{"id":879054,"date":"2025-08-06T04:38:49","date_gmt":"2025-08-06T04:38:49","guid":{"rendered":"https:\/\/www.capgemini.com\/be-en\/?p=879054&#038;preview=true&#038;preview_id=879054"},"modified":"2025-08-11T05:09:12","modified_gmt":"2025-08-11T05:09:12","slug":"factory-settings-human-plus-humanoid","status":"publish","type":"post","link":"https:\/\/www.capgemini.com\/be-en\/insights\/expert-perspectives\/factory-settings-human-plus-humanoid\/","title":{"rendered":"Factory settings: Human plus humanoid"},"content":{"rendered":"\n<header class=\"wp-block-cg-blocks-hero-blogs header-hero-blogs\"><div class=\"container\"><div class=\"hero-blogs\"><div class=\"hero-blogs-content-wrapper\"><div class=\"row\"><div class=\"col-12\"><div class=\"header-title\"><h1>Factory settings: Human plus humanoid<\/h1><\/div><\/div><\/div><\/div><div class=\"hero-blogs-bottom\"><div class=\"header-author\"><div class=\"author-img\"><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/05\/Alexandre-Embry-new.jpg?w=200&amp;quality=10\" alt=\"\" loading=\"lazy\"\/><\/div><div class=\"author-name-date\"><h5 class=\"author-name\">Alexandre Embry<\/h5><h5 class=\"blog-date\">August 6, 2025<\/h5><\/div><\/div><div class=\"brand-image\"> <\/div><\/div><\/div><\/div><\/header>\n\n\n\n<section class=\"wp-block-cg-blocks-group undefined section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-1\"><nav class=\"article-social\"><ul class=\"social-nav\"><li class=\"ip-order-fb\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https:\/\/www.capgemini.com\/?p=1065402\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https:\/\/www.capgemini.com\/?p=1065402\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><span class=\"sr-only\">Linkedin<\/span><\/a><\/li><\/ul><\/nav><\/div><div class=\"col-12 col-md-11 col-lg-10\"><div class=\"article-text article-quote-text\">\n<h2 class=\"wp-block-heading\" id=\"h-how-robots-that-look-like-us-are-reshaping-the-workplace\">How robots that look like us are reshaping the workplace.<\/h2>\n\n\n\n<p>Once confined to science fiction, humanoid robots are stepping onto factory floors \u2013 not to replace workers, but to work alongside them. With the convergence of AI, robotics, spatial computing, and digital twins, enterprises now face a profound shift: automation with arms, legs, and reasoning skills. These human-shaped machines can adapt to existing environments, learn new tasks, and scale operations without disruption.<\/p>\n\n\n\n<p>But the real breakthrough isn\u2019t just technical, it\u2019s collaborative. Humans, humanoids, and agentic AI systems are about to become one team. So how do we do it?<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>More flexibility, less disruption, better scaling.<\/strong><\/p>\n\n\n\n<p>Until recently, human-shaped robots \u2013 complete with a head, arms, and legs \u2013 were only speculative. But the first production models are now a reality from companies such as California-based Figure AI, which is building a factory expected to manufacture 12,000 humanoid robots per year. These will be game-changers for enterprises across multiple sectors \u2013 including manufacturing, life sciences, automotive, aerospace, defense, energy, utilities, and consumer products.<\/p>\n\n\n\n<p>Robots and automation are nothing new on the factory floor, but legacy deployments involved purposebuilt machines and dedicated assembly lines. When manufacturing changes were required, a company would have to specify new robot designs and rebuild factories \u2013 which translated into significant financial investment and production disruptions.<\/p>\n\n\n\n<p>Humanoid robots address these drawbacks by making the robot as adaptable as a human worker \u2013 capable of mimicking human gestures thanks to the rapid development of sensors and other hardware. What\u2019s more, they are no longer just machines: humanoids are autonomous and adaptable physical reasoning agents equipped with cognitive capabilities. Artificial intelligence merges with robotics to take a physical form, making this the next big thing in AI and leading to the ultimate stage of automation on the shop floor.<\/p>\n\n\n\n<p>Humanoids can be deployed to automate brown field operations without rebuilding, and humanoids can be easily integrated into existing industrial operations to perform undesirable, dangerous, labor-intensive, or repetitive tasks. Organizations can start small with a few humanoids working on focused activities, and then simply add more robots to scale up over time.<\/p>\n\n\n\n<p>And when production needs change, companies will no longer have to retool. Instead, they can retrain both human employees and humanoid robots to undertake new operations in flexible workspaces.<\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>Investigating the pathways to true convergence<\/strong><\/p>\n\n\n\n<p>That said, there\u2019s work to be done to unlock the full potential of humanoids. These robots consist of an incredible package of sensors, controllers, motors, processors, and other hardware. At Capgemini\u2019s dedicated AI Robotics and Experiences Lab, we\u2019re exploring how to apply our expertise in agentic AI and LLM, computer vision, digital twins, data analytics, robotics, and sector-specific industrial processes to humanoid robots. Our goal is to help shape the technical convergence of human-centered, digital physical interactions between humans, systems of robots, AI-agents.