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Scaling cloud migrations with agentic AI on Amazon Bedrock AgentCore

Machine Learning Blog



This article describes a multi-agent framework on Amazon Bedrock AgentCore that accelerates enterprise cloud migrations by automating discovery, infrastructure provisioning, governance, and post-migration operations across large application portfolios.

  • Intake Agent automates application discovery and target AWS architecture definition with dependency mappings
  • IaC Agent generates infrastructure-as-code adhering to security best practices, reducing development time from 3-4 weeks to minutes per application
  • Migration Intelligence and Governance Agent provides automated portfolio reporting and well-architected assessments across Jira, Confluence, and Webex
  • SRE Agent enables proactive post-migration monitoring and automated remediation instead of reactive firefighting
  • Framework embeds security controls including guardrails, policy enforcement, human-in-the-loop approvals, and complete audit trails
  • Agents use Strands Agents SDK and Model Context Protocol tools coordinated through AgentCore Gateway with scoped IAM authentication

The framework demonstrates measurable impact by automating repetitive migration work while maintaining human decision authority, enabling enterprises to scale large-scale migrations on aggressive timelines.



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