GenAI_Agents

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# GenAI Agents: Comprehensive Repository for Development and Implementation 🚀

Welcome to one of the most extensive and dynamic collections of Generative AI (GenAI) agent tutorials and implementations available today. This repository serves as a comprehensive resource for learning, building, and sharing GenAI agents, ranging from simple conversational bots to complex, multi-agent systems.

<h2 align="center">🎓 From demo agent to deployed product</h2>

<div align="center">

**[Prompt to Production](https://europe-west1-rag-techniques-views-tracker.cloudfunctions.net/rag-techniques-tracker?notebook=genai-agents--readme&click=course-free-module-cta&target=https%3A%2F%2Fwww.diamant-ai.com%2Fcourses%3Futm_source%3Dgithub%26utm_medium%3Dreadme%26utm_campaign%3Dgenai-agents&retarget=0&text=course-free-module-cta)** - my full course on building software with AI the way professionals do: the methods and paradigms behind reliable, efficient, modular production systems, taught systematically. 20 modules, each pairing a video lecture with a hands-on lab, from your first structured prompt to a working production system.

**The course is live.** Every module is out, lecture and lab.

### 🎁 Try a full module, free

<table>
<tr>
<td align="center">🎬<br><b>7-minute<br>video lecture</b></td>
<td align="center">🛠️<br><b>Hands-on<br>tutorial</b></td>
<td align="center">🤖<br><b>AI assistant<br>inside Claude Code</b></td>
</tr>
</table>

One `npm install` adds the module's AI assistant to your Claude Code, and it guides you through the tutorial as you build.

<a href="https://europe-west1-rag-techniques-views-tracker.cloudfunctions.net/rag-techniques-tracker?notebook=genai-agents--readme&click=course-free-module-cta&target=https%3A%2F%2Fwww.diamant-ai.com%2Fcourses%3Futm_source%3Dgithub%26utm_medium%3Dreadme%26utm_campaign%3Dgenai-agents&retarget=0&text=course-free-module-cta"><img src="images/free-module-button.svg" alt="Claim your free module" width="420"></a>

### 👉 [**Get the full course**](https://europe-west1-rag-techniques-views-tracker.cloudfunctions.net/rag-techniques-tracker?notebook=genai-agents--readme&click=course-full-cta&target=https%3A%2F%2Fwww.diamant-ai.com%2Fcourses%3Futm_source%3Dgithub%26utm_medium%3Dreadme%26utm_campaign%3Dgenai-agents&retarget=0&text=course-full-cta)

</div>


## 🏆 Sponsors

<div align="center">

<a href="https://coderabbit.link/nir"><img src="images/coderabbit_Light_Type_Mark_Orange.png" height="80" alt="CodeRabbit" /></a>
&nbsp;&nbsp;&nbsp;&nbsp;
<a href="https://www.qodo.ai/?utm_source=diamantai&utm_medium=github&utm_campaign=genai-agents&utm_content=readme-sponsor"><img src="images/qodo-logo.svg" height="80" alt="Qodo" /></a>

</div>

> **Recently added:** Trace-Based Agent Evaluation, Human-in-the-Loop Approval Agent, Document Intake Agent, HR AI Assistant, Art Tourguide with LightRAG | **55 tutorials** and growing

## 📫 Stay Updated!

<div align="center">
<table>
<tr>
<td align="center">🚀<br><b>Cutting-edge<br>Updates</b></td>
<td align="center">💡<br><b>Expert<br>Insights</b></td>
<td align="center">🎯<br><b>Top 0.1%<br>Content</b></td>
</tr>
</table>

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*Join over 50,000 AI enthusiasts getting unique cutting-edge insights and free tutorials!* ***Plus, subscribers get exclusive early access and special 33% discounts to my book and the upcoming RAG Techniques course!***
</div>

[![DiamantAI's newsletter](images/substack_image.png)](https://newsletter.diamant-ai.com/?r=336pe4&utm_campaign=pub-share-checklist)

<h2 align="center">🎬 Prefer video?</h2>

<div align="center">

*I break these ideas down into short, one-idea-per-episode explainers on YouTube.*

<p align="center">
  <a href="https://europe-west1-rag-techniques-views-tracker.cloudfunctions.net/rag-techniques-tracker?notebook=genai-agents--readme&amp;click=youtube-readme-loop&amp;target=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DFN1n_NVD9KM%26list%3DPLBrpE2PttR2k&amp;retarget=0&amp;text=youtube-readme-loop">
    <img src="https://img.youtube.com/vi/FN1n_NVD9KM/maxresdefault.jpg" width="60%" alt="">
    <br><b>🆕 AI Agents Are Just While Loops. That's the Scary Part.</b>
  </a><br>
  <sub>the smallest real agent, the trap it builds for itself, and where a rule has to live — <a href="all_agents_tutorials/agent_while_loop_from_scratch.ipynb">run the agent from the video</a></sub>
</p>

