把值得记住的表达，慢慢收集。

数据质量

a common maxim here, which is garbage in, garbage out, really saying that data quality is is everything.

尽可能；尽量

So when you talk to developers, they wanna shift left as much as possible.

开发软件

She wanted to build software that could track her internet activity and tell her something about herself that she didn't already know.

领域专家

And I think our domain experts are probably best asset, even more so than our historical archives of content.

高级工程师

A senior engineer is going to have trouble running your code base locally.

业务规则

How can a graph enforce that an agent's actions are valid according to business rules?

反之亦然

So this idea that what's easy, what's hard for humans is gonna be hard for AI and vice versa, often leads you astray.

订阅

And if they want more conversations like this, as always, they can subscribe to our newsletter at newsletter.chainofthought.show.

承担繁重的工作；挑大梁

All of that can be federated and the harness does the heavy lifting of joining that information and providing the answer back.

充实；使更具体完整

It's not really clear how it'll get fleshed out.

语义记忆

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

摇钱树；稳定盈利来源

And it's taken them a while to figure out, okay, how do we approach this cash cow we have in search and not kill the golden calf while we are trying to grow the next era.

很快；迅速地

Both GitLab and GitHub actually had essentially the same vulnerability in short order, where and it's actually a good example for what I was describing, right?

体力劳动；人工劳动

Like initially you had to do a lot of manual labor, then that shifted.

起初；一开始

I think in the beginning it was a framework because people just didn't really have anything really settled down.

高层；地位高的人

And I think the common wisdom on this, including from very high up people who make important decisions, is just completely wrong.

副总裁

I am your host, Conor Bronsdon, and I'm excited to introduce today's guest, Olga Birgabaya, vice president of AI at Smartling.

再次感谢

So Jaime, thanks again for joining us and thank you everyone for listening.

非常喜欢……的人；超级粉丝

I'm also a huge fan of the team over at Modular.

每一个；全部的（用于强调）

based on everything that we know right now, I try to add up every last way that using a chatbot harms the environment.

细节决定成败；问题出在细节上

This is how I would approach this problem, but the devil is in the details.

自然语言处理

So I think like this is actually a new task in natural language processing.

向前推进；继续前进

It doesn't have to be, but this is a way to go forward.

取决于；依赖于

But they're actually very highly dependent on the models you use, on the prompt you use for the judge.

构建复杂可靠的系统

The main tool we have had historically for building complex, reliable systems has been this notion of modular decomposition, that you take a big problem, you break it down into smaller problems.

很乐意听取（某人的意见/反馈）

And I would love to hear from you about other topics you'd like us to go deep on.

一套工具

You can think of a harness as having an engine, which is a model using a set of tools.

开放权重

And we also use other open weight LLMs as judges as well for part of that too.

半打；六个

I mean, in the last two months, we've had at least a half dozen, if not more, open source models that have been released and surpassed that.

开放权重模型

And you know, obviously that the Qwen 3 series of models is an extremely capable and powerful series of open weight models.

协同一致地；协调配合地

so that everything actually works in concert, and so that leaders and individuals feel enabled to actually go out and solve problems?

垂直整合

It doesn't necessarily mean that the vertical integration works the other way around.

百分点

And we care a lot about like a 10th of a percentage point of resolution.

临时的；即兴的；专门的

It's about turning that ad hoc exploration into some kind of a business workflow.

典型代表；标志性例子

Like, Pets.com was like the poster child for the ridiculousness of 1999.

负有责任；需承担义务

And they may not be on the hook to continue to maintain that over the years.

第一步；起步

And so I think like the first step is anything that you do on a repeated basis.

就是这样；到此为止（用于断然强调）

This is an apprenticeship industry, full stop.

在最坏的情况下

And if you extrapolate to legal, healthcare, finance, many high stakes use cases, best, it's a poor user experience and at worst, it can be harmful or even dangerous.

求职申请

And then secondly is AI can also automatically customize every single job application according to that post.

初级工程师

And, you know, for the senior engineers, it's really easy to forget what it was like to be a junior engineer.

多米诺骨牌效应；连锁反应

They figure out how all this other stuff should work, and they see this massive amount of impact, and then that just has this domino effect across the entire enterprise.

跳过；略过

But I feel like a lot of people skip over the hard part.

时间尺度

That being said, the 80% being done by LLMs is not on a human time scale, right?

微调（模型）

And then you slowly go up the ladder to basically say, now do I need to fine tune it?

提示工程

Why does memory engineering deserve its own name, its own categorization, separate from prompt engineering or context engineering?

人工智能产品

And today we are talking about something every AI product team is wrestling with right now.

微调（模型训练）

Then you have to add that context and provide that context to the model without necessarily fine tuning it.

长期运行的智能体

You have many long running agents where the output is not a piece of text.

决策

And it's been interesting to see how your perspective has really informed Cisco's decision making around product development.