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Amazon Bedrock AgentCore Migration Guide

Migrate agentic workloads to Amazon Bedrock AgentCore

Why we picked it

Enterprises running LangGraph agents can reduce operational overhead by migrating to Amazon Bedrock AgentCore for production deployment.

The post details migrating a LangGraph customer support agent to Amazon Bedrock AgentCore in two stages. First, the agent moves to Runtime, Gateway, and Memory components. Second, it transitions to model-driven planning on Strands Agents. This process reduces operational burdens for production deployment.

Image · AWS Machine Learning Blog
Original · AWS Machine Learning Blog

Migrate agentic workloads to Amazon Bedrock AgentCore

An agent that works in a notebook is not an agent in production. This post walks through migrating a LangGraph customer support agent to Amazon Bedrock AgentCore in two stages: onto Runtime, Gateway, and Memory, then to model-driven planning on Strands Agents, retiring operational burdens along the way.