人人都能一键开发时，PM的核心价值变成了审美与取舍

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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.

这有点像斯内普的魔药课：你把所有原料都放进去，也该对结果有所预期，但你同样要预料到会出现一点点魔法，而那魔法会是出人意料的、独一无二的。

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

部署能监控模型思维链的监控器，实际判断模型是否偏离了被赋予的指令、是否保持对齐，然后能够适当地介入干预。

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、推动达成共识、把混乱变成秩序的人，我认为变得非常重要，因为一旦没有这种能力，而我们又能这么快地去建造，速度本身就会制造混乱。

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.

实际上，六种肤色根本没法捕捉世界上肤色的多样性。不仅如此，它最初其实是为完全不同的用途设计的，是为医疗目的而建的。

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，是让你建的东西里有60%现在就能跑通，你的原型至少是能用的。然后还有大概20%,不完美，但够用了。

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.

我认为职业倦怠不只是来自工作量大。它来自两个地方：一是当你感觉到组织内部有反复和混乱的时候，这会带来倦怠；二是做你不享受的工作，这也会带来倦怠。

Tulsee Doshi45:56

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

你该提供的是洞察，模型该提供的是数据。

Tulsee Doshi48:58

数字与实体

术语

harness模型外壳/harness

包裹模型的系统提示、工具、技能和上下文，构成模型实际运行的环境。

Pareto curve of cost to quality成本-质量帕累托曲线

不同模型在成本和质量上的权衡曲线，用来为不同场景匹配不同大小的模型。

chain of thought monitoring思维链监控

实时读取模型的推理过程，判断其行为是否偏离指令、是否对齐。

flash teams闪电团队

为完成特定任务临时组建、高效协作、完成后迅速解散的工作团队。

Monk skin tone scaleMonk肤色量表

哈佛教授Monk基于人类学调研建立的10级肤色量表，比早期6级量表更能代表全球肤色分布。

Fitzpatrick scaleFitzpatrick肤色量表

最初为医疗用途设计的6级肤色分类标准，曾被早期AI模型误用作肤色评测基准。

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