创业公司能跑赢大公司，不是因为技术，而是组织换不动

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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的杠杆，是亲自动手创造那个人的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.

你会有一个窗口期，创业公司真的可以跑赢这些大公司——这在以前经济上根本不可行。

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.

我们面对一个很真实的问题：那种无所不能的超级智能体根本不存在，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.

如果十年前有人说编程赛道会出现两三四百亿美元的市值，我们会觉得不可能，因为GitHub才是编程领域唯一真正退出过的公司。

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.

传统上高端法律审查每小时收费2000美元或1000美元，现在agent每小时5美元或10美元就能做同样的事。

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.

雇一个人，根据岗位不同，成本是一十万、二十万、三十万美元；换成agent,可能只要1000美元。

Aaron Levie23:19

if you build it they will not come.

如果你把它做出来，人们不会自动找上门。

Aaron Levie31:29

数字与实体

术语

context rot上下文腐化

agent长时间运行后上下文信息退化、输出质量下降的现象

spec-driven development规格驱动开发

先写清晰详尽的需求规格，再让agent按规格生成代码

sub agent子智能体

针对代码库某一部分或某类任务单独配置的专职agent

TAM总潜在市场规模

一个品类理论上能触达的最大市场空间

go-to-market市场打法

企业把产品推向客户、形成销售漏斗的整体获客策略

PLG产品驱动增长

靠产品自身体验驱动获客和增长，而非纯销售驱动

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