Most people use Claude as a search box: ask, answer, and close the tab page. They locked out the strongest usage.
Stanford did something called STORM research system. In peer-reviewed tests, it produced articles that were "25% more organized" than the second-place method. Open source and free. But almost no one knows that you can use 4 tipsThe same idea comes out in Claude.
You don't need to install software, touch GitHub, or make any configuration, just paste it. After 5 minutes, you will know more about a topic than someone who has spent days reading. Here is the complete method.
1. What exactly is STORM
STORM stands for Synthesis of Topic Outlines through Retrieval and Multi-perspective Question Asking. It was published in NAACL 2024 by the Stanford OVAL Laboratory.
It has several off-the-shelf resources, all free: online version
Enter a topic and see it on the spot to write an article with the source; the complete code is in
MIT protocol, you can also run it on your own computer.
But here's the real treasure: you don't need any of this. Stanford's method is essentially just a way of thinking. You can use 4 copy-and-paste prompts to run this set of thoughts out in Claude.
This is all the rest of this article.
2. Why one prompt is never enough
You ask Claude,"Tell me about X," and you get mainstream views, the most common frameworks, and superficial things.
What you can't get is: dealing with X every daypractitioners, think the whole field is wrongskepticsKeep an eye on the flow of moneyeconomists, have seen similar routineshistorianI have really read those studiesscholars。
Each of these five sounds sees something different. That's exactly what doctoral students do-they don't ask one question, they ask five.
Stanford's paper proved this with numbers: articles constructed from multiple perspectives are "25% more organized and 10% wider in coverage" than conventional methods. Here's the whole breakthrough: asking questions from multiple perspectives can capture blind spots that a single prompt will never be visible.
A doctoral study requires 40 to 60 hours of manual reading. Most people can't squeeze in this time. STORM compressed it, and the following four prompt items pressed even harder-a total of 5 minutes.
3. Prompt 1: Multi-perspective scanning
This is the heart of the whole approach. Stick in Claude and change the topic of the first line to yours.
我要研究 [你的话题]。
请模拟 5 种不同的专家视角来看这个话题:
1. 实践者:每天在跟它打交道。
学者们漏掉了哪些他知道的东西?
哪些现实中的实际情况通常被忽视?
2. 学者:研究它很多年了。
经过同行评审的证据究竟说了什么?
证据在哪里和大众看法相矛盾?
3. 怀疑者:认为主流看法是错的。
最有力的反论点是什么?
支持者们方便地忽略了哪些证据?
4. 经济学家:盯着钱走。
谁从当前的主流叙事里获利?
哪些经济利益在塑造这些研究?
5. 历史学家:见过类似的套路。
存在哪些历史上的平行案例?
从它们的结局里我们能学到什么?
对每一种视角,请给我:
- 用 2 句话说清他的核心立场
- 支撑他观点的最有力证据
- 那一件只有他会告诉我、其他视角都不会说的事
What comes back are five completely different readings of the same topic. Practitioners see what scholars miss, skeptics challenge practitioners 'assumptions, economists expose interests that scholars ignore, and historians provide laws that economists cannot see.
With 60 seconds of work, you grab something that prompt will never find.
4. Prompt 2: Contradictory Map
Now let Claude find out where these five voices fight.Only in the fight can true understanding live.
基于上面 5 种视角,画出矛盾地图:
1. 哪里有两种或更多视角直接互相矛盾?
列出每一处冲突,以及具体是哪些主张在打架。
2. 哪种视角的证据最强?哪种最弱?为什么?
3. 有没有这样一个问题:一旦回答,
就能解开最大的那处矛盾?
4. 每一种视角都同意的是什么?
(这多半是真的——连对手都在确认它。)
5. 哪个话题是所有视角都没碰到的?
(这就是整个领域的盲区,往往是最有价值的发现。)
What comes back is a map of "Where are the experts and why they disagree." Most people skip this step, and it is the step that separates "superficial understanding" from "true experts."
What all five perspectives agree is mostly true. Without anyone touching it, you find a gap in the entire field.
5. Prompt 3: Comprehensive
Now let Claude pull everything together and write a research brief.
