A private beta for Managed Deep Agents now provides durable execution and sandboxed tool access. LangChain handles the runtime infrastructure, integrating LangSmith for observability. This removes the need for developers to build custom agent environments. It is an incremental update for those scaling agentic workflows into production environments.