Agentic AI Lecture 4

Its process has been discovered. Now we will see how we can convert that process into diagrams. You don't need to go into such criticality in depth. But what do you say? You should have an idea of the flow. You will get an idea of the flow. Then you can easily convert it. What do you say? Into your agent or workflow. Okay? So what do you say? Let's try to convert it into a diagram. Okay? So first of all, let's read a small syntax. Let's read the syntax without going into too much technicality, what are the things. Then we will take a hypothesis, convert it into a diagram, and then continue our lecture. Okay? Meaning, you have a hypothesis that we created ourselves yesterday. Okay? We have a hypothesis. Then we will first convert it into a diagram. Simple, so that we know which node to put where. In N, okay? Then what should happen after this? Okay? Which node should I put after this? Then what will happen after this? Okay? So when we get this understanding, we will know the flow, we will have the flow defined. It will be easy for us to create the workflow in N. Then we will only have to configure the nodes. That's it. And we will have to get the API. Yes, okay. Shall we move on? If there is any confusion, tell me. Okay. First of all, let's read some notations. Some diagram notations. We have to make a diagram. So I have made a diagram like this. Okay? You might not understand what I have made, how things are working. So I will give you a brief explanation. You don't need to read things in depth. You have to make a very rough diagram so that you get an idea of what kind of agent I am going to build. What will be my workflow pattern? That's it. Okay? So activity. First of all, we read activity. Activity is the thing that is happening. Okay? For example, download a file. Okay? From Google Drive. This is an activity. If I have defined an activity in a flow, what do you say? Then it will be easy for me to know which node to put here. Although you haven't read the in-depth details of nodes yet, but which node can be written here? You tell me now. Understanding Google's will be used. Okay sir, I didn't understand. Meaning, the first one is activity, then the second one. Okay. It's okay. Is my voice clear to everyone? Yes sir. Yes. Okay. Now I will do an activity. Okay? I have a hypothesis. Let's say I call this hypothesis that it comes under this hypothesis that first of all, what happens is download a file from Google Drive and then send the file to LLM. LLM to summarize it and make the post. Okay? From the summarization and then post it on Facebook. So what can be its basic diagram? First, download file from Google Drive. We will be following this pattern, right? First, download a file from Google Drive. Okay? Then send the file to the LLM. LLM will be then summarizing the file. We will be sending the summary to the LLM so that it can create a post for us and we will post it on Facebook. Okay? So this is some pattern we are following. Now, when we go to implement this in N, how easy it has become for us to implement this. Okay? This is the flow. These arrows, these are flows. Where is this flow going? Okay? First download, then send to LLM. Then summarize it. Then post it on Facebook. This is the flow. This has become our automation. What it will do is, whenever it goes to Google Drive, it will download any file uploaded on Google Drive. Send it to LLM. Get its summary. Send it back to LLM. Then get the post and post it on Facebook. This will all be automatic. I have just made a workflow on the fly. Okay? Now, when I go to convert this into N 10, how easy it will be for us. Looking at this diagram, I have made a diagram on a rough paper. Now I know what I have to do first. Okay? I will just go. I have to create a Google Drive node. Set up its API. The node will be set up. Then I have to go to LLM. Create an LLM node. Set up the child's API. That's it. Okay? Give it a prompt according to prompt engineering. Then what will I do? I will send the summary that came as an output back to LLM. Obviously, you will do prompt engineering again. Then it will give you the post. Then I will upload that post to Facebook. Now, how easy it is for me to put nodes. Rather than if I hadn't made the diagram, it would have been more difficult for me to create nodes by looking at the hypothesis, or by looking at the diagram. By looking at the diagram. Okay? So, any confusion here? Now, how to make a diagram? Let's go to its process. We have seen what a diagram is. Why it is necessary to create it. It will be very easy to work in N 10. And maybe tomorrow you won't use N. You might use JPL. You might use Met. You might use custom code. You will know the flow. It will be easy for you to know how to build this. How to automate it. Clear? Yes. Let's move on. What have we seen so far? A diagram has two parts. Two components basically. There will be two components of the diagram. One component will be activity and one component will be event. Simple, don't go into complex things. Okay? Very complex diagrams are used. I will send you the notes, but there