Name: AI時代的思考術｜Steve Haupt｜TEDxHeilbronn (How to think in the Age of AI | Steve Haupt | TEDxHeilbronn)
Uploaded: 2026-03-05T21:52:53.000Z
Duration: 12 min 19 s

Earlier that day, a colleague sent me a link.

那天早些時候，一位同事傳了個連結給我。

Simple one at first, then more difficult ones.

一開始是簡單的，後來是難一點的。

Like the first time I was using Wikipedia or Google.

就像我第一次使用 Wikipedia 或 Google 的時候一樣。

And my whole life I believed computers cannot talk.

而我這輩子都相信電腦不能說話。

Not from fear, but from if I'm wrong about that, what else am I wrong about?

不是因為害怕，而是因為如果我對這件事錯了，那還有什麼是我錯的呢？

About learning intelligence, about my job, how to raise my children.

關於學習智能、關於我的工作、關於如何撫養我的孩子。

This was the starting point for my journey.

Not only to understand these new systems, but also to understand myself.

不僅要理解這些新系統，也要理解我自己。

My wife and I, we are right now expecting our third child.

我和我太太，我們現在正期待我們的第三個孩子。

Right now, in the darkness of the womb, neurons organize themselves.

現在，在子宮的黑暗中，神經元正在自我組織。

一個小小的手臂正在抽動一條腿。

The signals reaching the brain before the baby even is born.

寶寶出生前就已經能接收到大腦的訊號。

Slowly, vision, touch, sound is merging into one reality.

慢慢地，視覺、觸覺、聽覺融合為一個真實的世界。

A few months later, the baby tries to reach a block.

幾個月後，寶寶試著去抓一個積木。

每個小小的成功都在重塑大腦。

More and more complex models are created.

Mom's voice about hot stuff means trouble.

At around the age of two, something clicks.

大約兩歲的時候，有些東西就通了。

The brain is not just experiencing anymore.

Thought by thought, more sophisticated mental models are built about life, society, the future.

想法一個個累積，對人生、社會、未來建構出更精緻的心智模型。

Then one day, my child might walk into a beautiful venue, sits down.

然後有一天，我的孩子可能會走進一個很棒的場地，坐了下來。

但他們實際上看到的是什麼呢？

You get some sensory clues and hallucinate this room.

你得到一些感官線索，然後腦補出這個房間。

我的臉、我的聲音、我的故事。

You only see reality as your mental models allow.

你只能看見你的心智模型允許你看到的真實。

They don't need the sleepless night, this journey from the womb, the neurons organize in themselves until sitting in this chair and perceiving me right now, speaking.

牠們不需要經歷漫長的孕育期，從子宮開始，神經元就會自行組織，直到現在坐在椅子上感知我、說話。

This journey of my child is your journey.

我孩子的這段旅程，也是你們的旅程。

This journey works very well in a world that is stable.

這段旅程在一個穩定的世界裡，運作得非常好。

But our world today is not stable anymore.

但是我們現在的世界已經不再穩定。

We are living right now through a paradigm shift.

A paradigm shift means some new fundamental rules are changing.

典範轉移意味著一些新的根本規則正在改變。

New rules apply, rules that explain how the world works.

新的規則適用，這些規則解釋了世界是如何運作的。

Until a few years ago, only the human brain could formulate human language.

幾年前，只有人類大腦才能形成人類語言。

Everything you consumed, every text, every human language was coming from another human brain.

你所接觸的一切，所有的文字、所有的人類語言，都來自另一個人類大腦。

Now there's a second entity that also can produce human text.

現在有第二個實體也能產生人類文本。

Second, these systems are general purpose.

We don't have one AI for medicine, one AI for poetry, one for code.

我們不是為醫學開發一個 AI，為詩歌開發一個 AI，為程式碼開發一個 AI。

這是一個系統就能做到所有事。

Third, we are not building these systems like engineers building a car engine.

第三，我們不是像工程師打造汽車引擎那樣來建構這些系統。

我們給予它們獎勵，然後它們就會成長。

That's the reason why the companies building generative AI like large language models are surprised themselves about the capabilities.

這就是為什麼像大型語言模型這樣的生成式 AI 公司，對它們的能力感到驚訝。

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AI時代的思考術｜Steve Haupt｜TEDxHeilbronn (How to think in the Age of AI | Steve Haupt | TEDxHeilbronn)

perspective

perceive

conscious

mental