Running Graphs in Production

The API Layer

You expose your graph typically as a REST API.

• POST /thread/{id}/runs: Submit a new user message.
• GET /thread/{id}/state: Get current status.

LangGraph Cloud provides this out-of-the-box. Otherwise, you wrap graph.invoke in FastAPI.