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Smart Factories: The Role of AI and Cobots in Modern Manufacturing
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data-embed-id="cover-image" alt="Smart Factories: The Role of AI and Cobots in Modern Manufacturing"> </div> </div> <!----> </figure> <header> <section class="core-section-container relative my-3"> <h1 class="pulse-title text-display-md text-color-text lg:text-display-lg font-bold w-11/12">Smart Factories: The Role of AI and Cobots in Modern Manufacturing</h1> <div class="ellipsis-menu absolute right-0 top-0"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] " aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-pulse_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/671xosfpvk4c0kqtyl87hashi"></icon> </button> <ul class="collapsible-dropdown__list hidden 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data-tracking-control-name="article-ssr-frontend-pulse_publisher-author-card" data-tracking-will-navigate> <span class="sr-only"> ACI INFOTECH </span> </a> <img class="inline-block relative w-6 h-6 " data-delayed-url="https://media.licdn.com/dms/image/v2/C560BAQF2q-kc4T8Tow/company-logo_100_100/company-logo_100_100/0/1679583470815/aci_infotech_logo?e=2147483647&v=beta&t=SmlWXghpJi6ZlGJcUrot9cOPK5cxexK03Zk1ux4Vrqs" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/cs8pjfgyw96g44ln9r7tct85f" alt="ACI INFOTECH"> <div class="base-main-card__info self-center ml-1 flex-1 relative break-words papabear:min-w-0 mamabear:min-w-0 babybear:w-full "> <!----> <h3 class="base-main-card__title font-sans text-[18px] font-bold text-color-text overflow-hidden "> ACI INFOTECH </h3> <h4 class="base-main-card__subtitle body-text text-color-text overflow-hidden "> Fast Forward to Future, Building Resilient Live Enterprises </h4> <!----> <div class="body-text text-color-text-low-emphasis base-main-card__metadata"> Published Oct 18, 2024 </div> <!----> </div> <div class="base-main-card__ctas z-[3] self-center ml-3 babybear:ml-1 babybear:self-start"> <a class="base-main-card__cta btn-sm btn-secondary" href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fsmart-factories-role-ai-cobots-modern-manufacturing-aciinfotech-kvlyc%3Ftrk%3Darticle-ssr-frontend-pulse_more-articles_related-content-card&trk=article-ssr-frontend-pulse_publisher-author-card" data-tracking-control-name="article-ssr-frontend-pulse_publisher-author-card" data-tracking-will-navigate> + Follow </a> </div> </div> </div> </section> </header> <div data-test-id="article-content-blocks"> <!----> <div class="article-main__content" data-test-id="publishing-text-block"> <blockquote class="w-auto"><span class="italic">Smart factories are evolving with AI and cobots, reshaping manufacturing through advanced automation. Discover how digital transformation in manufacturing and innovative technologies drive efficiency and next-gen industrial solutions.</span><!----></blockquote> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Smart factories represent the next evolution in the </span><span class><a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Eaciinfotech%2Ecom%2Fblogs%2Fcloud-enablement-services%2Fstreamlining-enhancing-manufacturing-soh-azure-iot-cloud-solutions&urlhash=7Ty3&trk=article-ssr-frontend-pulse_little-text-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-text-block" data-tracking-will-navigate data-test-link>manufacturing <!----></a></span><span class> industry, leveraging digital tools to create highly automated, interconnected production environments. These facilities use real-time data, </span><span class><a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Eaciinfotech%2Ecom%2Fblogs%2Fturn-factory-data-into-insights-manufacturing-analysis&urlhash=CQFX&trk=article-ssr-frontend-pulse_little-text-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-text-block" data-tracking-will-navigate data-test-link>advanced analytics <!----></a></span><span class>, and machine learning algorithms to optimize workflows, reduce human error, and improve decision-making. At the center of this transformation are two key technologies: artificial intelligence (AI) and collaborative robots (cobots). </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>AI empowers machines to learn from data and make intelligent decisions, while cobots work alongside humans to perform tasks more efficiently and safely than traditional machines. Together, they created the foundation for advanced smart factories technology. This synergy not only improves operational performance but also leads to cost savings, flexibility, and higher product quality. As the digital transformation in manufacturing continues, the cobots and AI integration is increasingly essential for companies looking to stay competitive in a rapidly changing industry. