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Scaling cloud migrations with agentic AI on Amazon Bedrock AgentCore

AWS Machine Learning · August 20, 2026

The rapid acceleration of cloud migrations just became significantly more achievable for organizations facing complex infrastructure challenges. The AWS Machine Learning team has unveiled a multi-agent framework, leveraging Amazon Bedrock AgentCore, designed to fully automate the intricate journey of enterprise cloud migration from initial assessment to post-migration operations. This innovative approach deploys purpose-built AI agents to manage critical steps like discovery, infrastructure as code (IaC) generation, and portfolio governance, dramatically shrinking IaC development time from weeks down to mere minutes. It fundamentally redefines the speed and efficiency with which large-scale cloud adoption can occur, addressing a persistent bottleneck for many businesses. This development offers compelling opportunities for developers, founders, and operators in the United States. Consider an internal IT team at a mid-sized financial services firm in Chicago, tasked with migrating a legacy data warehouse to the cloud. Instead of spending months manually mapping dependencies and writing Terraform scripts, they could use this agentic framework to automate much of that heavy lifting, freeing their engineers to focus on optimization and security. Similarly, a logistics startup in Atlanta, planning a significant expansion, could use these AI agents to quickly provision and scale new cloud environments, reducing their time-to-market for new services. Even a solo developer or an indie SaaS founder based in San Francisco, contemplating a major refactor or a new product launch requiring substantial infrastructure, could leverage these principles to generate robust, production-ready IaC with unprecedented speed, allowing them to iterate and deploy much faster than traditional methods. The core benefit is shifting highly repetitive, time-consuming infrastructure tasks from human effort to automated, intelligent agents. To begin capitalizing on this, identify a small, well-defined application or service within your current infrastructure that could benefit from a cloud migration or modernization. This week, set aside a few hours to explore the Amazon Bedrock AgentCore documentation and consider how its agent-building capabilities could be applied to automate the discovery and IaC generation for that specific application, aiming to draft a high-level agent plan rather than writing code immediately.