① 他说过的话

9 条

但在大规模下，当你有数千台服务器时，一年一两次的故障就变成了每周或每月一次的故障，所以你需要有相应的系统来很好地应对这种情况。
But at a large scale, when you have thousands of servers, a once or twice a year failure becomes a weekly or monthly failure, and so you need to have systems in place to deal with this very well.
—— Ben · [05:41]

指向原始笔记的链接

在某些情况下，人们甚至不再亲手写任何一行代码了。AI 实际上在写你的所有代码，审查你的所有代码，而你只是在引导这些智能体去做这些事。
In some cases, people are not even writing any lines of code anymore. AI is actually writing all of your code, reviewing all of your code, and you’re just sort of guiding these agents to doing that.
—— Ben · [11:44]

指向原始笔记的链接

所以这是那种——底层现实中是非常复杂的基础设施在扩展你的系统——但只要你为它提供合适的接口，比如简单的配置文件，这些能力对任何想要扩展的公司来说都变得容易接触得多。
So this is one of those things, very complex infrastructure in reality under the hood that is scaling your systems, but you provide the right interfaces for it, like simple configuration files, and those things become much more accessible to any company trying to scale.
—— Ben · [13:55]

指向原始笔记的链接

我记得几个月前 GitHub 发过一条推文，大概说他们的流量比原本就已经极高的负载又涨了两三倍甚至四倍，而这几乎全部归因于 AI 智能体，对吧？
I think there was a tweet a couple of months ago from GitHub that basically said like their traffic had like two or three or four x from what already was an extremely high load, and pretty much all of that was attributed to AI agents, right?
—— Ben · [14:22]

指向原始笔记的链接

而且结果某种程度上证明，当你真正专注于开发者体验的核心时，你最终得到的东西同时也是非常好的原语，能让 AI 安全、可靠地与数据库协作并帮助它扩展。
And it does kind of turn out that when you really focus on that core of the developer experience, what you actually end up with is also very good primitives for AI being able to work with a database safely and reliably and helping it scale.
—— Ben · [18:12]

指向原始笔记的链接

从那以后，Engine 已经扫描了超过 7000 万条追踪记录，并为今天正在使用它的众多客户创建了超过 21000 个问题。
And since then, Engine has scanned over 70 million traces and has created over 21,000 issues for the many customers that are using it today.
—— Ben · [01:31]

指向原始笔记的链接

但也许这种内部使用最有趣的地方在于，我们实际上是在 Engine 之上运行 Engine。
But maybe the most interesting of this dogfooding is that we actually run Engine on top of Engine.
—— Ben · [05:57]

指向原始笔记的链接

如果是一个所谓的「愚蠢」任务，有时候用一个更笨或更小的模型反而更好，而不是用那些非常昂贵、非常臃肿的最先进模型。
If it’s a quote-unquote dumb task, it’s sometimes better to use a dumber or a smaller model as opposed to these state-of-the-art models that are really expensive and really bulky.
—— Ben · [07:18]

指向原始笔记的链接

但我们对 Engine 的愿景是：发现问题、修复这些问题、测试那个修复方案，全部自主完成。
But the vision that we have for Engine is the finding of problems, the fixing of those problems, and the testing of that fix all autonomously.
—— Ben · [13:42]

指向原始笔记的链接

② 出现在这些集

3 集

• 《对冲基金掌门人全员押注 AI:备忘录、数据湖与“数字员工”》 — 作为主持
• 《快速迭代，但别把数据库搞挂》 — 作为主持
• 《用一个智能体去修智能体:LangChain 如何打造 Engine v2》 — 作为主持

③ 他谈到的

点进去有真内容 —— 本页主要出口

智能体 · Will · PlanetScale · LangChain · Walleye · Cursor · LangSmith · Current · Postgres · Engine

④ 也在聊「组织与领导力」的人