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 data-test-id="pulse-publishing-h1"> <span class>Current State of Manufacturing </span><!----> </h2> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>AI and cobots are becoming key drivers in the shift towards smart factories. According to industry reports, the adoption of AI technologies in manufacturing has grown by over 40% in the last decade. Similarly, the cobot market is expected to reach $12 billion by 2030. Major industry players such as Siemens, ABB, and Universal Robots are at the forefront of these innovations, developing AI-driven manufacturing processes that enhance productivity and streamline operations. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>In addition to large corporations, several innovative startups are introducing advanced smart factory technologies. These innovations are not limited to large-scale manufacturers; even small and medium-sized enterprises (SMEs) are recognizing the benefits of AI and cobots. This wide-scale adoption of digital transformation in manufacturing is creating a more efficient, responsive, and resilient manufacturing ecosystem. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 data-test-id="pulse-publishing-h1"> <span class>AI in Manufacturing </span><!----> </h2> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class><a href="https://www.linkedin.com/pulse/how-ask-an-expert-capabilities-gen-ai-like-microsoft-copilot-edmkc/?trk=article-ssr-frontend-pulse_little-text-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-text-block" data-tracking-will-navigate data-test-link>Artificial intelligence <!----></a></span><span class> plays a critical role in modern manufacturing, allowing companies to automate complex processes that were previously performed manually. Machine learning algorithms, predictive </span><span class><a href="https://www.linkedin.com/redir/redirect?url=https%3A%2F%2Fwww%2Eaciinfotech%2Ecom%2Fwhitepaper%2Ffuture-manufacturing-innovation-analytics&urlhash=CRAf&trk=article-ssr-frontend-pulse_little-text-block" target="_blank" data-tracking-control-name="article-ssr-frontend-pulse_little-text-block" data-tracking-will-navigate data-test-link>analytics <!----></a></span><span class>, and computer vision are just a few examples of AI technologies revolutionizing the industry. These tools enable manufacturers to optimize production lines, forecast maintenance needs, and improve supply chain management. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>AI also boosts operational efficiency by minimizing downtime, increasing precision in production, and enhancing decision-making capabilities. For example, AI-driven manufacturing processes can identify defects in products during assembly and suggest immediate adjustments. This level of accuracy reduces waste, saves time, and ensures higher-quality products. The data-driven nature of AI makes it indispensable for manufacturers looking to stay ahead in a highly competitive market. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 data-test-id="pulse-publishing-h1"> <span class>Cobots in Manufacturing </span><!----> </h2> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Collaborative robots, or cobots, are designed to work safely alongside human workers. Unlike traditional industrial robots, which operate in isolation, cobots are equipped with advanced sensors and AI capabilities that allow them to adapt to dynamic environments and interact directly with humans. This makes cobots ideal for tasks that require a combination of machine precision and human oversight. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Cobots are typically used in tasks such as assembly, material handling, and quality inspection. Their flexibility allows manufacturers to reprogram and re-task them based on changing production needs, making them more cost-effective and versatile than their traditional counterparts. In smart factories, cobots can take over repetitive tasks, freeing human workers to focus on more complex and creative problem-solving activities. This enhances overall productivity while maintaining safety. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 data-test-id="pulse-publishing-h1"> <span class>Synergy of AI and Cobots </span><!