{"id":577315,"date":"2024-01-04T15:28:40","date_gmt":"2024-01-04T20:28:40","guid":{"rendered":"https:\/\/www.therobotreport.com\/?p=577315"},"modified":"2024-01-04T20:45:49","modified_gmt":"2024-01-05T01:45:49","slug":"5-robotics-trends-expect-2024","status":"publish","type":"post","link":"https:\/\/www.therobotreport.com\/5-robotics-trends-expect-2024\/","title":{"rendered":"5 robotics trends to expect in 2024"},"content":{"rendered":"<div id=\"attachment_577318\" style=\"width: 780px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-577318\" class=\"size-full wp-image-577318\" src=\"https:\/\/www.therobotreport.com\/wp-content\/uploads\/2024\/01\/AdobeStock_686523299-robot-2024-featured.jpg\" alt=\"Adobe Stock image of a robotic hand pointing towards 2024.\" width=\"770\" height=\"500\" srcset=\"https:\/\/www.therobotreport.com\/wp-content\/uploads\/2024\/01\/AdobeStock_686523299-robot-2024-featured.jpg 770w, https:\/\/www.therobotreport.com\/wp-content\/uploads\/2024\/01\/AdobeStock_686523299-robot-2024-featured-300x195.jpg 300w, https:\/\/www.therobotreport.com\/wp-content\/uploads\/2024\/01\/AdobeStock_686523299-robot-2024-featured-150x97.jpg 150w, https:\/\/www.therobotreport.com\/wp-content\/uploads\/2024\/01\/AdobeStock_686523299-robot-2024-featured-768x499.jpg 768w, https:\/\/www.therobotreport.com\/wp-content\/uploads\/2024\/01\/AdobeStock_686523299-robot-2024-featured-368x238.jpg 368w\" sizes=\"(max-width: 770px) 100vw, 770px\" \/><p id=\"caption-attachment-577318\" class=\"wp-caption-text\">2024 could be a year of building robotics momentum. Source: Adobe Stock<\/p><\/div>\n<p><span style=\"font-weight: 400;\">2023 was a year of great change within the robotics industry. We\u2019ll see ripple effects from the latest booms in artificial intelligence and humanoid robots for years to come. Entering into 2024, a number of promising technologies and use cases are primed for growth.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">With 2023 in the <a href=\"https:\/\/www.therobotreport.com\/top-10-robotics-stories-2023\/\" target=\"_blank\" rel=\"noopener\">rearview mirror<\/a>, it\u2019s time to look ahead to what the next 12 months have in store for the robotics industry. Here are five robotics trends that we think will take center stage in 2024.&nbsp;<\/span><\/p>\n<h2><b>Generative AI will make robots smarter, more social<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">It would be impossible to talk about 2024 without theorizing how generative AI will continue to affect robotics. It was one of the <a href=\"https:\/\/www.therobotreport.com\/the-biggest-robotics-industry-trends-in-2023\/\" target=\"_blank\" rel=\"noopener\">biggest trends in robotics in 2023<\/a>, and, if anything, it\u2019ll be even more present in 2024.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;Language models aren\u2019t just for IoT anymore. Given the ease with which interfaces like ChatGPT can interpret prompts into commands, there will be a new class of tools emerging that seeks to combine the best of natural language processing and perception hardware,&#8221; said Brandon Minor, co-founder and CEO of <a href=\"https:\/\/www.therobotreport.com\/tag\/tangram-vision\/\" target=\"_blank\" rel=\"noopener\">Tangram Vision<\/a>. &#8220;This feels like a natural extension from an engineer\u2019s point of view, and success would add a layer of &#8216;magic&#8217; to any tech demo.&#8221;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;However, this might also lead to unintended consequences in deployment for collaborative robotics suites,&#8221; he told <a href=\"https:\/\/www.therobotreport.com\/\" target=\"_blank\" rel=\"noopener\"><em>The Robot Report<\/em><\/a>. &#8220;Robotic systems that are suited for specialization might feel external pressure to generalize overnight. After all, to a hammer, everything is a nail, no matter what someone else might prompt.&#8221;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Researchers and developers are already using <a href=\"https:\/\/www.therobotreport.com\/?s=generative+ai\" target=\"_blank\" rel=\"noopener\">GenAI<\/a> to make robots faster learners for difficult manipulation tasks. This research will likely continue this year, and some applications may even make their way into commercial robotics.