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

Co-authored-by: andy-stark-redis <164213578+andy-stark-redis@users.noreply.github.com>

Author: mich-elle-luna

content/develop/ai/ai-videos.md

@@ -26,7 +26,7 @@ Explore our collection of video tutorials and demonstrations showcasing how Redi
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 | [**LLM Session Management with Redis**](https://www.youtube.com/watch?v=2jHtSLVUu0w) | [**A Semantic Cache using LangChain**](https://www.youtube.com/watch?v=LRswXEc5chE) | [**Similarity Search using Vector Store**](https://www.youtube.com/watch?v=BtFJdSiFh00) |
-| Developers building AI applications require a way to store the conversation history between an LLM and a user. This is important to provide context and maintain coherent conversations across sessions. | One common concern of developers building AI applications is how fast answers from LLMs will be served to their end users, as well as how much it will cost. Learn how to implement semantic caching using LangChain and Redis. | Similarity search is one of the most popular use cases for developers building AI applications. It allows users to perform searches that can find semantically similar content using vector embeddings. |
+| Developers building AI applications require a way to store the conversation history between an LLM and a user. This is important to provide context and maintain coherent conversations across sessions. | One common concern of developers building AI applications is how quickly answers from LLMs will be served to their end users, as well as how much it will cost. Learn how to implement semantic caching using LangChain and Redis. | Similarity search is one of the most popular use cases for developers building AI applications. It allows users to perform searches that can find semantically similar content using vector embeddings. |
 | [**Create a New Database on Redis Cloud**](https://www.youtube.com/watch?v=jF89DiC5RqM) | [**Redis Insight: A Developer's Deep Dive**](https://www.youtube.com/watch?v=dINUz_XOZ0M) | [**Redis + Amazon SageMaker for real-time fraud detection demo**](https://www.youtube.com/watch?v=kQKfXi7NfWs) |
 | Learn how to create a new database on Redis Cloud in this step-by-step tutorial. Perfect for developers getting started with Redis Cloud for their AI and data applications. | This video breaks down Redis Insight and shows developers how to use this powerful tool for database management and development. | See how Redis integrates with Amazon SageMaker to build real-time fraud detection systems. This demo shows practical applications of Redis in machine learning and AI-powered fraud prevention. |
 | [**Redis + Amazon Bedrock in two minutes**](https://www.youtube.com/watch?v=1e2tM5kIJ5Y) | | |