{"id":3903,"date":"2026-08-03T04:07:39","date_gmt":"2026-08-03T04:07:39","guid":{"rendered":"https:\/\/futureknowledge.in\/?p=3903"},"modified":"2026-08-03T04:07:39","modified_gmt":"2026-08-03T04:07:39","slug":"video-friday-an-italian-humanoid-comes-to-life","status":"publish","type":"post","link":"https:\/\/futureknowledge.in\/?p=3903","title":{"rendered":"Video Friday: An Italian Humanoid Comes to Life"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/spectrum.ieee.org\/media-library\/humanoid-robot-with-red-armor-and-glowing-lights-stands-against-a-dark-background.png?id=67531350&amp;width=1245&amp;height=700&amp;coordinates=0%2C0%2C0%2C0\" \/><\/p>\n<p><span>Video Friday is your weekly selection of awesome robotics videos, collected by your friends at <\/span><em>IEEE Spectrum<\/em><span> robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please <\/span><a href=\"mailto:automaton@ieee.org?subject=Robotics%20event%20suggestion%20for%20Video%20Friday\">send us your events<\/a><span> for inclusion.<\/span><\/p>\n<h5><a href=\"https:\/\/mrs.fel.cvut.cz\/summer-school-2026\/\">Summer School on Multi-Robot Systems<\/a>: 29 July\u20134 August 2026, PRAGUE<\/h5>\n<h5><a href=\"https:\/\/actuate.foxglove.dev\/\">Actuate 2026<\/a>: 18\u201319 August 2026, SAN FRANCISCO<\/h5>\n<h5><a href=\"https:\/\/2026.ieee-iros.org\/\">IROS 2026<\/a>: 27 September\u20131 October 2026, PITTSBURGH<\/h5>\n<h5><a href=\"https:\/\/humanoidssummit.com\/\">Humanoids Summit Seoul<\/a>: 22\u201323 September 2026, SEOUL<\/h5>\n<p>Enjoy today\u2019s videos!<\/p>\n<div class=\"horizontal-rule\"><\/div>\n<div><span style=\"display:none\"> <\/span><\/div>\n<blockquote class=\"rm-anchors\" id=\"mgf142yepjc\"><p><em>In just six months, our team turned GENE.01 into a fully functional humanoid platform that can walk, sense and interact. Its full-body multimodal skin perceives touch, proximity, force, and temperature, bringing Physical AI closer to safe and natural collaboration with people. Not a render. Not a concept. This is GENE.01. The future of Physical AI is taking its first steps.<\/em><\/p><\/blockquote>\n<p class=\"shortcode-media shortcode-media-youtube\"><span class=\"rm-shortcode\" data-rm-shortcode-id=\"46635770c6e7ac6b243181c9d09aa683\" style=\"display:block;position:relative;padding-top:56.25%\"><\/span><\/p>\n<p>[ <a href=\"https:\/\/gbionics.ai\/\">Generative Bionics<\/a> ]<\/p>\n<div class=\"horizontal-rule\"><\/div>\n<blockquote class=\"rm-anchors\" id=\"iq3pccrfegq\"><p><em>Why create robot intelligence for just one hand, when we could have it learn from many? GEN-1, our latest embodied foundation model, now supports a broad range of end effectors from 5-finger hands, to specialized tools, and everything in between. Each hand is a different sensorimotor interface by which GEN-1 experiences the physical world. Scaling pretraining across thousands of these interfaces teaches GEN-1 a universal physical common sense that transfers to new hands and new ways to grasp, push, pull, twist, and more.<\/em><\/p><\/blockquote>\n<p class=\"shortcode-media shortcode-media-youtube\"><span class=\"rm-shortcode\" data-rm-shortcode-id=\"e8690ce6970033d827effb6ff6d05d02\" style=\"display:block;position:relative;padding-top:56.25%\"><\/span><\/p>\n<p>And to illustrate this concept, a surprise spatula.<\/p>\n<p class=\"shortcode-media shortcode-media-youtube\"> <span class=\"rm-shortcode\" data-rm-shortcode-id=\"c18e1e41ac8d6a1cf2adf9f1acbd3b6c\" style=\"display:block;position:relative;padding-top:56.25%\"><\/span><\/p>\n<p>[ <a href=\"https:\/\/generalistai.com\/blog\/towards-machines-with-a-thousand-hands\">Generalist<\/a> ]<\/p>\n<div class=\"horizontal-rule\"><\/div>\n<blockquote class=\"rm-anchors\" id=\"gu2nuedjiuq\"><p><em>This paper presents the design, fabrication, and flight validation of a flat-packable <a data-linked-post=\"2650272921\" href=\"https:\/\/spectrum.ieee.org\/foldable-airplane-could-ride-a-cubesat-to-mars-in-2022\" target=\"_blank\">flying wing<\/a> built primarily from corrugated cardboard. The aircraft is manufactured from three laser-cut sheets and assembled through a fold-and-lock architecture that forms load-bearing wing structures with minimal tooling and no permanent fasteners. The full airframe can be assembled in under 15 minutes, demonstrating strong potential for rapid deployment, low-cost logistics, and scalable field use.