Okay, so in this lesson we are going to build.
Uh, a uh level three application with orchestration frameworks and LMS.
But in this case we are going to use the second application.
Uh, we built in this block and we are going to add long chain and OpenAI in order to create a rack
application.
Okay.
So do you remember the second app we, we created, the one that was loading PDF files to Amazon S3.
So we are going to use that one as a as our starting point.
And from there we are going to build a rack application that will be able to ask questions, uh, about
the PDF files we have stored in Amazon S3.
Okay.
Something similar than the advanced application.
Uh, Seek Insights is doing okay.
So it's going to be the same functionality or.
Well, these are simple approach.
But the the goal is the same as always.
You are going to find more detailed information in the attached materials.
Especially as you know, the main document would be the notebook where you have a very detailed information.
And you will also have the code available to download from GitHub, and also the slides with a summary
of the content you have in the notebook.
So as in the previous lesson, we are going to integrate long chain.
We are going to integrate OpenAI.
And in this case we are also going to do it in the traditional way.
So we prepare this code before and the new 010 version from long chain.
A this this, this code is working for us because we have it in a virtual environment that has a an
old version of long chain.
But probably if you install this code, if you download and execute this code in your computer with
a new virtual environment, probably you are going to need to include the modifications, uh, from
uh, long chain 010 version.
You know how to do it.
We are going to include a reminder, uh, a video reminder for you to know what we are talking about.
We have included this reminder several times, uh, in the level one, uh, applications section.
We did it again in the level two application section.
And we are going to include it here just for you to, to be to understand that with the changes of the
version 010 of long chain, you need to import the packages in a different manner.
In a different manner.
This is the one of the main changes that is included.
So.
A we will do this and you will see the changes in the practical video that is coming next to this one.
And when we finish the practical video, we will go to a.
To a deep dive into the advanced LLM application we know already, which is the SEQ insights.
We are going to go there in in great detail to learn the components and the the way that this professional
application, this advanced professional application has been built.