提出正确的问题

我的理解

理解颠覆性技术,最重要的任务是提出正确的问题而非急于求答案。本课梳理了关于 GenAI 最关键的五个问题,其中「如何有效使用」与「GenAI 与人类有何不同」仍然开放,这两个悬而未决的问题构成了整个模块的探索核心。课程鼓励学员不要拿走结论,而是拿走得出结论的方法论。最终聚焦于两个结论:幻觉是有用 GenAI 的基本特性;有价值的成果几乎总需要反共识的正确判断,而这恰恰是 GenAI 给不了你的。

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原文

Lesson 39 of 68 提出正确的问题 / Asking the right questions

理解一项颠覆性技术,最重要的任务是提出正确的问题。去年,我们总结了关于 GPT 的五个最重要的问题。经过一年的发展,人们已经达成了一些共识:

GenAI 是一次范式转变吗?——是

如何理解它的颠覆性?——堪比 GUI

构建它有多难?——只有少数公司能做好,但不会形成垄断

如何有效使用 GenAI?——尚不明确 ← 本课程的重点

它与人类有何不同?——尚不明确 ← 本模块的重点

对 GenAI 的发展做出预测并不容易,因为它发展速度极快,可选路径也非常多。本模块的价值不在于我们得出的结论,而在于我们如何得出这些结论,这一点我们会着重强调。我们鼓励你运用批判性思维、结合自身的领域知识,得出属于你自己的结论。

但如果你认同我们的逻辑和框架,我们希望你带走两个结论:

幻觉(Hallucination)是有用的 GenAI 的一项基本特性,但最聪明的人类同样会产生幻觉。要善用它。

有价值的成果几乎总是需要持有反共识(且正确)的判断,但 GenAI 不会主动给你反共识的观点。这一点要靠你自己。

English Original

The most important task in understanding a disruptive technology is to ask the right questions. Last year, we summarized five most important questions about GPT. After a year of development, people have reached some consensus:

Is GenAI a paradigm shift? – Yes

How to understand its disruptiveness? – Comparable to GUI

How hard is it to build? – Only a few companies can do it well, but not going to be monopoly

How to use GenAI effectively? – Unclear ← Focus of our course

How is it different from humans? – Unclear ← Focus of this module

Putting out a prediction on the development of GenAI is not easy, given how fast things develop and how many options are out there. The usefulness of this module is not in our conclusions but how we arrived at our conclusions, which we will emphasize. We encourage you to apply critical thinking, apply your domain knowledge, and reach your own conclusions as well.

But if you decided that you agree with our logic and our framework, there are two conclusions we want you to takeaway:

Hallucination is a fundamental feature of useful GenAI, but the smartest humans hallucinate too. Use it well.

Valuable outcomes almost always require holding contrarian (and correct) convictions, but GenAI will not offer you contrarian views. That part is on you.