were previously difficult. When it comes to dribbling, the robot bounces the ball with just the proper amount of force as it travels across the court with the same natural ease as any other basketball player.<\/p>\n<p>Toyota created the CUE7 robot as a test platform to fine-tune its motion planning, precise control, and vision technologies. They will eventually be able to create machines that can handle objects in a factory or on the road with far greater delicacy thanks to the lessons they are learning here. Nearly ten years ago, the project began as a sort of side project, and with every iteration, it has been getting better.<\/p>\n<p><span>[Source]<\/span><\/p>\n<\/p><\/div>\n<p><script async src=\"\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><br \/>\n<br \/><!-- \u603b\u5bb9\u5668\uff1a\u6700\u5927\u5bbd908px Grid\u7d27\u51d1\u5e03\u5c40 -->\r\n<div style=\"display: grid; grid-template-columns: 728px 160px; gap:2px; width:908px; background:#eee; padding:2px;\">\r\n\r\n  <!-- \u901a\u680f\u9876\u90e8\uff1a\u6700\u5927\u6a2a\u5e45 908x258 \u8de8\u6574\u884c -->\r\n  <div style=\"grid-column:1\/-1; height:258px; background:#ff6b6b; display:grid; place-items:center;\">\r\n    <!-- JuicyAds v3.0 -->\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async src=\"https:\/\/poweredby.jads.co\/js\/jads.js\"><\/script>\r\n<ins id=\"1114307\" data-width=\"908\" data-height=\"258\"><\/ins>\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async>(adsbyjuicy = window.adsbyjuicy || []).push({'adzone':1114307});<\/script>\r\n<!--JuicyAds END-->\r\n  <\/div>\r\n\r\n  <!-- \u7b2c\u4e8c\u901a\u680f\uff1a728\u00d790 \u901a\u680f -->\r\n  <div style=\"grid-column:1\/-1; 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display:grid; place-items:center;\">\r\n\t<!-- JuicyAds v3.0 -->\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async src=\"https:\/\/poweredby.jads.co\/js\/jads.js\"><\/script>\r\n<ins id=\"1114302\" data-width=\"133\" data-height=\"139\"><\/ins>\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async>(adsbyjuicy = window.adsbyjuicy || []).push({'adzone':1114302});<\/script>\r\n<!--JuicyAds END-->\r\n\t<\/div>\r\n    <div style=\"height:125px; background:#91e7ac; display:grid; place-items:center;\">\r\n\t\r\n<!-- JuicyAds v3.0 -->\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async src=\"https:\/\/poweredby.jads.co\/js\/jads.js\"><\/script>\r\n<ins id=\"1114303\" data-width=\"125\" data-height=\"125\"><\/ins>\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async>(adsbyjuicy = window.adsbyjuicy || []).push({'adzone':1114303});<\/script>\r\n<!--JuicyAds END-->\r\n\t<\/div>\r\n  <\/div>\r\n\r\n  <!-- \u53f3\u4fa7\u7ad6\u680f\uff1a160\u00d7600 \u6574\u5217\u9ad8\u5e7f\u544a -->\r\n  <div style=\"grid-row:3\/8; height:600px;  display:grid; place-items:center;\">\r\n    <!-- JuicyAds v3.0 -->\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async src=\"https:\/\/poweredby.jads.co\/js\/jads.js\"><\/script>\r\n<ins id=\"1114301\" data-width=\"160\" data-height=\"600\"><\/ins>\r\n<script type=\"text\/javascript\" data-cfasync=\"false\" async>(adsbyjuicy = window.adsbyjuicy || []).push({'adzone':1114301});<\/script>\r\n<!--JuicyAds END-->\r\n  <\/div>\r\n\r\n<\/div><br \/>\n<br \/> Toyota&#8217;s CUE7 Robot Masters Free Throws by Learning from Its Own Mistakes<br \/>\n<br \/>#Toyotas #CUE7 #Robot #Masters #Free #Throws #Learning #Mistakes<\/p>\n","protected":false},"excerpt":{"rendered":"<p>On April 12, crowds flocked to Toyota Arena in Tokyo to witness CUE7 come to&#8230;<\/p>\n","protected":false},"author":1,"featured_media":5099,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[5949,125,227,4883,5106,305,5950,5948],"class_list":["post-5098","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech","tag-cue7","tag-free","tag-learning","tag-masters","tag-mistakes","tag-robot","tag-throws","tag-toyotas"],"featured_image_urls":{"full":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/04\/toyota-cue7-basketball-robot-2026.jpg",960,960,false],"thumbnail":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/04\/toyota-cue7-basketball-robot-2026-150x150.jpg",150,150,true],"medium":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/04\/toyota-cue7-basketball-robot-2026-300x300.jpg",300,300,true],"medium_large":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/04\/toyota-cue7-basketball-robot-2026-768x768.jpg",640,640,true],"large":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/04\/toyota-cue7-basketball-robot-2026.jpg",640,640,false],"1536x1536":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/04\/toyota-cue7-basketball-robot-2026.jpg",960,960,false],"2048x2048":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/04\/toyota-cue7-basketball-robot-2026.jpg",960,960,false],"covernews-slider-full":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/04\/toyota-cue7-basketball-robot-2026-960x715.jpg",960,715,true],"covernews-slider-center":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/04\/toyota-cue7-basketball-robot-2026-800x500.jpg",800,500,true],"covernews-featured":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/04\/toyota-cue7-basketball-robot-2026.jpg",960,960,false],"covernews-medium":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/04\/toyota-cue7-basketball-robot-2026-540x340.jpg",540,340,true],"covernews-medium-square":["https:\/\/8657085.xyz\/wp-content\/uploads\/2026\/04\/toyota-cue7-basketball-robot-2026-400x250.jpg",400,250,true]},"author_info":{"display_name":"admin","author_link":"https:\/\/8657085.xyz\/?author=1"},"category_info":"<a href=\"https:\/\/8657085.xyz\/?cat=8\" rel=\"category\">Tech<\/a>","tag_info":"Tech","comment_count":"0","_links":{"self":[{"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/posts\/5098","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5098"}],"version-history":[{"count":0,"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/posts\/5098\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=\/wp\/v2\/media\/5099"}],"wp:attachment":[{"href":"https:\/\/8657085.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5098"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5098"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/8657085.xyz\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5098"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}