How does ReAct combine reasoning with tool use?

ReAct lets the model reason about what information it needs, take an action to get it, observe the result, then reason about the next step. Reasoning targets what to retrieve, while retrieval grounds the reasoning in real data. This synergy outperforms both pure reasoning and pure tool use, especially on tasks like fact verification, multi-hop question answering, and web navigation.