is no need to go into such complex things. Having a basic level of understanding is more than enough. What does activity do? The work that is happening. As I told you, download Google file. Event means something happens. Meaning, whenever something is uploaded on Google, or a user fills a form, then this happens. This is an event. Or a message comes. Okay? So, an event says, if this work happens, then this is that node. Activity is, you have to do this work. You have to perform this activity. Okay? Download a file from Google Drive. And event, as the name suggests, an event is a function, an event is happening. So, based on that, our flow will be defined. Our program's or our agent's flow will proceed. Clear? Shall we move on? Okay? Now, events can be of different types. Events can be input events. Okay? Output, meaning exit events can happen. Input events will come in every node. Okay? And we had read all the input events that day when I gave a basic overview of N 10. Okay? Apart from that, it can be a message event. Meaning, it is possible that we receive a message, and based on that message, I perform that work. Okay? If I get a message "yes", then I will perform this. If I get a message "no", then I will perform this. Okay? Apart from that, you might have a time event. Like we read the scheduler that day. Okay? That this should happen at 10:00 AM. So these are different types of events. Okay? Apart from that, there can be an error event. Meaning, what do you say? An error has occurred, so how to behave accordingly. So these are different types of events. You just need to have basic knowledge of this. Now you have a hypothesis. You just need to convert it into a diagram. You can easily understand it. Okay? Shall we move on? Yes sir. Apart from that, we have gates. If someone hasn't read gates, this is a concept from physics. These are logical gates. You can consider them simple, they define the program's flow. That day we saw the flow of "else", meaning if this happens, do this. If this happens, do this. Okay? Or do this. So we have to make our flow diagram in the program, right? That the flow goes here, or here, or here. Where does it go? Okay? So for that purpose, our gates work. You just need to remember these three things. And what do you say? We won't go into more complex things. An activity, an event, and gates. What is activity? The work that we have to perform, that we have to automate. Okay? In which APIs etc. will be used. Event is, if something happens, based on that, we have to run our program's logic further. Gates are, they define our flow. Gates are of three types. AND gate, OR gate, and XOR gate. What does an AND gate do? For example, I have run this gate. I have two paths coming from here. Okay? And let's say two more paths going further from here. Okay? I am getting input from two places. From three places. There can be multiple cases. Okay? So the AND gate ensures that until I receive values from both here and here, I will not proceed further. And until I send values to both places, if it is giving output, giving input, then in short, the AND gate says that data must be taken from all incoming paths. All data must be taken. In short, let me give an example. Let's say I give an example, you are distributing food. Okay? There are three lines formed. You have to ensure that everyone in this line gets food, everyone in this line gets food, everyone in this line gets food. Then it will proceed further. Okay? I have given an example in this way. So it says that first this work will be done, then this work will be done, then I will proceed further. There can be many such cases, like until I get a message from the manager and it is 10 o'clock. Until this work is done. Do it after 10:00 AM. Never do it before 10:00 AM. And until the manager tells me to do this work, don't do it. So until both these things happen, your program will not proceed. So in that case, which one will we use? AND gate. AND gate. Meaning, it is ensuring that both tasks are happening. Okay? Meaning, you go to the airport. Okay? At the airport, your luggage will be checked. Your personal check will also be done. Until both these things happen, you cannot sit on your airplane at the airport. You cannot board. Okay? So these things, if for example, someone is creating an airport workflow, they will use an AND gate to show this. That luggage is being checked, and personal checking is also being done. Then they are proceeding further. So in that case, AND gate. What is an OR gate? Simple, in simple words, there are multiple paths. It can go on any one path. We don't know which path it will take. Your voice stopped. I can take it. Okay. Is my voice clear now? Yes sir, it is coming. Okay. So OR gate says that I have multiple routes coming, or multiple routes coming. Meaning, if it comes from any one of them, it is okay for me. Any value is okay for me. Okay. Your next gate is XOR gate. Did you understand the OR gate? Any confusion in the OR gate? In the OR gate, it says that any of your paths are coming, any path can be executed. We also call it XOR, and we