<\/p>\n\n\n\n<p>The hub of this convergence is a new virtual space in which most of the digital-human interactions will happen. In this space, unified and pre-trained data models, AI agents, edge AI, and digital twins merge with an interaction layer that leverages technologies such as real-time 3D and spatial computing. Data comes from an aggregation layer linking various data sources \u2013 including IS\/IT\/OT systems, sensors, and machines.<\/p>\n\n\n\n<p>Agentic AI and physical AI then enable autonomous digital-physical interactions, with virtual AI-agents being able to act in the real world by interacting with AI agents housed in robots.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/07\/infographics-1.png?w=960\" alt=\"\" class=\"wp-image-1147204\"\/><\/figure>\n\n\n\n<p>The challenge is how to best leverage technology enablers to unlock the productivity gains of humanoid robots with minimal operational disruption. To address this, Capgemini is adding agentic AI-enabled decision-making capabilities to a network of interconnected digital twins that replicate a physical industrial environment. These enhancements apply several key concepts in robotics and AI research:<\/p>\n\n\n\n<p>\u00b7 Vision language action models, which enable agents to understand and execute natural language instructions in a visual environment<\/p>\n\n\n\n<p>\u00b7 Reinforcement learning and simulation to real transfer learning, which enable the sharing of knowledge from various data sources, such as videos or motion capture, to train in virtual environments and then translate into real-world scenarios<\/p>\n\n\n\n<p>\u00b7 Teletraining, which enables a human to remotely control the agent to demonstrate desired actions<\/p>\n\n\n\n<p>\u00b7 System 1 and system 2 reasoning models, which are dual-process architectures that mimic a human brain\u2019s ability to both generate fast, reactive responses and engage in slower, deliberate planning.<\/p>\n\n\n\n<p><strong>Collaboration in action<\/strong><\/p>\n\n\n\n<p>On the factory floor of the very near future, Capgemini envisions humans, AI-robots, and multi-agent systems working as a team to enhance operational efficiency, precision, and safety. Each participant will make important contributions to this, leveraging their unique abilities.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2025\/07\/infographics-2.png?w=960\" alt=\"\" class=\"wp-image-1147205\"\/><\/figure>\n\n\n\n<p>Human operators will bring their expertise and adaptability to bear upon the production process. Using spatial computing, they\u2019ll supply guidance and oversight. They\u2019ll also handle complex tasks that require fine motor skills and decision-making. And because humans can quickly identify and address unexpected issues, they\u2019ll provide a level of problem solving expertise that enhances automated systems.<\/p>\n\n\n\n<p>Humanoid robots will ensure precise handling and placement of parts, reducing the risk of damage and ensuring consistency. They can also perform repetitive tasks quickly and accurately, increasing throughput and reducing cycle times. And by taking over potentially hazardous tasks, robots will enhance workplace safety by reducing the risk of injury to human operators.<\/p>\n\n\n\n<p>Agentic systems will continuously monitor the operational processes and environment to ensure each step is executed correctly. They will identify deviations, alert the team, and suggest corrective actions to help maintain workflow integrity and prevent errors. They can also make real-time decisions about whether operations require additional action or reinforced quality inspection process. Eventually, robots driven by virtual agents will be able to perform some of these actions.<\/p>\n\n\n\n<p><strong>Hybrid workforces will address pressing challenges<\/strong><\/p>\n\n\n\n<p>Industrial organizations today face pressing global challenges, including the need to contain costs, attract and retain talent through better employee experiences, and improve sustainability. Emerging solutions that build upon ongoing digital transformations \u2013 such as a properly designed and executed strategy to enhance workforces with humanoid robots \u2013 are essential to address these pressures. Companies that move first stand to gain the greatest rewards.<\/p>\n\n\n\n<p><strong>Start innovating now \u2013<\/strong><\/p>\n\n\n\n<p><strong>Establish your foundation.<\/strong> Leading companies are already undertaking complete digital transformations of their operations. This is essential for deploying humanoid robots \u2013 so make completing these transformations a priority.<\/p>\n\n\n\n<p><strong>Don\u2019t delay.<\/strong> Humanoid robots are here today, and will soon be deployed in real-world environments \u2013 across multiple industrial sectors \u2013 to provide early adopters with significant competitive advantages. Enterprises can\u2019t afford to wait.<\/p>\n\n\n\n<p><strong>Support, don\u2019t replace, humans.<\/strong> The best outcomes will be achieved if humanoids are deployed as part of teams that also include human workers and multi-agent systems. Now is the time to determine how each team member\u2019s strengths can best be leveraged.