{"id":49797,"date":"2026-03-11T08:00:00","date_gmt":"2026-03-11T15:00:00","guid":{"rendered":"https:\/\/azure.microsoft.com\/en-us\/blog\/?p=49797"},"modified":"2026-03-11T08:06:29","modified_gmt":"2026-03-11T15:06:29","slug":"many-agents-one-team-scaling-modernization-on-azure","status":"publish","type":"post","link":"https:\/\/azure.microsoft.com\/en-us\/blog\/many-agents-one-team-scaling-modernization-on-azure\/","title":{"rendered":"Many agents, one team: Scaling modernization on Azure"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>Announcing new agents for modernization that are built to scale and designed for control.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">When you watch a live broadcast\u2014like the Olympics Games or a major sporting event\u2014you aren\u2019t thinking about the coordination behind it. You simply experience the event. Out of sight, specialized teams synchronize cameras, replays, data, and commentary in real time. When that coordination works, complexity disappears.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is how I think about AI agents. Each one observes a different signal and contributes a piece of the picture. Telemetry surfaces what\u2019s happening, dependencies reveal how systems are connected and risks are surfaced as work progresses. The human stays in control throughout\u2014deciding what to act on and how to validate outcomes.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-50\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.microsoft.com\/en-us\/events\/launch-events\/migrate-and-modernize-summit\" target=\"_blank\" rel=\"noreferrer noopener\">Get to know our new agentic capabilities at the Microsoft Azure Summit<\/a><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">This model matters because modernization is becoming one of the biggest opportunities in the AI era. In fact, according to Forrester&#8217;s <em>Q1 2026 Cloud and AI Application Modernization Survey<\/em>, 91% of IT leaders see application modernization as necessary to enabling AI advancements in their business.<sup>1<\/sup> However, many organizations still operate complex legacy estates with disconnected tools and months of manual planning just to decide what to modernize. IT and developers often work in parallel but without a shared view of the system. AI changes the dynamic, helping teams analyze environments, prioritize workloads, and accelerate modernization.<\/p>\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69d04b50a1a16&quot;}\" data-wp-interactive=\"core\/image\" class=\"wp-block-image size-full is-resized wp-lightbox-container\"><img decoding=\"async\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on-async--click=\"actions.showLightbox\" data-wp-on-async--load=\"callbacks.setButtonStyles\" data-wp-on-async-window--resize=\"callbacks.setButtonStyles\" alt=\"\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2026\/03\/Picture1.webp\" alt='A graphic with a statistic that reads \"91% of IT leaders said app modernization is necessary for enabling AI advancements in their business.\"' class=\"wp-image-49804 webp-format\" style=\"width:1131px;height:auto\" data-orig-alt=\"\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2026\/03\/Picture1.webp\"><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Enlarge\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on-async--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><figcaption class=\"wp-element-caption\">Source: Forrester Q1 2026 Cloud and AI Application Modernization Survey.<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Today, we\u2019re taking another step to help organizations adopt new AI capabilities with real business impact. We\u2019re announcing the first <strong>agentic end-to-end modernization solution<\/strong> that brings IT and developers into a single, connected workflow. With expanded capabilities across <strong><a href=\"https:\/\/azure.microsoft.com\/en-us\/products\/copilot\" target=\"_blank\" rel=\"noreferrer noopener\">Azure Copilot<\/a><\/strong> and <strong><a href=\"https:\/\/github.com\/features\/copilot\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub Copilot<\/a><\/strong>, we are infusing AI through these tools to accelerate insight\u2011driven decisions and move modernization from analysis to action\u2014faster and at scale.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI agents make this possible by operating in parallel across discovery, assessment, planning, migration, and code transformation. They automate dependency mapping, generate decision ready plans, and guide execution inside the tools teams already use. Work that used to be slow, manual, and fragmented becomes coordinated and continuous as teams modernize across applications, infrastructure, data and code.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"one-system-one-team\">One system. One team.<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The newest agentic teammate, <a href=\"https:\/\/aka.ms\/MigrationAgentLaunchBlog\" target=\"_blank\" rel=\"noreferrer noopener\">Azure Copilot migration agent<\/a>, is now in public preview. The migration agent helps organizations eliminate technical debt by embedding AI across discovery, assessment, planning, and deployment, reducing modernization timelines dramatically. It works for your most mission-critical servers, virtual machines, applications, and databases, turning migration from a one-time project into a continuous modernization motion.