Unverified50% confidenceFactExact time
Prompt design refers to improving a model's performance on a specific task without changing model weights, through instruction wording, few-shot examples, chain-of-thought guidance, and output format constraints; it is low-cost, but its ceiling is limited by the model's own capabilities.
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11/2/2026
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Unverified元指令（Meta-Prompt）是指不直接描述目标内容，而是要求模型对自身推理过程、行为规则或能力边界进行反思与操作的指令80% similarUnverifiedPrompting provides instructions and examples at inference time, has the lowest cost and fastest iteration, and is suitable for solving problems such as expression style, format constraints, and task boundary specification, but it does not change model weights, so it cannot introduce private knowledge the model does not know, nor can it guarantee real-time capability.80% similarUnverifiedPrompt engineering is the first threshold in large model application development; even if the model is powerful, improper prompt design can lead to huge differences in output quality.80% similarUnverified高层意图驱动的Prompt设计只向模型传达最终目标和核心约束，将中间路径规划权下放给模型，类似于声明式编程79% similarUnverifiedEmbedding models are only responsible for representation, have fewer parameters, low inference cost, and do not depend on prompt engineering.78% similar
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