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In addition, generative AI can make robots more personable, as it makes it possible for robots to understand natural language instructions. In 2023, <a href=\"https:\/\/www.therobotreport.com\/boston-dynamics-turns-spot-into-a-tour-guide-with-chatgpt\/\" target=\"_blank\" rel=\"noopener\">Boston Dynamics used ChatGPT<\/a> to turn one of its Spot quadrupeds into a tour guide, and we\u2019ll see more projects like this in the year to come.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;The robotics industry is experiencing a paradigm shift moving from a focus on hardware to software, so there is immense opportunity for GenAI applications,&#8221; observed Amir Bousani, co-founder and CEO of <a href=\"https:\/\/www.therobotreport.com\/tag\/rgo-robotics\/\" target=\"_blank\" rel=\"noopener\">RGo Robotics<\/a>.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;While the robotics industry is historically slow-moving to adapt to new technologies due to its complexity, I believe GenAI will be felt industry-wide within the next five years,&#8221; he said. &#8220;When it does reach critical mass, applications for mobile robots could include more sophisticated navigation behaviors based on interactions with their environment.&#8221;&nbsp;<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Making Chat (ro)Bots\" width=\"740\" height=\"416\" src=\"https:\/\/www.youtube.com\/embed\/djzOBZUFzTw?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n<h2><b>Robots get out of the warehouse and into new roles<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Robots have come a long way from being used almost exclusively for automotive <a href=\"https:\/\/www.therobotreport.com\/category\/markets-industries\/manufacturing\/\" target=\"_blank\" rel=\"noopener\">manufacturing<\/a>. Now they\u2019re working in <a href=\"https:\/\/www.therobotreport.com\/category\/markets-industries\/logistics-warehousing-asrs\/\" target=\"_blank\" rel=\"noopener\">warehouses<\/a>, grocery stores, fast food restaurants, and more. Enabled by generative AI, robots could interact with people more naturally in the next year, making them better for public-facing roles.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;In 2024, we\u2019ll see an acceleration of robots in public settings: sidewalk delivery, restaurants (both front of house and back of house), hotels, hospitals, parking lots, and more,&#8221; said Adam Rodnitzky, co-founder and chief operating officer of Tangram Vision. &#8220;Part of this comes down to the startups serving these markets reaching a point of maturity where they can deliver reliable fleets into these venues.&#8221;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;Part of it also comes down to the fact that the startups serving these markets must now scale those fleets \u2014 or else,&#8221; he told <em>The Robot Report<\/em>.<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Flippy 2 Working\" width=\"740\" height=\"416\" src=\"https:\/\/www.youtube.com\/embed\/T4-qsklXphs?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n<h2><b>Mobile robot use cases will expand in 2024<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Just a few years ago, autonomous mobile robots (<a href=\"https:\/\/www.therobotreport.com\/category\/robots-platforms\/amrs\/\" target=\"_blank\" rel=\"noopener\">AMRs<\/a>) were a nascent technology that many industries were hesitant to use. Today, they&#8217;re a $20.3 billion industry, <a href=\"https:\/\/www.marketsandmarkets.com\/Market-Reports\/mobile-robots-market-43703276.html\" target=\"_blank\" rel=\"noopener\">according to<\/a> Markets &amp; Markets. The firm predicted it will grow to $40.6 billion by 2028.