Update rag.md

Author: ViktarStarastsenka

src/uc/rag.md

@@ -33,7 +33,7 @@ Here are some key features and components of Redis that make it suitable for RAG
 
 To build a RAG application with Redis, the following are some general steps:
 
-1. **Set up Redis**: Start by setting up a Redis instance and configuring it to handle vector data. [Redis Cloud](https://redis.io/try-free/?utm_source=redisinsight&utm_medium=main&utm_campaign=tutorials) is a great way to get started quickly. The RedisVL library will be instrumental here, as it provides the necessary tools for storing vector embeddings and simplifying vector search.
+1. **Set up Redis**: Start by setting up a Redis instance and configuring it to handle vector data. [Redis Cloud](https://redis.io/try-free/?utm_source=redisinsight&utm_medium=app&utm_campaign=RAG_tutorial) is a great way to get started quickly. The RedisVL library will be instrumental here, as it provides the necessary tools for storing vector embeddings and simplifying vector search.
 
 1. **Embed and store data**: Convert your data into vector embeddings using a suitable model (e.g., BERT, GPT). Store these embeddings in Redis, where they can be quickly retrieved based on vector searches.
 
@@ -48,4 +48,4 @@ In summary, Redis offers a powerful and efficient platform for implementing Retr
 - [RAG defined](https://redis.io/glossary/retrieval-augmented-generation/?utm_source=redisinsight&utm_medium=main&utm_campaign=tutorials).
 - [RAG overview](https://redis.io/kb/doc/2ok7xd1drq/how-to-perform-retrieval-augmented-generation-rag-with-redis?utm_source=redisinsight&utm_medium=main&utm_campaign=tutorials).
 - [Redis Vector Library (RedisVL)](https://redis.io/docs/latest/integrate/redisvl/?utm_source=redisinsight&utm_medium=main&utm_campaign=tutorials) and [introductory article](https://redis.io/blog/introducing-the-redis-vector-library-for-enhancing-genai-development/?utm_source=redisinsight&utm_medium=main&utm_campaign=tutorials).
-- [RAG with Redis and SpringAI](https://redis.io/blog/building-a-rag-application-with-redis-and-spring-ai/?utm_source=redisinsight&utm_medium=main&utm_campaign=tutorials)
+- [RAG with Redis and SpringAI](https://redis.io/blog/building-a-rag-application-with-redis-and-spring-ai/?utm_source=redisinsight&utm_medium=main&utm_campaign=tutorials)