----> </h2> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>The integration of AI with cobots elevates the potential of smart factories. AI enhances the capabilities of cobots by enabling machine vision, allowing them to "see" and interpret their surroundings in real-time. This is particularly useful for tasks like quality control, where cobots can identify product defects based on sensor data aggregation. Additionally, AI-powered cobots can predict maintenance needs and optimize their workflows autonomously, leading to fewer disruptions in production. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Case studies from various industries highlight the successful integration of AI and cobots. For example, a leading electronics manufacturer implemented AI-powered cobots in their assembly lines, which increased production speed by 20% and reduced errors by 15%. These gains in productivity and safety demonstrate how AI and cobots, working together, can reshape manufacturing processes. The combination of advanced smart factory technology, AI-driven manufacturing processes, and collaborative robotics is setting new standards for operational excellence. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 data-test-id="pulse-publishing-h1"> <span class>Real World Examples </span><!----> </h2> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-[700]">Example 1: General Motors (GM)</span><span class> </span><!----></li> </ul> </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Application</span><span class>: Predictive Maintenance </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Overview</span><span class>: GM uses machine learning algorithms to predict malfunctions in production line robots. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Impact</span><span class>: This proactive approach has significantly reduced unexpected shutdowns, improved overall efficiency and reduced maintenance costs. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-[700]">Example 2: BMW</span><span class> </span><!----></li> </ul> </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Application</span><span class>: Quality Control </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Overview</span><span class>: BMW employs AI-driven cameras on their assembly lines to inspect vehicle parts for defects. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Impact</span><span class>: This has enhanced inspection accuracy, reduced waste, and ensured higher-quality products. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-[700]">Example 3: Tesla</span><span class> </span><!----></li> </ul> </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Application</span><span class>: Process Automation and Optimization </span><!----> </p> </div> <div class="inline-articles bg-color-surface-new border-hidden rounded-sm p-1 mx-auto my-1.5 mamabear:w-2/3 inline-articles__after"> <h2 class="text-xl font-medium ml-1.5 my-1 text-color-text mamabear:text-center">Recommended by LinkedIn</h2> <div class="flex flex-wrap mx-0.5 babybear:mx-1.5"> <div class="content-author-card flex flex-col max-w-[270px] h-auto rounded-md border-1 border-system-gray-30 border-solid pb-1.5 inline-article mx-auto my-1 border-hidden papabear:w-[219px] babybear:min-w-full mamabear:min-w-full h-auto bg-color-canvas-tint"> <a class="no-underline" data-tracking-control-name="inline-recommended-articles" data-tracking-will-navigate href="https://www.linkedin.com/pulse/role-automation-manufacturing-deskera"> <img class="content-image w-full h-[150px] bg-cover rounded-t-md object-cover" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQFKHHEh64VZmg/article-cover_image-shrink_600_2000/article-cover_image-shrink_600_2000/0/1683835459606?e=2147483647&v=beta&t=PW3Wfsmtp6pmZg2SQ8vAiT7yuUHB2d9i4_Ne4xQpUmk"> <div class="inline-article-title text-md text-color-text font-bold pl-2 pt-1 pr-1.5">The Role of Automation in Manufacturing</div> <div class="inline-article-meta px-2 mt-1 font-sans text-xs font-normal text-color-text-low-emphasis h-full"> <span class="inline-article-author pt-0.5"> Deskera </span> <span class="before:middot pt-0.5 inline-article-published-date"> 1 year ago </span> </div> </a> <!----><!