把值得记住的表达，慢慢收集。

可与……相比；与……相当

But that 40,000 number isn't, you know, directly comparable to something like the National Vulnerability Database or something.

即将发生；等待着

As I said, we've got big things in store for season two.

模型系列；模型家族

Where, if there's a negative handoff between different model families or different agents, there can be major problems.

强化学习

And so does more data, but our view is, is that compute is best spent on reinforcement learning.

人类

So we believe the AI should interact with human beings just like how we interact with each other.

提问；问一个问题

If you ask a question, you want the right answer right.

职位描述

Isn't the company using AI to run the job process, to write the job description, to help interview candidates?

集成电路

It's a very tiny chip and an integrated circuit that is completely designed for security.

取决于；依赖于

Of course, this monitoring is dependent upon what use case folks have.

权宜之计；治标不治本的方案

You know, fancy dashboards being a panacea and, you know, a Band Aid solution, not something that actually solves everyone's problems.

明确的界限；强硬立场

So that's a very hard line that we draw.

数据平台

And the agentic stuff, the agentic data plane builds upon the data platform, But it's really infrastructure that we use.

提示注入（攻击）

They enable real time guardrailing for things like EII, toxicity, prompt injection attacks, and more.

好问题（称赞提问的说法）

It's a great question by the way.

编码智能体

You don't say, hey, I want my coding agent to be better at COBOL and hospital systems.

大问题；严重问题

So that's actually a really big problem, which I feel like people aren't really talking about as much.

向量搜索

So we quickly found out that vector search was not all you need, right?

自由意志

Usually how it's framed is you have free will if your next action is not fully determined by your history, like the entire input that you get.

数据科学家

And so, like, you very quickly arrive at the very similar skill set of a machine learning engineer or a data scientist.

客户服务

So for the very familiar one, I think we've all interacted with a customer service chatbot.

骗子

So one of the things, Conor, I share over there is the fact that my childhood was pretty rough, and I grew up through an abusive dad who was a con man.

最重要的；第一位的

I think the number one thing was it's a very exciting time to be alive in technology.

一张纸

And he said to me, take a piece of paper before you start your next job and create four columns.

记忆存储库

You said who can read and write, so sharing context doesn't mean opening up your whole memory store.

撰写关于……的内容

And if I write about it, I will very quickly understand where I don't understand things.

工作记忆

We have working memory, We have episodic memory, we have semantic memory, and we have procedural memory.

处于领先地位；占得先机

From a tooling standpoint, I think we're fairly ahead of the game there.

时间段

Now, you may have more users today, so maybe you can actually realize more value and get more usage in a shorter time period, so maybe that's evening out.

当前状态

that's kinda like the current state of the art or like the current state of things.

低成本

to be able to do it at very low cost, which is really good to see.

决策者

Because just because I may have said something in a Slack thread, I may not be the decision maker for this.

核能

And there's a clear signal from regulators that they're going to open up the opportunity to build more, nuclear energy.

为……感到自豪

So one of the things that we are proud of is that whatever we generate is a valid application.

数据源

And agents now need to, in order to process that return, it has to talk to multiple data sources.

构建智能体系统

When you're building agentic systems, the hardest problem to solve is to actually create those eval data sets.

系统分析师

It used to be called a systems analyst in like the 60s.

在镜头前；上镜

Just tell Andrea, you know, he looks great on camera.

饱和点；达到极限的临界点

But we have now kind of hit a saturation point where, okay, like, yeah, we can keep throwing more compute at this problem.

数量级

So like we're talking, you know, an order of magnitude smaller in terms of size.

最终用户

Like for a long time, we always believed that decreasing latency would be a better end user experience.

单元测试

I've said before on Chain of Thought that most teams still treat evals like unit tests.

核心群体；核心团队

So I'm curious if you think we're going to see an explosion in personalized software outside of, you know, a core group of developers who want to throw code at things.

新一代

I think that's where a new generation of personalization applications started, both at Meta and then at Netflix.

产品经理

So designer used to do this, product manager used to do that, developer used to do this.

工程负责人

So, let's say I'm an AI developer or AI engineering leader who's listening to this conversation.

几个月

There was a deal that we were working, probably a few months back, even before we launched our studio.

（某事件或变革的）中心、发源地

And I find it really fascinating that you were at ground zero of this, I'll call it data transformation.

很希望看到

So I would love to see open source models come out that are small, they can run on a Mac Mini.

一年前

Like, a year ago, we were barely talking about agents, and now they're seemingly everywhere.

喘息的空间；余裕

The point of AI is to give us the breathing room to focus on the things that are really important to us and to take off the mundane and the dull and the dreary and the routine and the mindless.