LangChain launched a private beta for Managed Deep Agents to handle runtime infrastructure. The service provides durable execution, sandboxes, and tool access integrated with LangSmith observability. Developers no longer need to build their own agent runtimes from scratch. This simplifies the deployment of complex, long-running agentic workflows for production environments.