----> </div> <div class="content-author-card flex flex-col max-w-[270px] h-auto rounded-md border-1 border-system-gray-30 border-solid pb-1.5 inline-article mx-auto my-1 border-hidden papabear:w-[219px] babybear:min-w-full mamabear:min-w-full h-auto bg-color-canvas-tint"> <a class="no-underline" data-tracking-control-name="inline-recommended-articles" data-tracking-will-navigate href="https://www.linkedin.com/pulse/revolutionizing-manufacturing-power-factory-services-sainath-harale"> <img class="content-image w-full h-[150px] bg-cover rounded-t-md object-cover" data-delayed-url="https://media.licdn.com/dms/image/v2/D4D12AQFMT26TB3ABqw/article-cover_image-shrink_600_2000/article-cover_image-shrink_600_2000/0/1684476386350?e=2147483647&v=beta&t=y1JHHvZVTXrYtitH2_TBIJsLpm42UAuQ0QMyi7Cd4e4"> <div class="inline-article-title text-md text-color-text font-bold pl-2 pt-1 pr-1.5">Revolutionizing Manufacturing: The Power of Factory…</div> <div class="inline-article-meta px-2 mt-1 font-sans text-xs font-normal text-color-text-low-emphasis h-full"> <span class="inline-article-author pt-0.5"> Sainath H. </span> <span class="before:middot pt-0.5 inline-article-published-date"> 1 year ago </span> </div> </a> <!----><!----> </div> <div class="content-author-card flex flex-col max-w-[270px] h-auto rounded-md border-1 border-system-gray-30 border-solid pb-1.5 inline-article mx-auto my-1 border-hidden papabear:w-[219px] babybear:min-w-full mamabear:min-w-full h-auto bg-color-canvas-tint"> <a class="no-underline" data-tracking-control-name="inline-recommended-articles" data-tracking-will-navigate href="https://www.linkedin.com/pulse/how-automate-packaging-processes-without-human-intervention-x2bfc"> <img class="content-image w-full h-[150px] bg-cover rounded-t-md object-cover" data-delayed-url="https://media.licdn.com/dms/image/v2/D5612AQH6QwJVoo-Dcw/article-cover_image-shrink_720_1280/article-cover_image-shrink_720_1280/0/1723180246020?e=2147483647&v=beta&t=p1ZIGDtNC-F7bdBDL8A66HzT_prXfTnn-o4SnAayjI0"> <div class="inline-article-title text-md text-color-text font-bold pl-2 pt-1 pr-1.5">How to Automate Packaging Processes without Human…</div> <div class="inline-article-meta px-2 mt-1 font-sans text-xs font-normal text-color-text-low-emphasis h-full"> <span class="inline-article-author pt-0.5"> AeoLogic Technologies </span> <span class="before:middot pt-0.5 inline-article-published-date"> 3 months ago </span> </div> </a> <!----><!----> </div> </div> </div> <!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Overview</span><span class>: Tesla’s Gigafactories utilize AI systems to enhance battery production processes. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Impact</span><span class>: These AI systems optimize production efficiency, reduce energy consumption, and minimize waste. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class> </span><span class="font-[700]">Example 4: Siemens</span><span class> </span><!----></li> </ul> </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Application</span><span class>: AI-Driven Manufacturing Processes </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Overview</span><span class>: Siemens integrates AI to streamline operations and enhance productivity. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Impact</span><span class>: AI helps in optimizing workflows, reducing downtime, and improving decision-making capabilities. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-[700]">Example 5: Universal Robots</span><span class> </span><!----></li> </ul> </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Application</span><span class>: Collaborative Robots (Cobots) </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Overview</span><span class>: Universal Robots deploys cobots for tasks such as assembly, material handling, and quality inspection. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Impact</span><span class>: Cobots increase flexibility, reduce human error, and improve overall operational performance. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class> <ul> <li><span class="font-[700]">Example 6: Eaton</span><span class> </span><!----></li> </ul> </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Application</span><span class>: Generative AI </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Overview</span><span class>: Eaton uses generative AI to design new parts and optimize production processes. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class="font-[700]">Impact</span><span class>: This technology helps in creating lighter, stronger, and more cost-effective products. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 data-test-id="pulse-publishing-h1"> <span class>Challenges and Solutions </span><!