<\/em><\/p><\/blockquote>\n<p class=\"shortcode-media shortcode-media-youtube\"><span class=\"rm-shortcode\" data-rm-shortcode-id=\"b1c7740270724fe629e27e4bd8123d3a\" style=\"display:block;position:relative;padding-top:56.25%\"><\/span><\/p>\n<p>[ <a href=\"https:\/\/airlab.sutd.edu.sg\/\">AIR Lab<\/a> ]<\/p>\n<div class=\"horizontal-rule\"><\/div>\n<p class=\"rm-anchors\" id=\"hukrzo75_ww\">A $14,000 open-source data-collection system that includes beat-down capability.<\/p>\n<p class=\"shortcode-media shortcode-media-youtube\"><span class=\"rm-shortcode\" data-rm-shortcode-id=\"41a773dc4c9b3b48123218c200bdcfae\" style=\"display:block;position:relative;padding-top:56.25%\"><\/span><\/p>\n<p>[ <a href=\"https:\/\/github.com\/haraduka\/mevion\">MEVION<\/a> ]<\/p>\n<p>Thanks, Kento!<\/p>\n<div class=\"horizontal-rule\"><\/div>\n<blockquote class=\"rm-anchors\" id=\"qzr0rmp2_5w\"><p><em>Together with Niantic Spatial and Nvidia, [we] can now scan a real deployment site with off-the-shelf hardware, reconstruct it into a photorealistic Gaussian splat, and run massively parallel RL [<a data-linked-post=\"2671184284\" href=\"https:\/\/spectrum.ieee.org\/ai-institute\" target=\"_blank\">reinforcement learning<\/a>] training. The policies trained in our Gym environment then transfer zero-shot to the real robot and environments they were trained for. This enables faster deployment of more capable and robust policies for the end user.<\/em><\/p><\/blockquote>\n<p class=\"shortcode-media shortcode-media-youtube\"><span class=\"rm-shortcode\" data-rm-shortcode-id=\"7b3d828133b78469296815e07f024d3d\" style=\"display:block;position:relative;padding-top:56.25%\"><\/span><\/p>\n<p>[ <a href=\"https:\/\/flexion.ai\/news\/niantic-spatial-flexion-and-nvidia-closing-the-sim2real-gap-for-humanoids\">Flexion<\/a> ]<\/p>\n<div class=\"horizontal-rule\"><\/div>\n<p class=\"rm-anchors\" id=\"w2bmy5cnhvs\">I don\u2019t know why, but the version of Tron 2 with the stubby little legs is just adorable.<\/p>\n<p class=\"shortcode-media shortcode-media-youtube\"><span class=\"rm-shortcode\" data-rm-shortcode-id=\"7c4103da6b4cd144e7b99ad9faeae371\" style=\"display:block;position:relative;padding-top:56.25%\"><\/span><\/p>\n<p>[ <a href=\"https:\/\/www.limxdynamics.com\/en\/products\/tron2\">LimX Dynamics<\/a> ]<\/p>\n<div class=\"horizontal-rule\"><\/div>\n<p class=\"rm-anchors\" id=\"vmgiim6g_fg\">Uh, get a real job already&#8230;?<\/p>\n<p class=\"shortcode-media shortcode-media-youtube\"><span class=\"rm-shortcode\" data-rm-shortcode-id=\"5cd7761f95a3bd4fd468b12e0a2ef7e1\" style=\"display:block;position:relative;padding-top:56.25%\"><\/span><\/p>\n<p>[ <a href=\"https:\/\/www.pndbotics.com\/\">PNDbotics<\/a> ]<\/p>\n<div class=\"horizontal-rule\"><\/div>\n<p class=\"rm-anchors\" id=\"xtggy9lrisw\">Well, I guess we can all stop asking what humanoid robots are good for.<\/p>\n<p class=\"shortcode-media shortcode-media-youtube\"><span class=\"rm-shortcode\" data-rm-shortcode-id=\"2432fe06c16d9771f35d93e023355618\" style=\"display:block;position:relative;padding-top:56.25%\"><\/span><\/p>\n<p>[ <a href=\"https:\/\/en.engineai.com.cn\/\">EngineAI<\/a> ]<\/p>\n<div class=\"horizontal-rule\"><\/div>\n<p class=\"rm-anchors\" id=\"143b_pm77ga\">I think the right thing to do here is only post the disclaimer included with this video: \u201cThis film is a conceptual creative production, and certain scenes are presented for demonstration purposes only and do not represent the actual in-store operating process. The final store environment, robot appearance, and functionality are subject to the actual deployment. During actual operations, the robot will autonomously perform only designated preparation steps for specified ice cream products, and its hands will be fitted with protective gloves that comply with applicable food safety requirements.\u201d<\/p>\n<p class=\"shortcode-media shortcode-media-youtube\"><span class=\"rm-shortcode\" data-rm-shortcode-id=\"5e431d87c1951d62a83682f7a4fbed4d\" style=\"display:block;position:relative;padding-top:56.25%\"><\/span><\/p>\n<p>[ <a href=\"https:\/\/www.sharpa.com\/pages\/north-at-work\">Sharpa<\/a> ]<\/p>\n<div class=\"horizontal-rule\"><\/div>\n<blockquote class=\"rm-anchors\" id=\"h_ztrvhjv8k\"><p><em><a data-linked-post=\"2650278428\" href=\"https:\/\/spectrum.ieee.org\/in-the-air-with-ziplines-medical-delivery-drones\" target=\"_blank\">Drone delivery<\/a> is now an essential part of the South West London Pathology (SWLP) modernization agenda. Since February 2026, our highly automated aircraft have been delivering urgent NHS samples across south west London, with service up to 85% faster than ground transport. We are thrilled to be part of this initiative, supporting clinicians in providing timely, effective care for patients and contributing to a greener, more resilient NHS.