把值得记住的表达，慢慢收集。

受到严格监管的

There's multiple highly regulated industries you've mentioned here, healthcare, finance, and others that are already seeing value.

沟通渠道

The reason why we've done that is because that's a high bandwidth communication channel to the human brain.

人工智能时代

The way I would define it is we have to be the critical infrastructure for the AI era.

命令行界面

And the developers there are not the ones who would normally spend their time on a framework, on a command line interface, and go through Python packages and modules.

未来几个月

I'm curious, what do you wanna see from Galileo as we build for the next few months?

早期阶段；初期

And back in those early days, yeah, context engineering was a huge part of what you did.

基础设施方面的工作

Everything needs deep customization and infrastructure work to effectively address problems in challenging industries, particularly for highly regulated ones.

失效模式；故障模式

And I think here we see the same type of failure mode when it comes to AgentWare.

市场调研

You want to use it to do market research or help you with the presentation.

防线；防御手段

I do feel like they should not be the first line of defense.

API 调用

It's not an API call anymore where you're just getting the output and that becomes your product, right?

合成数据生成

She's describing something that would become a cornerstone of modern AI development, synthetic data generation.

略有不同

I think for every use case and every organization and every situation, that's going to be slightly different.

横截面；有代表性的一群（样本）

So to me that kind of it's a good cross section, especially because that conference, it represents the builders who are building at the edge.

压力测试

You know, they'll stress test all their systems and make sure that they're not gonna completely implode.

相变；根本性转变

And this created this massive phase change as we threw more and more compute at it and more and more data.

（对软件）反复修改、折腾

So if you want if you want something that's a little bit more open that you can kind of hack on and tweak and change, those are also two great options.

工具调用（模型发起的对外部工具的调用）

It's running multiple tool calls and searching through that to come up with its own best definition.

认知负荷

So how can I reduce the cognitive load so that they can focus on things?

基准真值；标准答案数据

Once you create authored, you're essentially authoring this dataset, which is the ground truth dataset for that metric.

数据集

You take all the outputs and you're just trying to check them if they meet the unique spec for the benchmark or data set you're building.

基本原则

So this is something that has proven to be a good fundamental principle for the design of protocols.

命令行

And the developers there are not the ones who would normally spend their time on a framework, on a command line interface, and go through Python packages and modules.

在内部；在底层运作机制上

How is MCP going to enable that and what's actually happening under the hood?

令人非常头疼的麻烦事

It's a giant pain in the ass.

在某种程度上；以某种方式

But that alone isn't enough as well, because everything agents are doing is in some way on behalf of humans.

最大的挑战

So the biggest challenge that exists today in the world of data management is master data management, right?

新功能

And he's actually contributed to some of how we've designed some of our new features on our platform as we've thought through this problem too.

代码生成

How are you feeling about this current explosion of code generation and the moment we're experiencing in AI?

被落下；被甩在后面

And if you don't, you will be left behind and be irrelevant.

从设计上；本质上就是如此

The good piece is that email is asynchronous by design, so it's sort of like okay.

事实上的；实际上的

They're running on GitHub because it's kind of de facto and it's kind of the main tooling around.

数据点

Being able to look at that data and then say, OK, well, that data point is what we're going to bring back into our system to go fix it, that is really, really helpful.

向某人逐步讲解；带某人过一遍

Can you walk us through the key evolutionary steps that Cohesity has taken moving from this initial focus towards enabling broader data intelligence and now AI?

时间范围；期限

And to get to that with AI, I think the time frame will be much shorter because we are just more advanced as a species.

忠于；坚持

But to me, in terms of projects, what I like to tell people to do is just stay true to your intentions.

在早期；早些时候

And often that's where managers fail and kind of lose trust if they don't accelerate things early on.

推动力；主要动力

So these three areas optimization, ensuring a responsible implementation of the technology, and bringing automation to every single corner of enterprise has been the driving force for what we are designing as part of the platform for Watson X.

碰巧；恰好

It just so happens that these generic metrics are most of the time not helpful at all.

人工智能领域领导者

Because I think it'll be really informative for other AI leaders who are listening and thinking through, okay, how do I need to scale up my team?

边缘情况；极端情形

The queries we're going to get are much, much more complex and involve a lot of different edge cases.

解决问题

Like, for example, if I'm needing help writing or problem solving, I actually prefer Claude over GPT often.

人性

And finally, I think another one of the big challenges is human nature.

股票市场

And they discussed in their conversation with Vikram how to balance the pressure from business leaders and from the stock market to adopt AI with the need to justify spend while avoiding risky investments.

数据管理

And the problem we had was around data management of it and keeping it up to date.

数学老师

After graduation, she became a high school math teacher, And it was there watching her students struggle with handwritten Chinese characters that something clicked.

一行代码

Even before you write your first line of code, you should have a test framework.

高高在上；自命不凡

Um I wish I could sit on a high horse and tell you that we have some solution, but actually, I think they've already gone stale at some point.

人工智能公司

Like not every AI company is going to be a massive success, despite some of the valuations we're seeing.

做客节目；参加节目

So so thank you so much for coming on the show and spending your time with us.