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My Robot Accountant Got an Eviction Notice. So We Moved: Migrating from Bedrock Agents Classic to AgentCore

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My Robot Accountant Got an Eviction Notice. So We Moved: Migrating from Bedrock Agents Classic to AgentCore
Summary

Amazon Bedrock Agents Classic enters maintenance mode on July 30, 2026, freezing its model catalog and blocking new accounts. The author migrated their AWS bill-reporting agent to AgentCore, which shifts from a managed agent to a code-defined architecture with serverless microVM runtime, MCP tool gateway, managed memory, and built-in observability—supporting frameworks like LangGraph and CrewAI.

Author

Mursal Furqan Kumbhar

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