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The agent uses what customers already know about their environments to create this continuous modernization system providing early clarity on their inventory of servers, databases, applications and their dependencies, how it all works, what it costs, and what\u2019s worth modernizing. What once took months of manual planning can now take minutes of conversation with the agent and a data-driven plan.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">By reducing toil, closing skills gaps, and aligning IT and development teams through connected workflows, the Azure Copilot migration agent can help enterprises move to Azure faster, more confidently.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-50\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/azure.microsoft.com\/en-us\/products\/copilot\" target=\"_blank\" rel=\"noreferrer noopener\">Learn more about Azure Copilot<\/a><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GitHub Copilot<\/strong> modernization capabilities also add to your modernization team with agents to transform legacy applications to become cloud and AI-ready. Embedded directly where developers work, these agents can pull assessments, build customized modernization plans for each application, execute upgrades, and deploy directly to Azure\u2014all with developers in the driver\u2019s seat.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">And today, its newest capability, the <strong><a href=\"https:\/\/aka.ms\/ghcp-modernization-agent\/blog\" target=\"_blank\" rel=\"noreferrer noopener\">modernization agent<\/a><\/strong>, is in public preview. The modernization agent allows you to go beyond individual applications and tackle modernization at scale, acting as an orchestrator to simultaneously run multiple code assessments, build unique modernization plans for each application, and execute the plans with automated framework and runtime upgrades. This is a major step forward in how application owners, architects, and developers can transform a broad set of applications at scale while keeping the customization needed for each application.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In a true multi\u2011agent experience, the modernization agent directs the broadcast\u2014application owners and architects set direction, specialized agents execute, and developers stay in the loop to guide and validate.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Organizations have already seen success using <a href=\"https:\/\/azure.microsoft.com\/en-us\/blog\/accelerate-migration-and-modernization-with-agentic-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">GitHub Copilot capabilities made generally available<\/a> this past fall, modernizing in hours instead of months with automated .NET and Java upgrades. For a recent customer, total modernization effort was reduced by 70%.<sup>2<\/sup> Today, with its connection to Azure Copilot migration agent and native integration within developer environments, GitHub Copilot modernization can transform applications end-to-end, with higher confidence outputs and control at every step.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-50\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/github.com\/features\/copilot\" target=\"_blank\" rel=\"noreferrer noopener\">Get started with GitHub Copilot<\/a><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"playing-together-for-the-win\">Playing together for the win<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Historically, infrastructure decisions\u2014landing zones, networking, governance\u2014were made upstream, without visibility into application realities. Developers modernized code without knowing how it would run, scale, or be governed in the target environment. This meant mismatches surfaced late, when fixes were most expensive.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">With Azure Copilot and GitHub Copilot working together, that disconnect disappears. Agents help bridge developer\u2011level code insights with cloud migration and modernization planning. GitHub Copilot modernization capabilities scan application code to produce detailed code assessment reports, while Azure Copilot\u2019s migration agent ingests those reports to surface code\u2011level issues, warnings, and insights. This integration allows Azure Copilot to incorporate real code analysis when assessing readiness and recommending the right Azure target, connecting developer\u2011driven modernization work with the cloud and infrastructure planning used by migration teams. You get AI guided migration and modernization planning with intelligent workload prioritization, cost visibility and automated wave recommendations.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"why-your-database-is-critical-to-modernization\">Why your database is critical to modernization<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Modernizing apps is only part of the journey. Your database is critical, because your AI strategy is only as strong as your data strategy. When data is fragmented or locked into aging infrastructure, even the most sophisticated agentic workflows hit a ceiling.