In this lesson, we are going to talk about the main challenges on each phase in the full cycle of developing
professional LLM applications and the lessons learned about them.
We are going to see these challenges in detail in the next practical lesson.
But now let's talk about them quickly.
So in the prototyping.
Face of the cycle we are well launching told us that LM app Development teams are finding these four
main challenges.
How to identify what fails, how to iterate an experiment, how to make comparisons between different
versions, and how to evaluate a prototype.
We will talk about this in detail later in the beta testing stage.
The chain is telling us that they observe that LM app development teams are facing one main challenge
how to process and analyze the user feedback.
And finally, in the production phase, Land Chain team are telling us that the developers of LM Applications
professional LM applications are finding mostly two big challenges regarding performance and improvement.
We will talk about them later.
So these are the four challenges we are going to be focusing on in the prototyping phase.
How to identify what is failing, how to iterate and experiment, how to compare the performance and
how to test the performance.
We will see this in detail.
We will see the challenge.
We will see how to solve this challenge using Lang Smith.
And then we will see Lang Chain uh, at work solving it in a real application for the beta testing phase.
We are going to see this challenge how to process and analyze the feedback of the initial users.
We will see the challenge.
We will see how Lang Smith solves it and how Lang Smith at work, uh, does it.
And in the production phase, we are going to see these three main challenges how to keep processing
and analyzing the user feedback, how to measure the performance of the application and how to keep
improving the app.
So we are going to see these challenges in detail.
Uh, we are going to go to the practical lesson in order to see a deeper explanation of these challenges.
And it will be I'm telling you, it will be super interesting for you.
And once we finish the description of the challenges, we will go to see how Lang Smith solves the challenges
in the in each of the, uh, phases.
Okay.
So we will go to the prototyping, then the beta testing and then the production phase.