Inside Microsoft's frontier AI transformation Turning our experience into your AI advantage Innovate faster with confidence See how our engineers use AI and agents across the software development lifecycle to build, modernize, and innovate faster. We turn what we learn in production into proven patterns you can apply to accelerate development with greater confidence. Learn more Innovate faster with confidence Reimagine operations with AI Discover how agentic workflows are reshaping core operational processes, combining human oversight with AI-driven execution to reduce manual effort, improve response times, and enable more scalable, efficient operations. Learn more Reimagine operations with AI Scale AI through the organization Learn from our own experience scaling AI across teams, processes, and ways of working. Drawing on lessons from real delivery, we share practical guidance to help you accelerate adoption, replicate successful approaches, and build the capability to scale AI across your organization. Learn more Scale AI through the organization Prove the value of AI Learn how we measure the true cost and impact of AI-enabled work, from token economics to developer productivity. We share practical frameworks and metrics that help teams connect engineering performance to meaningful business outcomes. Future of Dev Productivity Prove the value of AI The following use cases show how Microsoft builds and operates frontier AI Build AI with AI Improve code quality at scale with AI-powered code reviews Reduce time and effort in mitigating code CVEs Modernize legacy code with AI

Build knowledge-aware MCP Server Optimize context engineering for AI agents Transform network operations with agents Reduce time-to-resolve infrastructure issues Improve customer experience with a continuous feedback-to-fix loop Build a platform engineering layer to ship faster Scale your agent on a resilient runtime foundation Leading agentic transformation Build agents with agents Operate on scalable agent runtime Learn agentic software skills from experts Agents for beginners Learn to work with agents Best practices on agent management Start your frontier transformation journey with help from Microsoft