創業公司能跑贏大公司，不是因為技術，而是組織換不動

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the ability to be an editor or reviewer is like 10x the leverage of of the person who actually has to create the thing.

做editor或reviewer的槓桿，是親自動手創造那個人的10倍。

Aaron Levie7:06

you have a window where startups can actually outrun these big companies um in a way that was just never economically feasible before.

你會有一個窗口期，創業公司真的可以跑贏這些大公司——這在以前經濟上根本不可行。

Aaron Levie8:07

we have a very real issue which is this you know on like super powerful super agent doesn't exist. It doesn't work.

我們面對一個很真實的問題：那種無所不能的超級智能體根本不存在，它不work。

Aaron Levie12:11

If if we had said 10 years ago that there'd be 20 30 40 billion dollars of market cap in the coding space and we would have been like well kind of GitHub is the only thing that's ever really even exited in the coding space.

如果十年前有人說編程賽道會出現兩三四百億美元的市值，我們會覺得不可能，因為GitHub才是編程領域唯一真正退出過的公司。

Aaron Levie14:11

it turns out that like traditionally legal review costs, you know, $2,000 per hour or $1,000 per hour for high-end work. Now, the agent can do that for5 or $10 an hour.

傳統上高端法律審查每小時收費2000美元或1000美元，現在agent每小時5美元或10美元就能做同樣的事。

Aaron Levie22:19

to hire a person costs a h 100red 200 $300,000 or whatever depending on the function. to bring in an agent might cost $1,000.

僱一個人，根據崗位不同，成本是一十萬、二十萬、三十萬美元；換成agent,可能只要1000美元。

Aaron Levie23:19

if you build it they will not come.

如果你把它做出來，人們不會自動找上門。

Aaron Levie31:29

數字與實體

術語

context rot上下文腐化

agent長時間運行後上下文信息退化、輸出質量下降的現象

spec-driven development規格驅動開發

先寫清晰詳盡的需求規格，再讓agent按規格生成代碼

sub agent子智能體

針對代碼庫某一部分或某類任務單獨配置的專職agent

TAM總潛在市場規模

一個品類理論上能觸達的最大市場空間

go-to-market市場打法

企業把產品推向客戶、形成銷售漏斗的整體獲客策略

PLG產品驅動增長

靠產品自身體驗驅動獲客和增長，而非純銷售驅動

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