----> </h2> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Despite the advantages, integrating AI and cobots into manufacturing presents challenges. One of the biggest hurdles is the high upfront cost associated with these technologies, which can be a barrier for smaller companies. Another challenge is the complexity of implementation, as manufacturers must often overhaul existing infrastructure to accommodate AI-driven processes and cobot systems. Furthermore, there are concerns about job displacement, as automation may reduce the need for human labor. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>However, solutions are emerging to address these challenges. Government incentives and grants are available to offset initial investment costs, while new platforms and tools are making AI and cobot implementation more accessible. To alleviate workforce concerns, manufacturers can focus on retraining employees for higher-level roles that require human judgment and creativity. Best practices such as phased adoption and continuous training also help companies transition smoothly into this new era of manufacturing. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 data-test-id="pulse-publishing-h1"> <span class>Steps to Implement AI and Cobots </span><!----> </h2> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>For manufacturers interested in integrating AI and cobots, a structured approach is essential. First, companies should assess their existing processes to identify areas where automation can have the greatest impact. Starting with pilot projects can help manufacturers understand the capabilities of AI and cobots before committing to large-scale investments. It's also important to involve cross-functional teams, including IT, engineering, and operations, to ensure seamless implementation. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Several resources are available to guide companies through this process. Industry associations, such as the International Federation of Robotics (IFR), offer training and certification programs. Additionally, AI software platforms and cobot vendors often provide technical support and consulting services to assist with deployment. As manufacturers implement AI and cobots, continuous improvement strategies, such as ongoing data analysis and system optimization, will be critical for maximizing long-term benefits. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 data-test-id="pulse-publishing-h1"> <span class>Outlook and Continuous Improvement </span><!----> </h2> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>The future of manufacturing is increasingly intertwined with AI and cobots. As smart factories continue to evolve, we can expect to see even more advanced applications, such as fully autonomous production lines and AI-driven supply chain management. These technologies will not only improve efficiency but also create more sustainable manufacturing practices by reducing waste and energy consumption. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>Moreover, continuous improvement will remain a key aspect of smart factory operations. AI algorithms will evolve through machine learning, and cobots will become more sophisticated, adapting to even more complex tasks. For manufacturers that embrace these technologies, the possibilities are virtually limitless, and those that do not risk falling behind. </span><!----> </p> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <h2 data-test-id="pulse-publishing-h1"> <span class>Conclusion </span><!----> </h2> </div> <!----><!----> <div class="article-main__content" data-test-id="publishing-text-block"> <p> <span class>AI and cobots are at the forefront of the digital transformation in manufacturing, shaping the future of smart factories. The combination of these technologies enhances operational efficiency, boosts productivity, and improves safety, making them essential for manufacturers looking to stay competitive. By adopting AI and cobots, companies can unlock new levels of innovation and sustainability in their operations. 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text-color-text-low-emphasis leading-[1.33333] mb-0.5 truncate comment__author-headline"></p> <span class="text-xs text-color-text-low-emphasis comment__duration-since absolute right-6 top-1 inline-block"> 1mo </span> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5 babybear:!