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Moving to Azure managed database services readies your database for AI and transfers the operational burden of infrastructure management to a platform built to handle it. Fully managed services reduce overhead, improve resilience, and free teams to focus on building intelligent applications. The result is a data foundation that can scale with demand, meet security expectations, and stay ready for what AI workloads require.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Once your data estate is modernized on Azure, the destination is a unified data platform\u2014where databases, analytics, and AI operate as one coherent estate. With AI capabilities natively built into Azure databases, organizations can build cloud-native AI applications that leverage semantic search, memory integration, and advanced model invocation. Those capabilities are grounded in Azure&#8217;s data layer, so models always work from the most current, trusted signals the business produces.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"how-modernizing-on-azure-empowers-customers\">How modernizing on Azure empowers customers<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Our agents are making more possible. We\u2019re moving away from one-off use of agentic tools to <strong>consistent, repeatable agentic execution<\/strong>. This is the importance of pairing agentic tools with structured delivery models, so organizations can scale modernization confidently across teams and environments.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.microsoft.com\/en\/customers\/story\/25672-ahold-delhaize-usa-azure\" target=\"_blank\" rel=\"noreferrer noopener\">Ahold Delhaize<\/a>, one of the world\u2019s largest food retail groups, shared how they modernized their application and data estate on Azure to support AI-powered business outcomes. Using agentic tools across migration and modernization workflows, they reduced complexity, improved modernization collaboration across teams, and accelerated delivery.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">By applying agents across discovery, assessment, and execution, Ahold Delhaize moved away from fragmented modernization efforts and toward a more <strong>continuous, intelligent process<\/strong>\u2014one that provided confidence in both the plan and the execution.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Customer results like these point to the same conclusion: <strong>the future of modernization is agentic, connected, and human-led<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"cloud-accelerate-factory-brings-agentic-modernization-to-life-at-scale\">Cloud Accelerate Factory brings agentic modernization to life at scale<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Agentic tools are redefining what\u2019s possible, but outcomes scale when innovation is paired with execution. <a href=\"https:\/\/aka.ms\/Cloud-Accelerate-Factory\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Cloud Accelerate Factory<\/strong><\/a>, a benefit of Azure Accelerate, helps organizations operationalize modernization with <strong>zero-cost<\/strong>, <strong>hands\u2011on delivery <\/strong>from specialized Microsoft experts.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">As Microsoft\u2019s first-party modernization delivery engine, Cloud Accelerate Factory works alongside customers and partners from discovery through production, applying a structured approach to modernization at scale across applications, infrastructure, and data\u2014often in days, not months.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Combined with agentic capabilities like Azure Copilot and GitHub Copilot, Cloud Accelerate Factory helps organizations confidently modernize, fast, so that plans become measurable progress across key workloads including .NET, Java, and SQL.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"join-the-visionaries-at-the-microsoft-azure-summit\">Join the visionaries at the Microsoft Azure Summit<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Get ready for a rich agenda at this year\u2019s <a href=\"https:\/\/www.microsoft.com\/en-us\/events\/launch-events\/migrate-and-modernize-summit\" target=\"_blank\" rel=\"noreferrer noopener\">Microsoft Azure Summit: Migrate and Modernize with Agentic AI<\/a>. This livestream event on March 12, 2026, (Asia and Europe) and April 23, 2026, (Americas) features interactive sessions led by Microsoft engineering with compelling customer stories and live demos of the latest innovations discussed in this blog. Hear directly from organizations that have successfully&nbsp;leveraged&nbsp;the latest agentic tooling and capabilities to migrate and modernize&nbsp;to Azure, and see firsthand how new offerings can make a tangible impact on your business.<\/p>\n\n\n<figure data-wp-context=\"{&quot;imageId&quot;:&quot;69d04b50a3140&quot;}\" data-wp-interactive=\"core\/image\" class=\"wp-block-image size-full wp-lightbox-container\"><img decoding=\"async\" data-wp-class--hide=\"state.isContentHidden\" data-wp-class--show=\"state.isContentVisible\" data-wp-init=\"callbacks.setButtonStyles\" data-wp-on-async--click=\"actions.showLightbox\" data-wp-on-async--load=\"callbacks.setButtonStyles\" data-wp-on-async-window--resize=\"callbacks.setButtonStyles\" src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2026\/03\/Picture3.webp\" alt=\"Microsoft Azure Summit.