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Migrating multi-model AI agents to Amazon Bedrock AgentCore runtime

AWS Machine Learning Blog · Sep 18, 2026 · Engineering Insights

AWS shows how to migrate multi-model AI agents to Amazon Bedrock AgentCore managed runtime.

“AgentCore runtime, its managed deployment capability, handles container lifecycle, scaling, identity, and observability, so you can focus on your agent code.”

AWS published a technical walkthrough for migrating a multi-model healthcare AI agent from self-managed ECS/Fargate to the managed Amazon Bedrock AgentCore runtime, which handles container lifecycle, scaling, identity, and observability. It demonstrates a bring-your-own agent, framework-agnostic deployment pattern using Hugging Face smolagents. This is a useful engineering tutorial for AgentCore adoption but a routine vendor how-to rather than a major industry signal.

aws bedrock-agentcore agentic-ai multi-model smolagents

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