-top-0.5" data-test-id="comment__ellipsis-menu" data-feed-action="show-comment-dropdown"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] babybear:rotate-90 mamabear:!h-4 mamabear:!min-h-[32px] papabear:!h-4 papabear:!min-h-[32px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1"> <li class="ellipsis-menu__item border-t-1 border-solid border-color-border-low-emphasis first-of-type:border-none flex"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fpulse%2Fsmart-factories-role-ai-cobots-modern-manufacturing-aciinfotech-kvlyc&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=COMMENT&_f=guest-reporting" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="COMMENT" data-semaphore-content-urn="urn:li:comment:(urn:li:ugcPost:7253018588041658368,7254470250816020481)" data-semaphore-tracking-prefix="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary ellipsis-menu__semaphore ellipsis-menu__item-button flex items-center w-full p-1 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint focus:bg-color-background-container-tint hover:bg-color-background-container-tint outline-offset-[-2px]"> <!----> <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this comment </a> <!----> </li> <!----> </ul> <!----> </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words comment__text babybear:mt-0.5" dir="ltr">Great insights! AI agents play a crucial role in this transformation by optimizing workflows and enhancing collaboration with cobots. By leveraging AI, manufacturers can streamline operations, improve safety, and make data-driven decisions. Excited to see how these technologies will reshape the industry</p> <!----> </div> <!----> <!----> </div> <div class="comment__actions flex flex-row flex-wrap items-center ml-2" aria-label="Comment Controls"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fsmart-factories-role-ai-cobots-modern-manufacturing-aciinfotech-kvlyc%3Ftrk%3Darticle-ssr-frontend-pulse_more-articles_related-content-card&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" class="comment__action inline-block font-sans text-xs text-color-text-low-emphasis cursor-pointer" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" data-tracking-will-navigate> <div class="flex flex-row items-center "> <icon class="action-btn__icon w-2 mr-0.5" data-svg-class-name="action-btn__icon--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="action-btn__button-text inline-block align-baseline"> Like </span> </div> </a> <span class="before:middot font-sans text-s text-color-text-low-emphasis"></span> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fsmart-factories-role-ai-cobots-modern-manufacturing-aciinfotech-kvlyc%3Ftrk%3Darticle-ssr-frontend-pulse_more-articles_related-content-card&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_reply" class="comment__action inline-block font-sans text-xs text-color-text-low-emphasis cursor-pointer comment__reply" data-feed-action="replyToComment" data-feed-control="reply" data-feed-action-category="EXPAND" data-feed-action-type="expandReplyBox" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_reply" data-tracking-will-navigate> <div class="flex flex-row items-center "> <icon class="action-btn__icon w-2 mr-0.5" data-svg-class-name="action-btn__icon--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/4ol9mo4lxvobj5ww3va90wz1o"> </icon> <span class="action-btn__button-text inline-block align-baseline"> Reply </span> </div> </a> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fsmart-factories-role-ai-cobots-modern-manufacturing-aciinfotech-kvlyc%3Ftrk%3Darticle-ssr-frontend-pulse_more-articles_related-content-card&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_reactions" class="comment__reactions-count font-sans text-xs text-color-text-low-emphasis border-l-1 border-solid border-color-border-low-emphasis pl-1 mx-1" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_reactions" data-tracking-will-navigate> 1 Reaction </a> <span class="comment__reactions-count font-sans text-xs text-color-text-low-emphasis border-l-1 border-solid border-color-border-low-emphasis pl-1 mx-1 hidden"> 2 Reactions </span> </div> </div> </section> <!----> <section class="comment flex grow-1 items-stretch leading-[16px] comment-with-action my-1.5"> <div> <a href="https://www.linkedin.com/in/chuma-okafor-812a5a138?trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-image" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-image" data-tracking-will-navigate> <img class="inline-block relative rounded-[50%] w-4 h-4 bg-color-entity-ghost-background" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" data-ghost-classes="bg-color-entity-ghost-background" data-ghost-url="https://static.licdn.com/aero-v1/sc/h/9c8pery4andzj6ohjkjp54ma2" alt="Chuma Okafor"> </a> </div> <div class="w-full min-w-0"> <div class="comment__body ml-0.5 mb-1 pt-1 pr-1.5 pb-1 pl-1.5 rounded-[8px] rounded-tl-none relative"> <div class="comment__header flex