Unverified50% confidenceFactExact time
任务规划（Planning）主流方案包括 ReAct（推理-行动交替）、Tree of Thoughts（思维树）和基于 LLM 的动态计划生成
1
Sources
50%
Confidence
Long-term
Relevance
7/23/2026
First Seen
Sources
Related Claims
UnverifiedThe planning module is typically implemented in engineering based on the instruction-following capabilities of LLMs, with representative solutions including Tree of Thoughts and HuggingGPT.84% similarVerifiedLLM-based agent frameworks typically adopt design patterns such as ReAct (Reasoning + Acting) or Plan-and-Execute.81% similarUnverifiedThe task planning process is typically realized through chain-of-thought reasoning and task decomposition, while more advanced implementations adopt a tree-of-thought framework to simultaneously explore multiple planning paths.78% similarUnverifiedThe core idea of ReAct is to have the LLM complete complex tasks within a loop of thinking, acting, and observing.77% similar
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