提示词不是咒语Prompts are not spells

提示词系统Prompt systems

好的提示词不会用更多形容词掩盖薄弱判断。它会说明什么必须成立、什么可以变化，以及模型绝不能编造什么。A good prompt does not hide weak judgement behind more adjectives. It states what must be true, what may vary, and what the model must not invent.

01 / 漂亮的科研图像01 / Beautiful scientific figures

先描述科学关系，再谈风格Describe the scientific relationship before the style

下面的构建器生成提示词，而不是科研图。它把真实性约束置于视觉润色之前，也绝不会补造你未提供的数据。The builder below makes a prompt, not a figure. It keeps truth constraints in front of visual polish and never supplies data you did not give it.

科学主题Scientific subject

图像形式Figure form

必须保持真实的关系Relationships that must remain true

过于整洁Too clean 自然organic42

疏朗Sparse 密集dense28

清晰Crisp 有氛围atmospheric20

生成的工作提示词Generated working prompt

接受图像之前Before accepting the image

箭头编码了真实关系，还是只在装饰空白？Do arrows encode a real relation, or merely decorate empty space?
高光是否过于一致，使所有物体都显得人工？Are highlights too uniform, making every object feel synthetic?
“电影感”是否退化成橙蓝滤镜？Has “cinematic” collapsed into an orange-and-blue filter?
纹理与星点尺寸是否包含不止一个尺度的变化？Do texture and star size vary at more than one scale?
标签、数值、不确定性与因果断言是否全部来自源材料？Are labels, values, uncertainty, and causal claims all supplied by the source?

02 / 去除 AI 腔02 / Remove AI voice

改写不得损伤技术逻辑Protect the technical logic from the rewrite

目标不是把每句话都改得平淡，而是在保留符号、数量、引文与作者真实判断的同时，删去超出证据的措辞。The objective is not to make every sentence plain. It is to remove language that claims more than the evidence while preserving symbols, quantities, citations, and the author’s actual judgement.

原文 / 合成示例Original / synthetic example

提高连接刚度降低了三个分析工况中的峰值位移。Increasing the connection stiffness reduced the peak displacement in the three analysed cases.

典型 AI 改写Typical AI rewrite

值得注意的是，提高连接刚度在有效减小峰值位移方面发挥关键作用，从而凸显其对整体结构性能的重大贡献。It is worth noting that enhanced connection stiffness plays a pivotal role in effectively mitigating peak displacement, thereby highlighting its significant contribution to overall structural performance.

miaolay 改写miaolay rewrite

更高的连接刚度降低了三个分析工况中的峰值位移。Greater connection stiffness reduced the peak displacement in all three analysed cases.

原因Why

没有“关键作用”，没有缺乏依据的系统级断言，也没有自我宣告重要性的句子。No “pivotal role,” no unsupported system-level claim, and no sentence that announces its own importance.

编辑系统提示词Editing system prompt

Edit the technical passage below without changing its technical logic.

Preserve exactly:
- quantities, symbols, variable names, units, citation placement, and stated uncertainty;
- the strength of every causal or comparative claim;
- distinctions between observation, interpretation, hypothesis, and conclusion.

Remove or question:
- previews of what the next section will say;
- “it is worth noting” and other importance claims with no information gain;
- unsupported words such as dominant, pivotal, comprehensive, robust, enabling, synergistic, or transformative;
- defensive sentences, repeated conclusions, and abstract-noun stacks;
- causal language that is stronger than the source.

Write the engineering fact first. Let the problem or implication follow naturally.

Return four parts:
1. Revised passage.
2. Material changes made.
3. Claims that require author verification.
4. Anything you intentionally did not rewrite because the technical meaning was ambiguous.

Passage:
[PASTE TEXT]

01
不要用论文预告替代事实陈述。Do not preview the paper instead of saying the fact.
02
把引文紧接在它所支持的句子之后。Put a citation immediately after the sentence it supports.
03
不要为了让语气自信而强化因果关系。Do not strengthen causality to make the prose sound confident.
04
不要用抽象学术名词替换精确动词。Do not replace precise verbs with abstract academic nouns.
05
含义不确定时应提问，不要用润色越过歧义。When meaning is uncertain, ask; do not polish through it.

03 / 象征系统与传统时间03 / Metaphysics & traditional time

将计算、惯例与象征分层呈现Keep calculation, convention, and symbolism in separate layers

这些提示词用于文化解释与视觉系统，不会把象征性解释变成科学定律或对个人的预测。These prompts are for cultural explanation and visual systems. They do not turn symbolic interpretation into a scientific law or a prediction about a person.

象征系统提示词Symbolic-system prompt

边界：天文学与钟表时间修正可以计算；历法惯例可以记录；象征解读仍属于文化解释。绝不编造命盘、诊断个人，也不把算命当作证据。Boundary: astronomy and clock correction can be calculated; calendar conventions can be documented; symbolic readings remain cultural interpretations. Never invent a birth chart, diagnose a person, or present fortune-telling as evidence.