don't use it that much. Okay? We are leaning towards AND and OR. Its use is not there. Shall we move on? Yes. Okay. One type of gate is your XOR gate. You might be getting a little bored now because this is a bit theoretical. After this, we are going to do practical. Okay? But you will understand things only then can you move towards practical. XOR gate says that based on the condition, if this is the case, then go to this one. If this is the case, then go to this one. So it is basically your IF condition. So we have multiple paths. Based on the condition, what value have we received? That path will be executed. You will be using it the most. Okay. Clear. Let me summarize in short what we have read about diagrams. If you have to make a diagram, okay? Inside it, there will be an activity. There will be events. And there will be gates. What will activity do? The work you have to do. Your actual work that is happening. Okay? Your work that is happening is activity. This is your event. Meaning, if something has happened, on that basis, for example, a message has come, or it is time to do it, then this is an event. Gates are, they help in defining the program's flow. Meaning, which path should it define now? Okay? Options have come. Define which path. Okay? Shall we move on? Okay. So, first of all, let's see. We will try to make a diagram based on what do you say? Hypothesis. We will try to make a diagram so that it becomes easy for you. Just a second. If I say, let's make a diagram here so that I can show you, so that you understand what I am trying to say. I will share this with you in the notes. Okay? You can study it further if you want. But what has been told is enough, it's quite easy. Please tell me if my screen is being shared or not. Let me share the screen. Okay? Now, we have a hypothesis. You will get your next assignment like this. I will give you a hypothesis. Okay? And then after that, the hypothesis will be given to you. You will have to make its diagram. Okay? Now it says that there is a restaurant chain that assembles purchase orders. Okay? To replenish its warehouse every Thursday. Okay? After that, the restaurant chain. So the procurement system expects a PO response or an error message, whichever comes. Okay? However, it may also happen that no response is received. If no response is received, then it will run every Thursday. Okay? Either an error message or a PO message will come, or it will run on Thursday. Okay? If no response is received, then by Friday afternoon, if nothing is received, then a notification will go to the headquarters. Otherwise, your response will normally proceed. Okay? So its diagram is not given. Let's try to make it. How can its diagram be made? Every, look, what do you say? A restaurant is trying to submit its PO order on Thursday. Okay? On Thursday. I have written this note aside: PO order received on Thursday. Okay? I have just written this note. On Thursday. Okay? Now what is it doing? It is expecting either this to happen. Okay? Or two, two situations can arise here. Either it can get an error message, or it can get a PO message. Okay? I am making it very rough now. Either it will get a PO response, or an error message, or it will execute normally on Friday morning. Okay? These are its possibilities. It has to run on three bases. The first, first possibility is that it will receive a PO response, which can be received on Thursday. Or it will get an error message. Or it will execute normally on Friday afternoon. Sir, are you sharing your screen or is it coming to you? Let me share the screen. Let me share. So my screen is shared. I will show you. We have three possibilities. We have to start a workflow. Okay? There are three possibilities to start. We just need to ask for the possibility of starting. Okay? This is the start event. There are three possibilities for starting. The PO will be received. The purchase order will be received. Or an error message will be received. Or if both these messages, or order, or error message are not received, then it will automatically execute on Friday afternoon. Okay? Scene is clear? Okay? These are three processes: either a PO message will be received, or an error message will be received, or if neither is received, then on Friday afternoon, whatever the process is, it will proceed further. Okay? So, which flow can be defined in this? We saw that based on the condition, which flow can be defined? A starting node will be placed. And what is coming after the starting node? One is input. Meaning, it has started. It has started. Node or WhatsApp Instagram. After that, IF will come. Start once we have started, then we can simply put a start node, right? That we have executed it. That's it. Okay? Now, then, it has started. Then what can be our process? Here we can have any two possibilities. If PO is received, then do something else. Okay? It is not told what to do. If PO is not received, then on Friday afternoon, our process will run normally. Okay? So this is a very vague example of a diagram. Diagram. Now you can analyze it. You can analyze it. You can analyze it. You can analyze it. You can analyze it. You can analyze it. You can analyze it. You can analyze it. You can analyze it. You can analyze it. You can analyze it. You can analyze it. You can analyze it. You can analyze it. You can analyze it. 