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;AMRs have been on the market for around 10 years,&#8221; said Rasmus Smet Jenson, vice president of marketing and strategy at Mobile Industrial Robots (<a href=\"https:\/\/www.therobotreport.com\/tag\/mir\/\" target=\"_blank\" rel=\"noopener\">MiR<\/a>). &#8220;The first few years saw robot enthusiasts and others testing single robots, but now companies from myriad industries deploy large fleets of robots into core production.&#8221;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Despite this growth, automated guided vehicles (<a href=\"https:\/\/www.therobotreport.com\/category\/robots-platforms\/agv\/\" target=\"_blank\" rel=\"noopener\">AGVs<\/a>) and AMRs have mostly found footholds in warehouses, where they can be used to transport goods to workers who will store them or pick individual items for order fulfillment.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In 2024, we\u2019ll likely see mobile robots step out of the warehouse and into more unstructured environments. They\u2019re making headway in places like airports, where they can deliver goods to people waiting at their terminals.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Mobile robots could also become more common in outdoor environments, where they\u2019re already being used to mow lawns or transport produce on <a href=\"https:\/\/www.therobotreport.com\/category\/markets-industries\/ag\/\" target=\"_blank\" rel=\"noopener\">farms<\/a>.&nbsp;<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Towing bin trailers in apples\" width=\"740\" height=\"416\" src=\"https:\/\/www.youtube.com\/embed\/aBuPosDaY_U?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;Thus far, most of the investment for mobile robots has focused on indoor applications, like warehouses,&#8221; Bousani said. &#8220;As robots have become increasingly more sophisticated over the years with new perception technologies, they can better understand complex environments.&#8221;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;In 2024, we will see more robotics companies further integrate AI to not only help robots learn faster, but, almost more importantly, to better process the large amounts of data mobile robots can gather,&#8221; said Tom Ryden, executive director of <a href=\"https:\/\/www.therobotreport.com\/tag\/massrobotics\/\" target=\"_blank\" rel=\"noopener\">MassRobotics<\/a>. &#8220;This will allow these robotic systems to better prove their ROI, leading to an increase in the rates of deployments.&#8221;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;AMRs are widely used to move materials within production and in warehouses,&#8221; said MiR&#8217;s Jensen. &#8220;We expect these application to continue to be the most common areas in 2024, but as AMRs become mainstream, we\u2019ll see even more use cases. Expect to see newer solutions such as mobile <a href=\"https:\/\/www.therobotreport.com\/category\/robots-platforms\/collaborative-robot\/\" target=\"_blank\" rel=\"noopener\">cobots<\/a> and AMR pallet jacks\/forklifts as well as we\u2019re definitely seeing the demand for those grow.&#8221;<\/span><\/p>\n<hr \/>\r\n<p style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-568305\" src=\"https:\/\/www.therobotreport.com\/wp-content\/uploads\/2024\/01\/RSE24_728x90_RegOpen_Vs1.jpg\" alt=\"SITE AD for the 2024 Robotics Summit registration.\" width=\"728\" height=\"90\" \/><a href=\"https:\/\/www.roboticssummit.com\/\">Learn from Agility Robotics, Amazon, Disney, Teradyne and many more.<\/a><\/p>\r\n\r\n\r\n<hr \/>\n<h2><b>Humanoids to keep making headlines, but deployments will still be rare<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">We\u2019re only a few days into 2024, and we\u2019ve already seen companies teasing new <a href=\"https:\/\/www.therobotreport.com\/category\/humanoids\/\" target=\"_blank\" rel=\"noopener\">humanoid<\/a> robots. Just like 2023, humanoids will take center stage in 2024. Companies will continue to innovate and release new models or updated versions of existing legged robots.