人人都能一鍵開發時，PM的核心價值變成了審美與取捨

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it's kind of like, like Snape's potions class, right? So you can put all the ingredients in and you should be thoughtful about what you expect. But you also have to expect that there will be a little bit of magic and that that magic is going to be surprising and that magic is going to be unique.

這有點像斯內普的魔藥課：你把所有原料都放進去，也該對結果有所預期，但你同樣要預料到會出現一點點魔法，而那魔法會是出人意料的、獨一無二的。

Tulsee Doshi3:03

deploying monitors that can monitor the model's chain of thought and actually identify whether the model is misaligned with its directed actions or whether it is aligned and then being able to intervene appropriately

部署能監控模型思維鏈的監控器，實際判斷模型是否偏離了被賦予的指令、是否保持對齊，然後能夠適當地介入干預。

Tulsee Doshi10:10

someone who can bring people together and drive consensus and turn chaos into order. I think becomes actually really important because in the absence of that and the ability to build as quickly as we now can, speed can basically introduce chaos

能把人聚到一起、推動達成共識、把混亂變成秩序的人，我認為變得非常重要，因為一旦沒有這種能力，而我們又能這麼快地去建造，速度本身就會製造混亂。

Tulsee Doshi20:19

Realistically, six skin tones cannot capture the diversity of skin tones in the world. Not only that, it was actually built for an entirely different purpose. It was built for like health care purposes.

實際上，六種膚色根本沒法捕捉世界上膚色的多樣性。不僅如此，它最初其實是為完全不同的用途設計的，是為醫療目的而建的。

Tulsee Doshi26:34

what you want to do is actually build such that like 60% of what you've built works now. And your prototype is at least functional, right? Then there's a set of maybe the 20% where you're like, it's not perfect, but it like works well enough.

你真正要做的，是讓你建的東西里有60%現在就能跑通，你的原型至少是能用的。然後還有大概20%,不完美，但夠用了。

Tulsee Doshi33:40

I think burnout comes not just from working a lot. It comes from, I think, two places. I think it comes, one, from when you feel like there is churn and chaos. I think that introduces burnout. I think the other thing that introduces burnout is work that you don't enjoy.

我認為職業倦怠不只是來自工作量大。它來自兩個地方：一是當你感覺到組織內部有反覆和混亂的時候，這會帶來倦怠；二是做你不享受的工作，這也會帶來倦怠。

Tulsee Doshi45:56

What you should be providing is the insight. What the model should be providing is the data.

你該提供的是洞察，模型該提供的是數據。

Tulsee Doshi48:58

數字與實體

術語

harness模型外殼/harness

包裹模型的系統提示、工具、技能和上下文，構成模型實際運行的環境。

Pareto curve of cost to quality成本-質量帕累托曲線

不同模型在成本和質量上的權衡曲線，用來為不同場景匹配不同大小的模型。

chain of thought monitoring思維鏈監控

實時讀取模型的推理過程，判斷其行為是否偏離指令、是否對齊。

flash teams閃電團隊

為完成特定任務臨時組建、高效協作、完成後迅速解散的工作團隊。

Monk skin tone scaleMonk膚色量表

哈佛教授Monk基於人類學調研建立的10級膚色量表，比早期6級量表更能代表全球膚色分布。

Fitzpatrick scaleFitzpatrick膚色量表

最初為醫療用途設計的6級膚色分類標準，曾被早期AI模型誤用作膚色評測基準。

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