Dev Tools · 2h ago
Production-Ready LangGraph Agent: OpenAI API, Multi-Model Gateway, Tracing
A developer shows how to deploy a LangGraph ReAct agent with an OpenAI-compatible HTTP API, allowing any OpenAI client to use it. The agent routes model calls through a gateway for easy model switching and includes full tracing via a single callback. The entire service runs on roughly 150 lines of Python.
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Practical guide for moving LangGraph from notebook to production, but the real challenge—scalability and reliability—remains unaddressed.
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Running a LangGraph ReAct Agent in Production: OpenAI-Compatible API + Multi-Model Gateway + One-Line Tracing →
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langgraphagent-deployment