<table>
<tr>
<td width="33%" align="center" valign="top">
  <a href="https://europe-west1-rag-techniques-views-tracker.cloudfunctions.net/rag-techniques-tracker?notebook=genai-agents--readme&amp;click=youtube-readme-llm&amp;target=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3DtKXvKKVQ1Dc&amp;retarget=0&amp;text=youtube-readme-llm">
    <img src="https://img.youtube.com/vi/tKXvKKVQ1Dc/mqdefault.jpg" width="100%" alt="">
    <br><b>How LLMs Actually Work (and Why AI Makes Things Up)</b>
  </a><br>
  <sub>recalling a fact and inventing one are literally the same move</sub>
</td>
<td width="33%" align="center" valign="top">
  <a href="https://europe-west1-rag-techniques-views-tracker.cloudfunctions.net/rag-techniques-tracker?notebook=genai-agents--readme&amp;click=youtube-readme-ctx&amp;target=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3Da7bteK6c3Ng&amp;retarget=0&amp;text=youtube-readme-ctx">
    <img src="https://img.youtube.com/vi/a7bteK6c3Ng/mqdefault.jpg" width="100%" alt="">
    <br><b>Context Is the New Code</b>
  </a><br>
  <sub>the shift from writing the code to shaping what the model sees</sub>
</td>
<td width="33%" align="center" valign="top">
  <a href="https://europe-west1-rag-techniques-views-tracker.cloudfunctions.net/rag-techniques-tracker?notebook=genai-agents--readme&amp;click=youtube-readme-cc&amp;target=https%3A%2F%2Fwww.youtube.com%2Fwatch%3Fv%3D0fU8GdipOjc&amp;retarget=0&amp;text=youtube-readme-cc">
    <img src="https://img.youtube.com/vi/0fU8GdipOjc/mqdefault.jpg" width="100%" alt="">
    <br><b>Stop Thinking Claude Code Is Magic. Here's How It Works</b>
  </a><br>
  <sub>what the agent loop is actually doing on every turn</sub>
</td>
</tr>
</table>

[![Subscribe on YouTube](https://img.shields.io/youtube/channel/subscribers/UCatj5F2gohksvfNmnEpRnNA?style=social)](https://europe-west1-rag-techniques-views-tracker.cloudfunctions.net/rag-techniques-tracker?notebook=genai-agents--readme&click=youtube-subscribe-channel&target=https%3A%2F%2Fwww.youtube.com%2F%40DiamantAI%3Fsub_confirmation%3D1&retarget=0&text=youtube-subscribe-channel) &nbsp; [**Browse every episode →**](https://europe-west1-rag-techniques-views-tracker.cloudfunctions.net/rag-techniques-tracker?notebook=genai-agents--readme&click=youtube-all-episodes&target=https%3A%2F%2Fwww.youtube.com%2F%40DiamantAI&retarget=0&text=youtube-all-episodes)

</div>

## Introduction

Generative AI agents are at the forefront of artificial intelligence, revolutionizing the way we interact with and leverage AI technologies. This repository is designed to guide you through the development journey, from basic agent implementations to advanced, cutting-edge systems.

<div align="center">
<table>
<tr>
<td>
<h3>📚 Learn to Build Your First AI Agent</h3>
<p><strong><a href="https://newsletter.diamant-ai.com/p/your-first-ai-agent-simpler-than">Your First AI Agent: Simpler Than You Think</a></strong></p>
<p>This detailed blog post complements the repository by providing a complete A-Z walkthrough with in-depth explanations of core concepts, step-by-step implementation, and the theory behind AI agents. It's designed to be incredibly simple to follow while covering everything you need to know to build your first working agent from scratch.</p>
<p><em>💡 Plus: Subscribe to the newsletter for exclusive early access to tutorials and special discounts on upcoming courses and books!</em></p>
</td>
</tr>
</table>
</div>

Our goal is to provide a valuable resource for everyone - from beginners taking their first steps in AI to seasoned practitioners pushing the boundaries of what's possible. By offering a range of examples from foundational to complex, we aim to facilitate learning, experimentation, and innovation in the rapidly evolving field of GenAI agents.

Furthermore, this repository serves as a platform for showcasing innovative agent creations. Whether you've developed a novel agent architecture or found an innovative application for existing techniques, we encourage you to share your work with the community.

## Related Projects

🔍 **[RAG Techniques](https://github.com/NirDiamant/RAG_Techniques)** - 40+ notebooks on retrieval-augmented generation.

🚀 **[Agents Towards Production](https://github.com/NirDiamant/agents-towards-production)** - code-first tutorials for shipping production-grade agents.

🖋️ **[Prompt Engineering Techniques](https://github.com/NirDiamant/Prompt_Engineering)** - prompting strategies from basics to advanced.

🧠 **[Agent Memory Techniques](https://github.com/NirDiamant/Agent_Memory_Techniques)** - 30 notebooks on agent memory: vector stores, graphs, Mem0, Zep.

## Join the community

Contributions make this better - propose ideas, share techniques, or give feedback via **[CONTRIBUTING.md](https://github.com/NirDiamant/GenAI_Age