<\/em><\/p><\/blockquote>\n<p class=\"shortcode-media shortcode-media-youtube\"><span class=\"rm-shortcode\" data-rm-shortcode-id=\"fa77e8c096afc2a7a44adf059c2d4ca4\" style=\"display:block;position:relative;padding-top:56.25%\"><\/span><\/p>\n<p>[ <a href=\"https:\/\/wing.com\/news\/elevating-healthcare-logistics-wing-apian-nhs-south-west-london-drone-deliveries\">Wing<\/a> ]<\/p>\n<div class=\"horizontal-rule\"><\/div>\n<blockquote class=\"rm-anchors\" id=\"tzpswti20e8\"><p><em>Take a closer look at what\u2019s next for the Aurora Driver. Designed to move freight farther, faster, and more efficiently, this next generation of the Aurora Driver delivers greater performance, built to last one million miles and cut hardware cost in half. <\/em><\/p><\/blockquote>\n<p class=\"shortcode-media shortcode-media-youtube\"><span class=\"rm-shortcode\" data-rm-shortcode-id=\"108a2db91b94fd0f15ad2c1f7780d2b0\" style=\"display:block;position:relative;padding-top:56.25%\"><\/span><\/p>\n<p>[ <a href=\"https:\/\/aurora.tech\/newsroom\/your-questions-about-our-latest-driverless-launch-answered\">Aurora<\/a> ]<\/p>\n<div class=\"horizontal-rule\"><\/div>\n<blockquote class=\"rm-anchors\" id=\"gj4p0pc6kwc\"><p><em>How does a robot learn to recognize an object it\u2019s never encountered? In this case, a demo can be worth a thousand words. Short human demonstrations can be used to create fully automated training datasets, sidestepping the prompting limitations that hold back vision-language models. Rather than describing objects with language, the system tracks what a person touches and manipulates during a demo, follows those objects through time, and clusters detections to handle objects merging or splitting apart in the scene. This bypasses a core weakness of VLMs, which struggle to reliably detect unusual or novel objects even with repeated, carefully engineered prompts.<\/em><\/p><\/blockquote>\n<p class=\"shortcode-media shortcode-media-youtube\"><span class=\"rm-shortcode\" data-rm-shortcode-id=\"9145b739a6b0a704f607d9762a1d170a\" style=\"display:block;position:relative;padding-top:56.25%\"><\/span><\/p>\n<p>[ <a href=\"https:\/\/rai-inst.com\/resources\/blog\/show-dont-tell-detecting-novel-objects-by-watching-human-demonstrations\/\">Robotics and AI Institute<\/a> ]<\/p>\n<div class=\"horizontal-rule\"><\/div>\n<p><em>Source: <a href='https:\/\/spectrum.ieee.org\/video-friday-physical-ai-robotics' target='_blank'>Read the original article on spectrum.ieee.org<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion. Summer School on Multi-Robot Systems: 29 July\u20134 August 2026, PRAGUE Actuate 2026: 18\u201319 August 2026, [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3904,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[36,3],"tags":[10,29,33],"class_list":["post-3903","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-share-suggestions","category-technology","tag-impact-googl","tag-signal-avoid","tag-stage-stage-4"],"_links":{"self":[{"href":"https:\/\/futureknowledge.in\/index.php?rest_route=\/wp\/v2\/posts\/3903","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/futureknowledge.in\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/futureknowledge.in\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/futureknowledge.in\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/futureknowledge.in\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3903"}],"version-history":[{"count":0,"href":"https:\/\/futureknowledge.in\/index.php?rest_route=\/wp\/v2\/posts\/3903\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/futureknowledge.in\/index.php?rest_route=\/wp\/v2\/media\/3904"}],"wp:attachment":[{"href":"https:\/\/futureknowledge.in\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3903"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/futureknowledge.in\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3903"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/futureknowledge.in\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3903"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}