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This is a process. Leave everything. Okay? I'll make it easy for you. If this thing is becoming complex for you. Let's go the easy way. Okay? If someone tells you, a person says that this needs to be converted into a workflow on N10. Then how easy will it be for you to convert this thing. How easy has this thing become for you to do in a second. You have the diagram, you have everything ready-made. You just have to convert it into N10. If you have a diagram like this, code came. Okay? Code came, so I need to request for the insurance code. I'll put its node here. After that, I'll put a node here. So basically, things have become easy for me. I don't have to go and think exactly on N10 about which node I should put here, which node I should put here, which node I should put here. And looking at the diagram, because a node needs to be placed here, I just went and searched and configured the node, that's it. Move on. Clear? Yes sir. Okay. In short, your hypothesis came, if you have made the diagram, then creating workflows will be easy for you. Okay? Now let's move towards some practical things. There has been too much theory, theory. Okay? So for that, we will create an agent on N10 so that things are easily explainable. Okay? Let's create a chatbot today that has your company's information and it is trained on your company's information. And what do you call it? You send it any message, and it will reply based on that. Okay? Before that, we will understand a concept called RAG. Does anyone know the concept of RAG from before? If not, then yes sir. Let's learn. Okay? Let's learn the RAG concept. If I tell you the concept, we will try to implement it by creating a child. We will see the implementation time, position. We will increase the work. Before that, take a two-second, two-minute break because quite a lot of theory has been overloaded. Revise. Ask any questions that come to your mind. Okay? Shall we start? A to Z, now we will learn to build a chatbot step by step. Before building a chatbot, you should know the RAG concept. I will explain the RAG concept to you easily and fastly, what the RAG concept is. RAG basically, you know what it does? We have an LLM, right? I told you the other day what an LLM is. Like ChatGPT, Claude, Claude. Okay? ChatGPT will not have the information about how old Hussain is. GPT is trained on a lot of data, on the market. Okay? Billions of parameters, billions of data, it is trained on that. Okay? It is not trained on this data. One method is that we take this LLM and train it on my data. But this will be a quite lengthy process, a quite time-consuming process. The second is, I just give it its information. Tell it, perhaps in its prompt or somehow, if I tell ChatGPT to tell me Hussain's age, and write in the prompt below that Hussain's age is 22. Then will ChatGPT answer this question or not? I am asking the audience, will it give the answer? Yes, obviously. So it got the context, and this context comes. Just like we are going to see this thing with RAG, we send this thing in the prompt along with it to ChatGPT so that it can easily give us the answer. Now, basically, we find out, for example, I am creating a company chatbot, or I have data, for example, that ChatGPT does not know, or any LLM does not know, but I want the LLM to answer based on that data. To answer, to answer. Okay? A company has internal company data. ChatGPT will not know that. But I want that if I ask ChatGPT anything about my company, or if I create a chatbot, and a user comes and asks about my company, what is the product range, what is the thing, what is the scenario, then it should give an answer based on that. So how can this happen? First of all, you know what we do? We create a document. We put all our company data in it. And the information that the company does not have, we put that data in it, that this data should be context for the LLM. This data, I want the LLM to know. This data, I will make a PDF of it, a text file. I will give it. I will do anything. I will just make a simple PDF. That's it. What will be the first process? I will get that PDF. Make a diagram of it too. Okay? What will be the second process? That PDF, we will use some computers. Computers, if you want to understand RAG in-depth, what calculations are happening behind the scenes, what theories are applied, then we have a full seven hours. How many hours was it, Rabia? If you remember, we did generative. It was about four to five hours. Approximately all of it was covered in much hours. But it is not possible to cover all those things here. What calculations happen on the back end? What things are performed? All those things are explained in it. If anyone is interested, they can do that too. Okay? But in short, what does it do? It takes this PDF. Now computers cannot