Unverified60% confidenceFactExact time
Prompting techniques such as ReAct (Reasoning + Acting) and Chain-of-Thought can enhance model stability in multi-step decision-making scenarios.
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60%
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Long-term
Relevance
9/11/2026
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VerifiedThe "perception-decision-action" loop is the technical foundation of the ReAct (Reasoning + Acting) paradigm.77% similarUnverifiedReAct范式通过将思考（Thought）→行动（Action）→观察（Observation）三元组交织在同一上下文中构建闭环反馈控制系统76% similarUnverifiedReAct的思考—行动—观察循环机制使Agent在处理多步骤复杂任务时表现出更高可靠性，显著减少幻觉和错误累积76% similarVerifiedCompared to the traditional plan-execute separation pattern, the greatest advantage of the ReAct paradigm lies in fault tolerance, allowing dynamic correction of subsequent plans based on tool return results.75% similarUnverifiedIncluding tasks where reframing is harmful simultaneously allows genuine reframing ability to be decoupled from systematic reframing bias at the score level.74% similar
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