So I hope that you are gobsmacked by this. 所以我希望你对此感到惊讶。
This was really, really cool. 这真的非常非常酷。
Uh, I think I just just counted it up. 呃，我想我只是算了一下。
I think that in total running this framework involved, I've counted this upright, uh, 34 model calls 我认为在运行这个框架的过程中，我统计了 34 个模型调用
in total to do all of this. 总共完成所有这一切。
29 Lrms, five, uh, neural network calls, um, including each of the parts of that agent loop as 29 Lrms，五个，呃，神经网络调用，嗯，包括该代理循环的每个部分
a separate call. 单独的呼叫。
Um, because it was like a different, different call to to to to um, uh, out of that, it's we were 嗯，因为这就像一个不同的、不同的呼叫 to to to 嗯，呃，从中，我们是
calling three different frontier models GPT five, GPT five one, and anthropic, uh, Claude, uh, 称三种不同的前沿模型为GPT 5，GPT 5 1，以及人择，呃，克劳德，呃，
45. 45.
And we were calling three open source models, our fine tuned specialist model, uh, the all mini LM, 我们调用了三个开源模型，我们微调的专业模型，呃，全迷你 LM，
l6, v2, uh, encoder from Hugging Face and OSS, uh, that we used for GPT oss 20 that we use for l6，v2，呃，来自 Hugging Face 和 OSS 的编码器，呃，我们用于 GPT oss 20
pre-processing. 预处理。
So three frontier, three open source models. 所以三个前沿，三个开源模型。
29. 29.
LMS plus five neural network calls to to our deep neural network for a total of 34 model calls, all LMS 加上五个神经网络调用我们的深度神经网络，总共 34 个模型调用，全部
collaborating together in order to achieve this result of finding a Dell 16 Plus Ultra that got sent 共同协作以实现找到已发送的 Dell 16 Plus Ultra 的结果
to me as a push notification that that is quite a platform. 对我来说，这是一个推送通知，这是一个相当不错的平台。
It's quite a product. 这是一个非常好的产品。
Uh, so I hope you enjoyed this. 呃，所以我希望你喜欢这个。
I hope you've been able to get this to work yourself. 我希望您自己能够做到这一点。
Remember, if you hit any technical snafus because there's a lot going on here, you can comment stuff 请记住，如果您遇到任何技术问题，因为这里发生了很多事情，您可以发表评论
out. 出去。
You can reduce the complexity of the ensemble model. 您可以降低集成模型的复杂性。
Just just calling one of those models for sure. 只需调用其中一个模型即可。
Uh, you can simplify down in many different places if all of the moving parts aren't working for you, 呃，如果所有的活动部件都不适合你，你可以在很多不同的地方进行简化，
but I hope they are. 但我希望他们是。
And I hope you're seeing something like this. 我希望你看到这样的事情。
And if you just want, if you're just in it to get the intuition, then it's just important to see that 如果你只是想要，如果你只是为了获得直觉，那么看到这一点就很重要
it really wasn't that hard to build this sophisticated platform with six different 6 or 7 different 用六种不同的 6 种或 7 种不同的方法构建这个复杂的平台确实并不难
models collaborating on this across 34 different calls. 模型在 34 个不同的调用中对此进行协作。
Uh, with this fantastic outcome. 呃，有了这个奇妙的结果。
All right. 好的。
I will see you for the wrap and take one more look at the architecture that we built and, uh, take 我会在总结中见到您，并再看一下我们构建的架构，然后，呃，采取
great pride in it. 对此深感自豪。
And if you've managed to tweak it and do anything different, I would love to hear about it. 如果您设法调整它并做任何不同的事情，我很想听听。
This is, uh, been so much fun building this. 呃，构建这个非常有趣。
And you're probably thinking, was that that was the finale, right? 你可能会想，这就是结局吧？
That was that was really great. 那真是太棒了。
No, there's still more. 不，还有更多。
There's still a little bit more. 还有一点点。
We've got one day left of this thing. 这件事我们还剩一天了。
One more day. 还有一天。
It's a short day, but it's a great day and it will be our final, final finale, the finale of finales. 这是短暂的一天，但却是伟大的一天，这将是我们的最后、最后的结局、结局中的结局。
We will finish the Agentic workflow by adding in things like memory and stuff like that, and by the 我们将通过添加诸如内存之类的东西来完成 Agentic 工作流程，并且通过
end of it, not only will you be able to do everything on this slide that I'm not going to say yet again, 结束后，您不仅能够完成这张幻灯片上我不会再说一遍的所有操作，
you'll be able to do all of this, and you'll also be able to say, you know what? 你将能够做到所有这些，而且你还可以说，你知道吗？
At this point, I am an AI engineer. 此时，我是一名人工智能工程师。