understand text. Computers understand numbers. So it will load this data. First, into numbers, 0, 1, 2, 3. It will create vectors. After that, it will store it in some database. Okay? It has to be stored, right? Because it won't be extracting it repeatedly. It won't be creating numbers. It will become a lengthy process. I will sit and start creating numbers from the PDF repeatedly. So I will create numbers and keep them aside. That's it. If you are getting confused, please let me know. Ask when you stop. Because today the theory is a bit too much, because today we are only reading a lot. Okay, confusion. If there is anything until now, ask. Clear? Yes sir, clear. Okay. After RAG, I will ask you questions. What basically happens in RAG? Such data that I want the LLM to know. I will make that data into a PDF, a text file. After that, computers, they cannot understand numbers. Sorry, they cannot understand text. So I will convert that data into numbers. And numbers are what? The meaning of that data. In short, after converting into numbers, I have stored it somewhere in the vector DB. What is vector DB? It is a special type of database that stores vectors. Okay. Now what have I done? This process is now stored in the vector DB. Now what happens? When I make a prompt, for example, if I say, "What is the age of Hussain?" It will first go and gather the relevant information from the database. It will see that "What is the age of Hussain?" Okay. It will get my age from this database and attach it to the prompt. Now the prompt is complete. "What is the age of Hussain?" And his age has come from the document. "The age of Hussain is 22." Then it will go to the LLM. The entire information is going to the LLM. Now, when this entire information goes to it with the context, then the LLM will give you the answer. This is called retrieval. I retrieved it from the database based on my prompt, what the user is trying to ask. They have applied their chatbot. The chatbot is trying to ask, "What is your company?" So it will go and get my company's information from the document. Give it to the LLM. Then it will give you the answer. Yes sir, Danish, explain the whole process to me. What is RAG? I don't know anything about RAG. Tell me about RAG. You are explaining RAG to me. Okay. I don't know about RAG. You are telling me what RAG is. Can you hear me? Yes sir. Yes, I am asking you, what is RAG? Explain it to me and to the class. RAG basically is that, like the LLMs that are currently popular, I am asking you. They do not have personal data information of any person or company. So if we want our personal data to be with them, and we ask the LLM something about our personal data, then it should give us an answer. For this, we first have to store our data in it, and there is a whole process for this. Okay, can you tell me the process here? Yes sir. We will give it any information beforehand. Like, as you gave the example of age, we will inform it about anything in our business beforehand. Then RAG will have the memory saved. Then the LLMs will perform on it and explain it to us. If RAG does not have any memory saved, or if we have not saved anything, then the LLMs also cannot give us any answer based on it, cannot give output according to the input question. Yes, absolutely. Basically, memory. Yes, absolutely, absolutely. Let's clarify its hypothesis. Let's write down its hypothesis with me. We need to write the process in English. What is happening? I will write down the hypothesis. You guys make the diagram. Okay? Get the document. First, I will have the document, right? Creates the vector after loading. Load the document and store the document in the vector DB. This is a workflow. And the second workflow will be: When user asks about anything, retrieve the relevant information from the vector DB, which we had shown. And pass to LLM. Then LLM will give the output. This is its hypothesis. Two workflows. This is how we understood that these two workflows are formed. In short, in N10, we will create two workflows. We will also implement this practically. In N10. Okay. Now, Danish, make the diagram for this. What will happen first? First, we will create a knowledge base which will contain our data. Then diagram, diagram, diagram. Okay? We will have to download it from somewhere. Download the data. Yes, okay. The actual data we will have, we can do it from Google Drive. We save it on Drive. Then store that data into the vector DB. Okay. The scenario of vector DB is that on one side, data is being converted into vectors. And this work is done by some LLM encoder. You can use the encoder of GPT. You can use different types of encoders. And after that, it is being stored in the actual DB. Okay? What do they do? They convert its text into vectors. Why? Because computers understand vectors. They don't understand text. And these vectors are then stored in the database. This is one workflow. Now, see how to make this in N10. We have made it into a diagram. Making this in N10 can be very easy for you. Maybe in the first workflows, you might face some difficulty. Because when