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, it\u2019s unlikely that these robots will make their way into the world at scale \u2013 yet. While <a href=\"https:\/\/www.therobotreport.com\/tag\/agility-robotics\/\" target=\"_blank\" rel=\"noopener\">Agility Robotics<\/a> is testing its Digit in Amazon warehouses and with <a href=\"https:\/\/www.therobotreport.com\/gxo-logistics-putting-digit-humanoid-to-test\/\" target=\"_blank\" rel=\"noopener\">GXO Logistics<\/a>, it seems to be the exception.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Developers face a few more years of development before humanoids will enter the workforce in large numbers.&nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;Across the industry, there needs to be more education to customers &#8212; and the end users &#8212; around the different advantages of robotics,&#8221; said RGo&#8217;s Bousani. &#8220;Right now, there is a common perception that humanoids will displace traditional human jobs and reshape the future workforce. While humanoids will not take over the workforce any time soon, advancements in human-level perception and computer vision technologies will unlock entirely new applications and uses for mobile robots over time.&#8221;&nbsp; &nbsp;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;Investments in humanoids like the <\/span><a href=\"https:\/\/agilityrobotics.com\/\"><span style=\"font-weight: 400;\">Digit robot<\/span><\/a><span style=\"font-weight: 400;\">&nbsp;will gain traction for specific applications but not become mainstream anytime soon,&#8221; he said.<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Agility Robotics Partners With GXO\" width=\"740\" height=\"416\" src=\"https:\/\/www.youtube.com\/embed\/NgYo-Wd0E_U?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n<h2><b>Robotics developers will go all in on Rust in 2024<\/b><\/h2>\n<p>In September 2022, Linux&#8217;s &#8220;<a href=\"https:\/\/en.wikipedia.org\/wiki\/Benevolent_dictator_for_life\">benevolent dictator for life<\/a>,&#8221; Linus Torvalds, mentioned that the Rust programming language<a href=\"https:\/\/www.zdnet.com\/article\/linus-torvalds-rust-will-go-into-linux-6-1\/\" target=\"_blank\" rel=\"noopener\">&nbsp;would be used in the upcoming Linux 6.1 kernel<\/a>. This opened doors for robotics developers to rely less on C as a programming protocol.&nbsp;<\/p>\n<p>In addition, developers have added several new features to Rust to make it more secure and functional. Heading into 2023, it could make some serious inroads into robotics.&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">&#8220;Because of Rust\u2019s inherent memory safety and management, it is very well suited for the world of robotics,&#8221; said Tangram Vision&#8217;s Rodnitzky. &#8220;While many roboticists have casually dabbled with Rust, there is a growing contingent that are pushing ever more aggressively for broader adoption within the robotics community.&#8221;&#8216;<\/span><\/p>\n<p><span style=\"font-weight: 400;\">&#8220;Significant startups such as<\/span><a href=\"https:\/\/www.therobotreport.com\/?s=scythe+robotics\" target=\"_blank\" rel=\"noopener\"> <span style=\"font-weight: 400;\">Scythe Robotics<\/span><\/a><span style=\"font-weight: 400;\"> have adopted it as their language of choice, and the scope and number of<\/span><a href=\"https:\/\/www.tangramvision.com\/blog\/why-rust-for-robots\" target=\"_blank\" rel=\"noopener\"> <span style=\"font-weight: 400;\">active development projects<\/span><\/a><span style=\"font-weight: 400;\"> are increasing significantly,&#8221; he said. &#8220;In particular, Rust<\/span><a href=\"https:\/\/discourse.ros.org\/tag\/rust\" target=\"_blank\" rel=\"noopener\"> <span style=\"font-weight: 400;\">working groups<\/span><\/a><span style=\"font-weight: 400;\"> and<\/span><a href=\"https:\/\/github.com\/ros2-rust\/ros2_rust\" target=\"_blank\" rel=\"noopener\"> <span style=\"font-weight: 400;\">projects<\/span><\/a><span style=\"font-weight: 400;\"> that work within the <a href=\"https:\/\/www.therobotreport.com\/tag\/ROS\/\" target=\"_blank\" rel=\"noopener\">ROS<\/a> [Robot Operating System] framework are seeing a significant uptick in participation and adoption.