Migrate agentic workloads to Amazon Bedrock AgentCore | Amazon Web Services

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An agent that works in a notebook isn’t an agent in production. After real users arrive, you own work that has nothing to do with your agent’s reasoning. Keep one user’s session out of another’s, and hold state across turns and days. Auth for every tool the agent calls sits in your code, and the operating system underneath needs patching. Those are four of the ten operational burdens this post maps.

When the agent reaches production, add Amazon Bedrock Guardrails to filter harmful content, validate grounding against your source documents, and block prompt injection attempts. Those controls apply to any agent regardless of which stage you stop at.

This post starts from an agent you already have. It’s a LangGraphcustomer support agent that classifies each message, escalates an angry customer and answers everyone else with three tools, and its model calls already go to Amazon Bedrock. You own the...

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