flex-col"> <a class="text-sm link-styled no-underline leading-open comment__author truncate pr-6" href="https://www.linkedin.com/in/chuma-okafor-812a5a138?trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-name" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_actor-name" data-tracking-will-navigate> Chuma Okafor </a> <p class="!text-xs text-color-text-low-emphasis leading-[1.33333] mb-0.5 truncate comment__author-headline">Full-Stack Software Developer with experience in Java 8, Spring 5, Hibernate, MyBatis, Microservices, SQL, NoSQL, AWS & MS Azure. Available for full-time / contract, W-2 employment. Based In Atlanta, GA. US Citizen</p> <span class="text-xs text-color-text-low-emphasis comment__duration-since absolute right-6 top-1 inline-block"> 1mo </span> <div class="ellipsis-menu absolute right-0 top-0 !mr-0.5 babybear:!-top-0.5" data-test-id="comment__ellipsis-menu" data-feed-action="show-comment-dropdown"> <div class="collapsible-dropdown flex items-center relative hyphens-auto"> <button class="ellipsis-menu__trigger collapsible-dropdown__button btn-md btn-tertiary cursor-pointer !py-[6px] !px-1 flex items-center rounded-[50%] ellipsis-menu__trigger--small w-[32px] h-[32px] babybear:rotate-90 mamabear:!h-4 mamabear:!min-h-[32px] papabear:!h-4 papabear:!min-h-[32px]" aria-expanded="false" aria-label="Open menu" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-trigger" tabindex="0"> <icon class="ellipsis-menu__trigger-icon m-0 p-0 centered-icon" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/c26vw8uiog92lvrqov98hvbxr"></icon> </button> <ul class="collapsible-dropdown__list hidden container-raised absolute w-auto overflow-y-auto flex-col items-stretch z-1 bottom-auto top-[100%]" role="menu" tabindex="-1"> <li class="ellipsis-menu__item border-t-1 border-solid border-color-border-low-emphasis first-of-type:border-none flex"> <a href="/uas/login?session_redirect=https%3A%2F%2Fwww.linkedin.com%2Fpulse%2Fsmart-factories-role-ai-cobots-modern-manufacturing-aciinfotech-kvlyc&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore-sign-in-redirect&guestReportContentType=COMMENT&_f=guest-reporting" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore-sign-in-redirect" data-tracking-will-navigate data-item-type="semaphore" data-semaphore-content-type="COMMENT" data-semaphore-content-urn="urn:li:comment:(urn:li:ugcPost:7253018588041658368,7253018956725211136)" data-semaphore-tracking-prefix="article-ssr-frontend-pulse_x-social-details_comments-action_comment_ellipsis-menu-semaphore" data-is-logged-in="false" data-modal="semaphore__toggle" class="semaphore__toggle visited:text-color-text-secondary ellipsis-menu__semaphore ellipsis-menu__item-button flex items-center w-full p-1 cursor-pointer font-sans text-sm font-bold link-styled focus:link-styled link:no-underline active:bg-color-background-container-tint focus:bg-color-background-container-tint hover:bg-color-background-container-tint outline-offset-[-2px]"> <!----> <icon class="ellipsis-menu__item-icon text-color-text h-[24px] w-[24px] mr-1" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/iq0x9q37wj214o129ai1yjut"> </icon> Report this comment </a> <!----> </li> <!----> </ul> <!----> </div> </div> </div> <div class="attributed-text-segment-list__container relative mt-1 mb-1.5 babybear:mt-0 babybear:mb-0.5"> <p class="attributed-text-segment-list__content text-color-text !text-sm whitespace-pre-wrap break-words comment__text babybear:mt-0.5" dir="ltr">Love this. Very interesting and informative</p> <!----> </div> <!----> <!----> </div> <div class="comment__actions flex flex-row flex-wrap items-center ml-2" aria-label="Comment Controls"> <a href="https://www.linkedin.com/signup/cold-join?session_redirect=%2Fpulse%2Fsmart-factories-role-ai-cobots-modern-manufacturing-aciinfotech-kvlyc%3Ftrk%3Darticle-ssr-frontend-pulse_more-articles_related-content-card&trk=article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" class="comment__action inline-block font-sans text-xs text-color-text-low-emphasis cursor-pointer" data-tracking-control-name="article-ssr-frontend-pulse_x-social-details_comments-action_comment_like" data-tracking-will-navigate> <div class="flex flex-row items-center "> <icon class="action-btn__icon w-2 mr-0.5" data-svg-class-name="action-btn__icon--svg" data-delayed-url="https://static.licdn.com/aero-v1/sc/h/70k0g8kmgdfjjymflqqzipzxj"> </icon> <span class="action-btn__button-text inline-block align-baseline"> Like 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focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-iw_IL" data-locale="iw_IL" role="menuitem" lang="iw_IL"> עברית (Hebrew) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="日本語 (Japanese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ja_JP" data-locale="ja_JP" role="menuitem" lang="ja_JP"> 日本語 (Japanese) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="한국어 (Korean)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ko_KR" data-locale="ko_KR" role="menuitem" lang="ko_KR"> 한국어 (Korean) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="मराठी (Marathi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-mr_IN" data-locale="mr_IN" role="menuitem" lang="mr_IN"> मराठी (Marathi) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Bahasa Malaysia (Malay)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ms_MY" data-locale="ms_MY" role="menuitem" lang="ms_MY"> Bahasa Malaysia (Malay) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Nederlands (Dutch)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-nl_NL" data-locale="nl_NL" role="menuitem" lang="nl_NL"> Nederlands (Dutch) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Norsk (Norwegian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-no_NO" data-locale="no_NO" role="menuitem" lang="no_NO"> Norsk (Norwegian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="ਪੰਜਾਬੀ (Punjabi)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pa_IN" data-locale="pa_IN" role="menuitem" lang="pa_IN"> ਪੰਜਾਬੀ (Punjabi) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Polski (Polish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pl_PL" data-locale="pl_PL" role="menuitem" lang="pl_PL"> Polski (Polish) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Português (Portuguese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-pt_BR" data-locale="pt_BR" role="menuitem" lang="pt_BR"> Português (Portuguese) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Română (Romanian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ro_RO" data-locale="ro_RO" role="menuitem" lang="ro_RO"> Română (Romanian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Русский (Russian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-ru_RU" data-locale="ru_RU" role="menuitem" lang="ru_RU"> Русский (Russian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Svenska (Swedish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-sv_SE" data-locale="sv_SE" role="menuitem" lang="sv_SE"> Svenska (Swedish) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="తెలుగు (Telugu)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-te_IN" data-locale="te_IN" role="menuitem" lang="te_IN"> తెలుగు (Telugu) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="ภาษาไทย (Thai)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-th_TH" data-locale="th_TH" role="menuitem" lang="th_TH"> ภาษาไทย (Thai) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Tagalog (Tagalog)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tl_PH" data-locale="tl_PH" role="menuitem" lang="tl_PH"> Tagalog (Tagalog) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Türkçe (Turkish)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-tr_TR" data-locale="tr_TR" role="menuitem" lang="tr_TR"> Türkçe (Turkish) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Українська (Ukrainian)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-uk_UA" data-locale="uk_UA" role="menuitem" lang="uk_UA"> Українська (Ukrainian) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="Tiếng Việt (Vietnamese)" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-vi_VN" data-locale="vi_VN" role="menuitem" lang="vi_VN"> Tiếng Việt (Vietnamese) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="简体中文 (Chinese (Simplified))" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-zh_CN" data-locale="zh_CN" role="menuitem" lang="zh_CN"> 简体中文 (Chinese (Simplified)) </button> </li> <li class="language-selector__item" role="presentation"> <!-- Adding aria-label to both the li and the button because screen reader focus goes to button on desktop and li on mobile--> <button aria-label="正體中文 (Chinese (Traditional))" class="font-sans text-xs link block py-[5px] px-2 w-full hover:cursor-pointer hover:bg-color-action hover:text-color-text-on-dark focus:bg-color-action focus:text-color-text-on-dark language-selector__link !font-regular" data-tracking-control-name="language-selector-zh_TW" data-locale="zh_TW" role="menuitem" lang="zh_TW"> 正體中文 (Chinese (Traditional)) </button> </li> <!----> </ul> <button class="language-selector__button 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