# Claude Agent SDK Deployment: You Cannot Deploy an AI Agent Like a Lambda

> Source: <https://pub.towardsai.net/claude-agent-sdk-deployment-you-cannot-deploy-an-ai-agent-like-a-lambda-7753aa618d18?source=rss----98111c9905da---4>
> Published: 2026-07-07 05:59:55+00:00

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# Claude Agent SDK Deployment: You Cannot Deploy an AI Agent Like a Lambda

## Part 10: It has a shell, a memory, and untrusted input pointed straight at it. Hosting the Claude Agent SDK is a question of architecture and isolation, not “where do I put the function.”

You know how to ship an LLM feature. An agent breaks every assumption you brought with you, and the failure mode is not a bad response, it is your customer data leaving the building. An AI agent is not a stateless function. It is a long-running process with a shell, a filesystem, and untrusted input pointed at it, so deployment is a question of architecture and isolation, not just where you host the function.

**In this article:** You will learn why an AI agent built on the Claude Agent SDK cannot be hosted like a stateless function, the three container lifecycle patterns that cover almost every real deployment, and a practical isolation ladder, from a five-minute sandbox to a hardened container to per-agent microVMs. By the end you will understand prompt injection as a deployment threat, and the one architectural move, a proxy the agent cannot bypass, that makes it survivable.