\" class=\"wp-image-49809 webp-format\" data-orig-src=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2026\/03\/Picture3.webp\"><button\n\t\t\tclass=\"lightbox-trigger\"\n\t\t\ttype=\"button\"\n\t\t\taria-haspopup=\"dialog\"\n\t\t\taria-label=\"Enlarge\"\n\t\t\tdata-wp-init=\"callbacks.initTriggerButton\"\n\t\t\tdata-wp-on-async--click=\"actions.showLightbox\"\n\t\t\tdata-wp-style--right=\"state.imageButtonRight\"\n\t\t\tdata-wp-style--top=\"state.imageButtonTop\"\n\t\t>\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"12\" height=\"12\" fill=\"none\" viewBox=\"0 0 12 12\">\n\t\t\t\t<path fill=\"#fff\" d=\"M2 0a2 2 0 0 0-2 2v2h1.5V2a.5.5 0 0 1 .5-.5h2V0H2Zm2 10.5H2a.5.5 0 0 1-.5-.5V8H0v2a2 2 0 0 0 2 2h2v-1.5ZM8 12v-1.5h2a.5.5 0 0 0 .5-.5V8H12v2a2 2 0 0 1-2 2H8Zm2-12a2 2 0 0 1 2 2v2h-1.5V2a.5.5 0 0 0-.5-.5H8V0h2Z\" \/>\n\t\t\t<\/svg>\n\t\t<\/button><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">This year\u2019s summit features an impressive lineup of topics helping you build the future of cloud and AI.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\"><strong>Keynote<\/strong>: Migrate and modernize with agentic AI<\/li>\n\n\n\n<li class=\"wp-block-list-item\"><strong>Regional session (customized)<\/strong>: Modernization for a sovereign, AI-ready figure<\/li>\n\n\n\n<li class=\"wp-block-list-item\"><strong>Breakout<\/strong>: Accelerate and simplify planning, migration, and operations using AI agents<\/li>\n\n\n\n<li class=\"wp-block-list-item\"><strong>Breakout<\/strong>: Reimagine application and database modernization with agentic tools<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a89b3969 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-50 is-style-chevron-right\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.microsoft.com\/en-us\/events\/launch-events\/migrate-and-modernize-summit\" target=\"_blank\" rel=\"noreferrer noopener\">Join the Microsoft Azure Summit<\/a><\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<p class=\"wp-block-paragraph\"><em><sup>1<\/sup>Forrester&#8217;s Q1 2026 Cloud and AI Application Modernization Survey [E-66670] Base: 223 Global leaders in charge of their organization\u2019s cloud and AI strategy<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><sup><em>2<\/em><\/sup><a href=\"https:\/\/azure.microsoft.com\/en-us\/blog\/accelerate-migration-and-modernization-with-agentic-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\"><em>Accelerate migration and modernization with agentic AI, Amanda Silver, September 23, 2025<\/em><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>We\u2019re announcing the first agentic end-to-end modernization solution that brings IT and developers into a single, connected workflow.<\/p>\n","protected":false},"author":52,"featured_media":49907,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"ms_queue_id":[],"ep_exclude_from_search":false,"_classifai_error":"","_classifai_text_to_speech_error":"","_alt_title":"","footnotes":"","msx_community_cta_settings":[]},"categories":[1456,1482],"tags":[],"audience":[3055,3053],"content-type":[1465],"product":[3157,2776],"tech-community":[2979],"topic":[],"coauthors":[152],"class_list":["post-49797","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-devops","category-management-and-governance","audience-developers","audience-it-decision-makers","content-type-announcements","product-github-copilot","product-microsoft-copilot-for-azure","review-flag-1-1680286581-825","review-flag-2-1680286581-601","review-flag-alway-1680286580-106","review-flag-fall-1680286584-980","review-flag-forre-1680286585-445","review-flag-free-1680286579-836","review-flag-lever-1680286579-649","review-flag-microsofts","review-flag-new-1680286579-546","review-flag-publi-1680286584-566"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Many agents, one team: Scaling modernization on Azure | Microsoft Azure Blog<\/title>\n<meta name=\"description\" content=\"Announcing new agentic capabilities in Azure Copilot and GitHub Copilot for modernization that are built to scale and designed for control.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/azure.microsoft.com\/en-us\/blog\/many-agents-one-team-scaling-modernization-on-azure\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Many agents, one team: Scaling modernization on Azure | Microsoft Azure Blog\" \/>\n<meta property=\"og:description\" content=\"Announcing new agentic capabilities in Azure Copilot and GitHub Copilot for modernization that are built to scale and designed for control.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/azure.microsoft.com\/en-us\/blog\/many-agents-one-team-scaling-modernization-on-azure\/\" \/>\n<meta property=\"og:site_name\" content=\"Microsoft Azure Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/microsoftazure\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-11T15:00:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-11T15:06:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/azure.microsoft.com\/en-us\/blog\/wp-content\/uploads\/2026\/03\/Modernize-Azure-Copilot-Github-3.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Jeremy Winter\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" 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