AI Large Model Application Practice

Feb 17, 2025 · Artificial Intelligence

Mastering Structured Output for DeepSeek‑R1 with LangChain, LangGraph, and ReAct Agents

DeepSeek‑R1 excels at deep reasoning but lacks native structured output; this guide explains why structured output matters, outlines common API‑level techniques, and provides three practical solutions—using an auxiliary model with a LangChain chain, a LangGraph workflow, and a ReAct agent—complete with code snippets and JSON‑mode tips.