An agent that operates in a notebook environment is not suitable for production use. The migration process involves moving a LangGraph customer support agent to Amazon Bedrock AgentCore.
The migration occurs in two stages: first onto Runtime, Gateway, and Memory; then to model-driven planning on Strands Agents. This approach aims to streamline operations and improve agent management.
This migration is relevant for engineers managing models or agents, as it provides a pathway to transition from development to production with reduced operational overhead.
Source: https://aws.amazon.com/blogs/machine-learning/migrate-agentic-workloads-to-amazon-bedrock-agentcore/