只接受友好提问的论点不算被检验过。下面 15 个 Prompt 强制 AI 从多个角度攻击你的立场——方法学、实证、意识形态、实务——并且都用最强形式，不是稻草人。
适合哪些场景
写论文的学生、辩论队、政策分析师、同行评议者，以及任何要在课堂、期刊、董事会上为立场辩护的人。
什么时候不建议这样写 Prompt
论点还很模糊时不用——反论需要明确靶子。也不要用 AI 替代你所在社群的真实异见者；它能模拟不能替代经验。
Prompt 结构公式
反论 Prompt 一定要带这六个要素：
- 角色：AI 扮演谁——研究导师、同行评议人、考试教练、辩论对手、图书馆员。
- 上下文：水平、学科、deadline、论文数量、引用风格、课程或项目。
- 目标：一个具体交付物——12 道题、1 页文献矩阵、5 条反论、4 周复习计划。
- 限制：字数、深度、允许的来源类型、跳过什么、绝不主张什么。
- 输出格式：编号清单、表格、JSON 或分级块（E / M / H），能粘到 Notion / Anki / Word。
- 示例 / 信号：1-2 段参考或反例（“不要像维基那样讲”）。
这套 Prompt 适合用在哪
- 论文”反对意见与回应”段
- 答辩准备
- 政策简报压力测试
- 多立场辩论准备
- Op-ed、说服性写作加固
15 个可直接复制的 Prompt 模板
1. 最强形式反论（steelman）
逼 AI 用对方最佳口吻进攻。
You are a skeptical peer reviewer. Read my thesis: "{thesis}". Generate the 3 strongest objections, each in the form a serious expert on the other side would phrase it. For each: a 1-paragraph objection, the evidence or principle behind it, and my best possible reply. No strawmen.可替换变量： thesis
优化建议： 反论太弱时追加：“If your objection could be dismissed in one sentence, it is too weak. Rewrite stronger.”
2. 跨意识形态切面
For the thesis "{thesis}", generate 5 objections from 5 different ideological angles ({progressive, conservative, libertarian, communitarian, technocratic} — adapt to topic). Each objection in its own voice; no caricatures.3. 实证质疑
List 5 empirical findings or datasets that could undermine the claim "{claim}". For each: 1-sentence summary, 1-sentence why it matters, the kind of source that would publish it.4. 方法学反驳
My study uses {method} to test {hypothesis}. List 4 methodological objections a reviewer would raise (sample, measurement, design, analysis). For each: how I would mitigate or acknowledge it in the limitations section.5. 实务方反对
My thesis "{thesis}" applies to {practical domain}. List 4 objections that practitioners ({teachers, clinicians, engineers, founders}) would raise based on day-to-day experience the academic literature misses.6. 历史反例
Find 3 historical cases that contradict the thesis "{thesis}". For each: 1-paragraph case description, why it cuts against my thesis, how I might explain it within or as exception to my framework.7. 滑坡 / 意外后果测试
If my proposal "{proposal}" were implemented widely, what 3 unintended consequences would critics predict? For each: causal chain in 2 sentences, plausibility (low / med / high), and what monitoring would detect it early.8. 定义类反驳
My thesis relies on the term "{term}". List 3 alternative definitions a critic could push, each leading to a different conclusion. For each: the definition, the implied conclusion, and how I defend my chosen definition.9. 成本 / 可行性反驳
For my proposal "{proposal}", list 3 cost or feasibility objections (budget, staffing, infrastructure, political). For each: a rough magnitude of the concern and a 1-sentence response or trade-off.10. 边界情境探测
Generate 5 edge cases where the thesis "{thesis}" plausibly breaks. For each: scenario in 1 sentence, why it strains the thesis, whether the thesis can be repaired or must be narrowed.11. “如果我错了”反思
Pretend my thesis "{thesis}" turned out to be wrong in 5 years. Write the 200-word post-mortem: which assumption failed, what evidence emerged, what we should have anticipated, what would a wiser version of my paper have said.12. Devil’s-advocate Q&A
Generate 8 hostile but fair Q&A pairs about my thesis "{thesis}" in the format of a thesis defense. Each Q: 1-2 sentences, sharp. Each A: 2-3 sentences, honest, no dodging.13. 反对与回应段（论文可粘）
Write a 150-word "objection and reply" paragraph for an academic essay. Use this structure: "One might object that... Indeed, [evidence for objection]. However, [my reply with evidence]. Therefore, [refined thesis]." Thesis: "{thesis}". Objection focus: {objection topic}.14. 跨学科反驳
My thesis lives in {field}. List 3 objections an expert from {adjacent field} would raise, using their disciplinary vocabulary and standards of evidence. For each, how my field would or would not absorb the objection.15. 反驳矩阵
Output a 4-column table for my thesis "{thesis}": objection | strongest evidence for objection | my reply | residual weakness I still need to address. 6 rows.容易踩的坑
- 让 AI 搭稻草人——必须要求 steelman。
- 只挑容易反的，挑完就宣告胜利。
- 只看反论不写回应——一半工作量在回应。
- 因为实务派没用学术语言就忽略他们的反对。
- 不区分反论权重——给所有反论打优先级。
- 编造没人真持有的”专家观点”——遇到要核实。
- 跳过”如果我错了”——谦逊产出更锐利的文章。
优化技巧
- 永远要求”真专家会怎么说”的口吻。
- 记录无法回应的反论——你的真正研究就在那里。
- 论文里专门设”反对意见”段处理最强 1-2 条。
- 辩论用模板 12 模拟 Q&A，反复压最强 3 条。
- 论点修订后重跑 Prompt——论点变了反论也变。
- 把”残余弱点”列（模板 15）当 to-do 清单。
- 每月用模板 11 检视一次最坚持的信念，建立思想免疫。
FAQ
- 怎么判断 AI 反论是真问题？: 能否说出 1-2 位实际持此观点的专家或文献。说不出就先存疑，再核。
- 3 条反论够吗？: 1500 字 essay 够；论文或大稿计划 6-10 条，跨类别（模板 2）。
- AI 能生成它不认同立场的反论吗？: 可以，特别是被指定角色 + 要求强形式时。
- 好回应该怎么写？: 承认反论的强度，再收窄论点或补新证据；不要直接驳回。
- 什么时候该放弃论点而不是辩护？: 最强反论没有诚实回应，或要靠”切香肠”才行时——改论点而不是死守。