> ## Documentation Index
> Fetch the complete documentation index at: https://notes.kodekloud.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Course: AI Agents Fundamentals

> Hands-on overview of AI agents and related technologies including tokens, embeddings, RAG, vector databases, orchestration libraries, MCPs, and practical end-to-end project for building robust AI applications.

Notes for the **AI Agents Fundamentals** course: 18 lessons across 3 sections.

## AI Agents - Part 1

* [Introduction to AI Agents](/docs/AI-Agents-Fundamentals/AI-Agents-Part-1/Introduction-to-AI-Agents/page.md)
* [How LLMs work in real time](/docs/AI-Agents-Fundamentals/AI-Agents-Part-1/How-LLMs-work-in-real-time/page.md)
* [Embeddings Vector Representations](/docs/AI-Agents-Fundamentals/AI-Agents-Part-1/Embeddings-Vector-Representations/page.md)
* [How LangChain works](/docs/AI-Agents-Fundamentals/AI-Agents-Part-1/How-LangChain-works/page.md)
* [Practice Labs Your First AI API Call](/docs/AI-Agents-Fundamentals/AI-Agents-Part-1/Practice-Labs-Your-First-AI-API-Call/page.md)
* [Practice Labs LangChain](/docs/AI-Agents-Fundamentals/AI-Agents-Part-1/Practice-Labs-LangChain/page.md)
* [Prompt Engineering Techniques](/docs/AI-Agents-Fundamentals/AI-Agents-Part-1/Prompt-Engineering-Techniques/page.md)
* [Practice Labs Master Prompt Engineering](/docs/AI-Agents-Fundamentals/AI-Agents-Part-1/Practice-Labs-Master-Prompt-Engineering/page.md)

## AI Agents - Part 2

* [Vector Databases Deep Dive](/docs/AI-Agents-Fundamentals/AI-Agents-Part-2/Vector-Databases-Deep-Dive/page.md)
* [Practice Labs Build Semantic Search Engine](/docs/AI-Agents-Fundamentals/AI-Agents-Part-2/Practice-Labs-Build-Semantic-Search-Engine/page.md)
* [RAG](/docs/AI-Agents-Fundamentals/AI-Agents-Part-2/RAG/page.md)
* [Practice Labs RAG Implementation](/docs/AI-Agents-Fundamentals/AI-Agents-Part-2/Practice-Labs-RAG-Implementation/page.md)
* [LangGraph for AI Workflows](/docs/AI-Agents-Fundamentals/AI-Agents-Part-2/LangGraph-for-AI-Workflows/page.md)
* [Practice Labs Build Stateful AI Workflows](/docs/AI-Agents-Fundamentals/AI-Agents-Part-2/Practice-Labs-Build-Stateful-AI-Workflows/page.md)
* [Model Context Protocol](/docs/AI-Agents-Fundamentals/AI-Agents-Part-2/Model-Context-Protocol/page.md)
* [Practice Labs Advanced MCP Concepts](/docs/AI-Agents-Fundamentals/AI-Agents-Part-2/Practice-Labs-Advanced-MCP-Concepts/page.md)
* [Conclusion](/docs/AI-Agents-Fundamentals/AI-Agents-Part-2/Conclusion/page.md)

## Introduction

* [Course Introduction](/docs/AI-Agents-Fundamentals/Introduction/Course-Introduction/page.md)


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