Unverified50% confidenceConceptExact time
Prompt engineering is divided into six maturity levels: zero-shot prompting, structured templates, few-shot + chain of thought, RAG integration, agent prompting, and self-optimization loops.
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10/12/2026
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VerifiedThe methodological system of prompt engineering includes techniques such as zero-shot prompting, few-shot prompting, Chain-of-Thought prompting, and Tree of Thoughts.73% similarUnverified提示工程经历了从单条指令到少样本提示（Few-shot）、思维链提示（Chain-of-Thought）的多代演进73% similarUnverified提示词工程包括零样本提示（Zero-shot）和思维链提示（Chain-of-Thought）等不同策略，不同策略会显著影响模型输出质量72% similarUnverified先问答梳理、再执行落地的设计被称为意图澄清机制，目的是降低指令模糊导致操作错误的风险66% similar
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