
Harbor integrates with LangChain agents to create a unified stack for evaluating them, using a langgraph.json registry and make_graph factory to run agents in isolated sandboxes. It supports cloud sandboxes for horizontal scaling and reproducible environments, with the ability to switch providers without affecting the agent, dataset, or verifier. The system unifies LangSmith sandboxes and observability, enabling detailed tracking of agent decisions and evaluations.
Managed Deep Agents gives developers a managed way to build, run, and deploy Deep Agents with built-in runtime, streaming, sandboxes, evals, memory, and auth.

LangSmith Bring Your Own Cloud is now generally available on AWS, giving Enterprise teams managed observability, evaluation, and deployment inside their own VPC.

Learn what AI agents are, how they work in an LLM loop, and where workflows fit so you can build reliable, production-ready autonomous systems.
