Update content/develop/ai/ai-videos.md

Co-authored-by: andy-stark-redis <[email protected]>

Author: mich-elle-luna

content/develop/ai/ai-videos.md

@@ -19,7 +19,7 @@ Explore our collection of video tutorials and demonstrations showcasing how Redi
 | [**What is a semantic cache?**](https://www.youtube.com/watch?v=AtVTT_s8AGc) | [**Building a RAG Pipeline from Scratch with RedisVL**](https://www.youtube.com/watch?v=cCTKmmGO4CY) | [**What is a vector database?**](https://www.youtube.com/watch?v=Yhv19le0sBw) |
 | What if you could skip redundant LLM calls — and make your AI app faster, cheaper, and smarter? This video breaks down semantic caching and shows how it can transform your AI applications. | Unlock the Power of Retrieval-Augmented Generation (RAG) with RedisVL! This tutorial will show you how to build a complete RAG pipeline from scratch using Redis as your vector database. | Vector databases have been trending recently as they power modern search, recommendations, and AI-driven applications. Learn what vector databases are and how they work. |
 | [**Building the future Architecting AI Agents with AWS, LlamaIndex and Redis**](https://www.youtube.com/watch?v=SFWroqAbBM4) | [**Building AI Apps using LangChain**](https://www.youtube.com/watch?v=YhxksXfgsp0) | [**Resources to Learn AI with Redis**](https://www.youtube.com/watch?v=M_WU_fN_lrs) |
-| Key topics: The ins & outs of AI agents: Understand their role in breaking down tasks into manageable components for better performance. Learn how to architect AI agents using AWS, LlamaIndex, and Redis. | In this series, we dive into the integration between LangChain and Redis to power AI applications that need runtime speed, scalability, and intelligent data management. | This video shows which resources you can use to learn AI with Redis and build powerful AI applications. |
+| The ins and outs of AI agents: understand their role in breaking down tasks into manageable components for better performance. Learn how to architect AI agents using AWS, LlamaIndex, and Redis. | This series of videos dives into the integration between LangChain and Redis to power AI applications that need runtime speed, scalability, and intelligent data management. | This video shows which resources you can use to learn AI with Redis and build powerful AI applications. |
 
 ### Additional Resources