&#8221;<\/span><\/p>\n<p><iframe loading=\"lazy\" title=\"Diving headfirst into Rustland: A primer to avoid getting lost - unknowntrojan - Rust Linz August 23\" width=\"740\" height=\"416\" src=\"https:\/\/www.youtube.com\/embed\/krtZGDewYpo?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe><\/p>\n","protected":false},"excerpt":{"rendered":"<p>With 2023 in the rearview mirror, it\u2019s time to look ahead to what 2024 has in store for the robotics industry.\u00a0<\/p>\n","protected":false},"author":872,"featured_media":577318,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rbr50_analysis":"","rbr50_state":"","rbr50_country":"","rbr50_description":"","rbr50_numemps":"","rbr50_text_taxonomy_radio":null,"rbr50_text_taxonomy_select":null,"rbr50_url":"","rbr50_yearfounded":"","_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","ngg_post_thumbnail":0,"footnotes":""},"categories":[1382,2013,2221,2010,1401,2131,1293],"tags":[2055,2038,3818,3465],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>5 robotics trends to expect in 2024 - The Robot Report<\/title>\n<meta name=\"description\" content=\"With 2023 in the rearview mirror, it\u2019s time to look ahead to what 2024 has in store for the robotics industry.\u00a0\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.therobotreport.com\/5-robotics-trends-expect-2024\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"5 robotics trends to expect in 2024 - The Robot Report\" \/>\n<meta property=\"og:description\" content=\"With 2023 in the rearview mirror, it\u2019s time to look ahead to what 2024 has in store for the robotics industry.\u00a0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.therobotreport.com\/5-robotics-trends-expect-2024\/\" \/>\n<meta property=\"og:site_name\" content=\"The Robot Report\" \/>\n<meta property=\"article:published_time\" content=\"2024-01-04T20:28:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-05T01:45:49+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.therobotreport.com\/wp-content\/uploads\/2024\/01\/AdobeStock_686523299-robot-2024-featured.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"770\" \/>\n\t<meta property=\"og:image:height\" content=\"500\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Brianna Wessling\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@therobotreport\" \/>\n<meta name=\"twitter:site\" content=\"@therobotreport\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Brianna Wessling\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.therobotreport.com\/5-robotics-trends-expect-2024\/\",\"url\":\"https:\/\/www.therobotreport.com\/5-robotics-trends-expect-2024\/\",\"name\":\"5 robotics trends to expect in 2024 - The Robot Report\",\"isPartOf\":{\"@id\":\"https:\/\/www.therobotreport.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.therobotreport.com\/5-robotics-trends-expect-2024\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.therobotreport.com\/5-robotics-trends-expect-2024\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.therobotreport.com\/wp-content\/uploads\/2024\/01\/AdobeStock_686523299-robot-2024-featured.jpg\",\"datePublished\":\"2024-01-04T20:28:40+00:00\",\"dateModified\":\"2024-01-05T01:45:49+00:00\",\"author\":{\"@id\":\"https:\/\/www.therobotreport.com\/#\/schema\/person\/b49ac8168e6f266c4fcadb923f6e94d0\"},\"description\":\"With 2023 in the rearview mirror, it\u2019s time to look ahead to what 2024 has in store for the robotics industry.\u00a0\",\"breadcrumb\":{\"@id\":\"https:\/\/www.therobotreport.com\/5-robotics-trends-expect-2024\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.therobotreport.com\/5-robotics-trends-expect-2024\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.therobotreport.com\/5-robotics-trends-expect-2024\/#primaryimage\",\"url\":\"https:\/\/www.therobotreport.com\/wp-content\/uploads\/2024\/01\/AdobeStock_686523299-robot-2024-featured.jpg\",\"contentUrl\":\"https:\/\/www.therobotreport.com\/wp-content\/uploads\/2024\/01\/AdobeStock_686523299-robot-2024-featured.jpg\",\"width\":770,\"height\":500,\"caption\":\"Momentum for robotics development could continue to build in 2024. 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