Chaining RAG Systems for Advanced LLM Pipelines

Dec 28, 2023 ·

Chaining RAG systems is a technique for managing complex information architectures. It involves taking a number of different resources and associating them with each other, creating a chain of related information. This allows users to quickly move from one point to another within this architecture, while still having access to the same data points. The benefits of chaining RAG systems include improved organization, better scalability, and increased user engagement.

The most common example of chaining RAG systems is in web applications. When a user visits a website, they are often presented with a list of menus or categories. By clicking on a specific menu item, the user is taken to a new page that contains content related to the chosen category. This content can be organized by topic, author, date, etc.

Chaining RAG systems can also be used to aid in the development process. By organizing code into smaller chunks, developers can more easily debug their systems and create comprehensive unit tests. This makes it easier to identify potential issues before they become bigger problems.

In addition to improving organization and aiding in the development process, chaining RAG systems has the potential to increase user engagement. By allowing users to quickly move from one category to another, they may be more likely to stay on the website for longer periods of time. This can result in increased page views, and by extension, more profits for the company.

Overall, chaining RAG systems is an effective way to manage complex information architectures. It helps to improve organization, scalability, and user engagement, all of which can lead to greater profits. It is important to keep in mind that like any other technique, chaining RAG systems should be implemented with caution in order to ensure that it does not cause any unforeseen issues.