Is it time to throw the RAG in yet?

Is it time to throw the RAG in??? We definitely think so! We NEED some RAG in our lives. What are we talking about? RAG stands for "Retrieval Augmented Generation". If you've used ChatGPT or any other Ai tools, you may have encountered some strange behavior. Ai can often hallucinate, retrieve incorrect or outdated information. Essentially, there are two important pieces to how Ai chats work. One is you, the user who inputs a prompt or a query. The second and probably the most mysterious is the almighty LLM. An LLM stands for "large language model". It is a mix of neural networks and massive amounts of data, yes! more than you can fit on your new SSD. So where is the problem? Well, retrieving a small piece of information from the largest databases in the world is like reaching in the ocean to grab that one special grain of sand. Now with the implementation of RAG in Ai products...