把 5 种视角和矛盾地图里的一切,综合成一份研究简报:
1. 一段话总结:像给一个只有 60 秒、
需要分寸而不只是标题的 CEO 做汇报那样,解释这个话题。
2. 5 条关键发现:我现在知道的最重要的东西,
按可靠性排序。每一条注明哪些视角支持、哪些挑战。
3. 隐藏的连接:一条不明显的、只有把 5 种视角
放在一起看才会浮现的发现之间的关联。
4. 可行动的洞察:基于全部证据,
一个 [你的角色] 的人,到底该做出什么不一样的动作?要具体。
5. 前沿问题:那一个一旦被回答,
就会彻底改变我们对这个话题理解的问题。
What came back was a brief report that was not written by any single expert: it took into account every angle, named contradictions, ranked reliability, and finally fell to a specific action.This is something that takes a doctoral student 48 hours to produce, and you get it in 90 seconds.
6. Prompt 4: Peer Review
STORM has a known weakness that Stanford's own researchers have highlighted:It doesn't criticize itself, source bias and factual mismatches will sneak in. This prompt is to ask Claude to rate his work to make up for the hole.
现在对你自己的研究简报做同行评审:
1. 置信度打分:给 5 条关键发现每一条
按可靠性打 1 到 10 分,并解释每个分数。
2. 最弱环节:你对哪条主张最没底?
需要哪些具体信息才能核实它?
3. 偏见检查:综合里哪种视角可能被过度代表了?
是不是某一种声音占了主导?
4. 缺失的视角:有没有一个我本该纳入的
第 6 个角度,会改变结论?
5. 总评:如果一位斯坦福教授来评这份简报,
会打什么分、为什么?他会让我修哪里?
What comes back is an honest physical examination of your own research: strong opinions, weak opinions, prejudices, missed angles. Real peer review takes months, and you do it in 60 seconds.
7 - 5-minute workflow
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First minute: Prompt 1 -Get 5 expert perspectives.
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Minutes 2 - 3: Prompt 2 -Get the contradiction map.
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Minutes 3 - 4: Prompt 3 -Get the research brief.
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Fifth minute: Prompt 4 -Know what is reliable and what is not.
It took a total of 5 minutes. Output: A multi-perspective briefing with contradictory analysis, synthesis, specific actions and reliability scoring.
It takes 40 to 60 hours for doctoral students to make this by hand. It is not because they are slow, but that "reading from five angles, drawing contradictions, synthesizing, and re-criticizing themselves." For a person's brain, it is 40 hours of work.
8. 7 usages you can get started today
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Before writing any articles or reports. Run these 4 prompts, and your manuscript will cover angles that others didn't expect.
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Before making major business decisions. Get five perspectives: practitioners tell you what works in reality, skeptics tell you where things can go wrong, and economists tell you who is benefiting.
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Before the interview. 5 minutes to study the company from 5 angles: a practitioner's perspective gives you jargon, a skeptic's perspective gives you sharp questions, and you walk in the door more prepared than anyone else in the room.
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Before investing. Long logic, short logic, historical parallelism, interest map, academic evidence, 5 minutes. Contradictory maps will tell you where the real risks live.
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Before learning a new skill. Draw a map of this field from five perspectives: practitioners tell you what to learn first, scholars tell you theory, and skeptics tell you what is overhyped. You just skip the noise.
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Before negotiation. Study your opponents from five perspectives: Find out their interests, weaknesses, and historical behaviors, and you enter with structural advantages.
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Before any speech. Run STORM through your topic, your slide show will answer it before the audience raises objections, and your Q & A session will be effortless.
9. Who is suitable for using this method
You are the kind of person who can read and ask hard questions. You don't want a 200-word summary that "sounds smart, but actually doesn't say anything."
You want to really understand one thing-quickly and with provenance, like Stanford graduate students, but without paying six years of tuition.
10. An uncomfortable fact
Stanford published it in 2024. The paper has been peer-reviewed, the code is open source, online tools are free, and there are only four prompts. But few people use it.
We are in an approximately 18-month window:People who learn to use AI to do good research will leave behind those who don't know. Not because they are smarter, but while others are still reading Google's first result, they have already run through 5 perspectives, a contradictory map, a synthesis, and a peer review.
After 18 months, this kind of workflow will be baked into every tool, and this advantage will be lost. Today, it is still a secret that lies there but no one picks up.
Pick a topic you need to study the most, open Claude, and stick Prompt 1. After 5 minutes, you will know more than someone who has been reading for days.
The prompt is all above, the method has been proved by Stanford, the rest is up to you.