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 from scratch. It is an incremental update for those shipping production-grade autonomous workflows.