<\/p>\n\n\n\n<p><strong>Interesting read? Capgemini\u2019s Innovation publication<\/strong>,<strong> <a href=\"https:\/\/www.capgemini.com\/be-en\/insights\/research-library\/data-powered-innovation-review-wave-10\/\" target=\"_blank\" rel=\"noreferrer noopener\">Data-powered Innovation Review &#8211; Wave 10<\/a> features more such captivating innovation articles <\/strong>with contributions from leading experts from Capgemini. Explore the transformative potential of generative AI, data platforms, and sustainability-driven tech. Find all previous Waves here. \u00a0<a href=\"https:\/\/www.capgemini.com\/be-en\/insights\/research-library\/data-powered-innovation-review\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Find all previous Waves here<\/strong><\/a><strong>.<\/strong><\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-wrapper-people-slider section section--expert-slider wrapper-people-slider undefined\"><div class=\"container\"><div class=\"content-title\"><h2 data-maxlength=\"34\" class=\"people-heading-title\">Meet the author<\/h2><\/div><\/div><div class=\"slider slider-boxed\"><div class=\"container\"><div class=\"slider-window\"><div class=\"slider-list\">\t\t<div class=\"slide\">\n\t\t\t<div class=\"box\">\n\t\t\t\t<div class=\"row\">\n\t\t\t\t\t<div class=\"col-md-6 col-lg-4 box-img-wrapper\">\n\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.capgemini.com\/be-en\/wp-content\/uploads\/sites\/14\/2025\/05\/Alexandre-Embry-3023-3023.jpg\" alt=\"Alexandre Embry\"\/>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"col-md-6 col-lg-8 box-inner\">\n\t\t\t\t\t\t<div class=\"row title-social-media-header\">\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 mbl-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/alexandre-embry-1a9638aa\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 box-container\">\n\t\t\t\t\t\t\t\t<div class=\"box-title\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"people-profile-title\">Alexandre Embry<\/h3>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span>Vice President, Head of the Capgemini AI Robotics and Experiences Lab.<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"col-md-12 col-lg-6 social-box-container dkt-social-icon\">\n\t\t\t\t\t\t\t\t<ul class=\"social-nav\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li><a aria-label=\"Linkedin\" target=\"_blank\" title=\"Opens in a new window\" href=\"https:\/\/www.linkedin.com\/in\/alexandre-embry-1a9638aa\/\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><\/a><\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"people-info\">Alexandre leads a global team of experts who explore emerging tech trends and devise at-scale solutioning across various horizons, sectors and geographies, with a focus on asset creation, IP, patents and go-to market strategies. Alexandre specializes in exploring and advising C-suite executives and their organizations on the transformative impact of emerging digital tech trends. He is passionate about improving the operational efficiency of organizations across all industries, as well as enhancing the customer and employee digital experience. He focuses on how the most advanced technologies, such as embodied AI, physical AI, AI robotics, polyfunctional robots &#038; humanoids, digital twin, real time 3D, spatial computing, XR, IoT can drive business value, empower people, and contribute to sustainability by increasing autonomy and enhancing human-machine interaction.<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div><\/div><\/div><div class=\"slider-nav\"><button class=\"slider-prev inactive\" aria-label=\"Slider-previous\" tabindex=\"-1\"><\/button><ul class=\"slider-paginator\"><\/ul><button class=\"slider-next\" aria-label=\"Slider-next\"><\/button><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"<p>With the convergence of AI, robotics, spatial computing, and digital twins, enterprises now face a profound shift: automation with arms, legs, and reasoning skills. These human-shaped machines can adapt to existing environments, learn new tasks, and scale operations without disruption.<\/p>\n","protected":false},"author":315,"featured_media":879055,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"cg_dt_proposed_to":[],"_eb_attr":"","cg_seo_hreflang_relations":"[]","cg_seo_canonical_relation":"","cg_seo_hreflang_x_default_relation":"","cg_dt_approved_content":true,"cg_dt_mandatory_content":false,"cg_dt_notes":"","cg_dg_source_changed":true,"cg_dt_link_disabled":false,"_yoast_wpseo_primary_brand":"","footnotes":"","featured_focal_points":""},"categories":[1],"tags":[612,406,675,674],"brand":[],"service":[110],"industry":[],"partners":[],"blog-topic":[124],"content-group":[],"class_list":["post-879054","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized","tag-ai","tag-artificial-intelligence","tag-gen-ai-2","tag-generative-ai","service-data-ai","blog-topic-data-and-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.8 (Yoast SEO v22.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Factory settings: Human plus humanoid - Capgemini Belgium<\/title>\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.capgemini.com\/be-en\/insights\/expert-perspectives\/factory-settings-human-plus-humanoid\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Factory settings: Human plus humanoid - Capgemini Belgium\" \/>\n<meta property=\"og:description\" content=\"With the convergence of AI, robotics, spatial computing, and digital twins, enterprises now face a profound shift: automation with arms, legs, and reasoning skills. 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