you get practice, you will start making so many workflows that your hands will be set, and you will be doing things easily. Okay. Your second workflow will be: put a chat message. Chat. Okay? Then retrieve the data from vector DB. Okay? First of all, we will have a retrieval here. And here will be an LLM. Similarly, we will retrieve it and pass it to the LLM, and we will remove it from the LLM. Now tell me, what is this? What did we study in the first lecture? In the first lecture. Okay. What is this? Now let's try to build it. The diagram we have made, I will show you exactly the same thing in N10. Okay. Screen share. Laptop screen share is not available. Laptop. Yes sir. Hello. If I show you this thing first, it will seem very scary to you. Okay? Now tell me, how much familiarity are you getting with this? Does this seem difficult to you now? Or if you had seen this at the beginning of the first lecture, how difficult would it have seemed to you? You have made the diagram. It will be very easy for you to convert it. Okay? If you have the diagram. What is the first node you need to do? Don't get into the hassle of how these nodes are set up right now. We will also see this. We will be looking at the setup of nodes in the upcoming complete lectures, A to Z. Okay? How we need to set up the nodes, how to do it. And implement the downloaded diagram. See, the diagram we made, isn't it becoming something similar? Okay? If you know how to implement Google Drive, how to implement a vector database, and you have this agent information, then you can easily build this entire vector database, a RAG-based chatbot. What is happening inside this? That you have first taken a file. Downloaded that file. From Google Drive. How it is, we will see. After that, I have taken a vector store. Its name is Pinecone. Okay? Just for vector DB. You can use any other. Okay? You can use FAISS. You can use others. There are different types of vector DBs. Okay? There is an operation in a vector DB. Embedding. You can see this. You don't need to memorize its information. In N10, everything is implemented. You just need to know where what needs to be placed. Implementing it is very easy. You know, right? That I have to download. After that, I need to take a vector database. I will come here. Okay? I will search for Pinecone from here and put it here. That's it. Now I know that embedding needs to come in one place, and in one place, I need to load and save the data. Just in embedding, I have put the embedding of ChatGPT. Okay? Besides that, I have loaded the data. And what do you call it? Text splitter. I will also tell you what text is. I would recommend you guys to watch the five lectures of RAG. So that you get an in-depth understanding of RAG. Okay? I will share them with you. That is in-depth knowledge of RAG. I will share those lectures with you. You have time until Monday. You have five days, so you can easily watch them. Okay? There is also an assignment. Then you will have a proper understanding of RAG. What it is. Okay? I have loaded the data, split it. After that, just like the chat is coming, see this chat is coming. Memory. Let's leave the concept for now. What it is, I will tell you later. You don't need to be confused right now. But keep in mind that memory is a thing. When we are doing memory. Okay? When we are studying agents, you will understand these things then. As I told you in the first lecture, I intentionally don't tell some things. So that when that thing is actually happening, it will come to your unconscious mind. That, oh, this was that thing. It's a trigger. A chat message came. The agent. What did the agent do? From the vector DB, what do you call it? Retrieved the data. Okay? In this, I have used the embedding model OpenAI again for retrieval. Okay? After that, what have I done? I have put ChatGPT's models to get the output. Because of which I got this output. If I chat anything with it, then whatever is in my document, it will extract the thing from the document based on my message and send it to ChatGPT with that context. If there is any confusion, tell me. And definitely watch the RAG lectures. You will get clarity and understanding because the RAG concept is also important. Because if you have to build chatbots in the future. If you have to do it on the client's website. If you have to build chatbots, then it will be very easy for you. Clear? Yes sir. It's clear. Sir, as you were saying, there is also Power. Which one is the best among them? Well, it depends on the client's needs. PaLM is also good. Meaning, it totally depends on the client, what the client wants. You cannot call one good or bad. There is Gemini, Claude. You cannot badmouth anyone. You cannot say one is good like this, that it is better than the other. Everyone has use cases. For example, if you need to do coding, then Claude is recommended. If you need to do creative work, then go to ChatGPT. Okay? If you need to get detailed work done, then go to Gemini. Similarly, if you are looking for production-ready, then use Bard. Okay? If you have a small vector DB, you can use