MemotivaPrompt Engineering Patterns: ReAct Pattern — Reasoning and Acting with Tool Use for LLM Agents

What is the difference between ReAct and Plan-and-Execute?

Prompt Engineering Patterns: ReAct Pattern — Reasoning and Acting with Tool Use for LLM Agents

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What is the difference between ReAct and Plan-and-Execute?

0:22

ReAct interleaves thinking and acting at every step, deciding the next action based on the previous observation. Plan-and-Execute first generates a complete multi-step plan, then executes each step in order. ReAct adapts better when results are unexpected, while Plan-and-Execute is more efficient when the path is predictable. Many production agents use Plan-and-Execute at the high level and ReAct within steps.
arxiv.org