it. If you take the RAG lectures, there will be five lectures. In them, from vector DB to where exactly it is necessary to implement which one. You can do it. This A to Z explanation will be available everywhere. Full in-depth. Coding is also taught in it. If anyone is not interested in coding, then it is totally optional. They can skip it. Okay? So, we basically learned to implement RAG with coding. But here we are not learning coding. Here we are learning to implement RAG in this way, using an agent. Now, look at this. Although implementing it with coding is not a difficult task, but here I have built the entire agent just by drag and drop. You can build this in 10 minutes if you have the diagram. If you have the diagram and the configuration. Okay? In this, there are quite a few steps, as you have made it. This Fine-tuning one is now from Google. There is a file search option. It also has this RAG system. So, I think it happens in one or two steps. Are you talking about the slide? It is easy to use. Which one are you talking about? You have a little context. The file search option they have introduced. Perhaps it is tag-based. Meaning, this whole process we are doing, taking the file, then putting it. So in that, what happens? It's not just about that. Google has introduced file search. We can indicate it in N10, right? We will see all these things, technicalities, related to N10, in the upcoming lectures. We haven't even seen how to configure N10 yet. You don't know how to configure nodes yet. Node configuration, different steps, execution, what do you call it? The motive of today's lecture is that how easy our work becomes with the diagram. Today's lecture's motive was: how to convert it into a diagram, and what is the role of the diagram. If you have the diagram, then how easily you can build an agent. Getting my point? All these technicalities, the RAG concept itself, we have also built a RAG agent. What is the RAG concept itself? For that too, I will provide you with all the knowledge in-depth. Okay? If you want to understand in-depth, what happens on the back end? How are vector DBs made? How are vectors, even if you want to know, how is a text converted into a vector? Then those lectures are also available. Okay? What calculations happen on the back end, mathematically? That this A, what is written as A B C D, or my name written, Hussain, how to convert it into a vector and how to convert it. Then all these details are available. But, but you don't need to know all this. That is the work of engineers, right? Okay. If there is any confusion in today's lecture, tell me. I will revise today's lecture. Basically, in yesterday's lecture, the last lecture, we read about what a hypothesis is. A hypothesis is that, okay, I have this business need. I understood its process and kept it with me, that okay, this is my business process. Now I have to implement it in this way. I have converted that process into a diagram for my own ease. Because reading visual text is more difficult for me, and understanding by looking is easier. That, okay, through this process, what do you call it? Through this process, my work is being done. That first this happens, then this happens, then this happens, then this happens. I have a diagram. I have a chart. Okay? So that chart has multiple benefits. Converting that chart into an agent will be very easy for you. Just by looking at it, you will know which nodes are used where. It will become so easy for you from that diagram. You will have the diagram. You will know that, okay, at this place, I need to put this node. You won't have to think much. You have done your research well. You know about N10, so you will cover an agent in 10 minutes. Built the agent. Okay? Then we built a RAG agent. Any confusion? Anything? Tell me. Next, in the upcoming lecture, God willing, we will see the in-depth functionality of N10. How nodes are configured, what are their uses. And live, God willing, we will be building agents step by step. I am going to build this agent. This is the process. Okay? Its diagram is given. I am going to build the agent. I will do this work and simultaneously configure it and tell you how its configuration is done, how its API is added, so that you know. You know the basic configuration. Which one is used more. And there are thousands of integrations. Okay? We will try to cover most of them, almost all. Okay? But there are so many integrations in N10, as you can see. You will get an idea of how its integrations are. In short. Okay? See how many apps are integrated in it. If you search here, you will get an idea. Thousands of apps are there. Okay? So from the next lecture, God willing, we will cover this in-depth. If there is any confusion, ask. Ask if there is any kind of confusion. Is it clear? Today's lecture was a bit boring. Okay? It was a bit theoretical, mostly. God willing, from the next lecture, we will move on to practicality, in-depth. So the theory was necessary because it will make the practical part much easier for you. Clear. God willing, see you in the next lecture. Until then, goodbye.