Smarter RAG Indexing – How to Keep Your Vectorstore Clean скачать в хорошем качестве

Smarter RAG Indexing – How to Keep Your Vectorstore Clean

In this video, I show you a simple but powerful approach to keep your vectorstores clean, fast, and cost-efficient for Retrieval-Augmented Generation (RAG) applications. You'll learn: Why indexing matters so much for RAG systems. How to avoid expensive duplicates and unnecessary re-indexing. A practical trick to only embed what's changed, saving you money and boosting performance. This indexing technique is easy to implement and will significantly enhance your RAG workflow. Code: https://github.com/Coding-Crashkurse/... 0:00 Why traditional indexing fails in RAG systems 1:55 A smarter approach to indexing (and why it’s better) 4:15 Code walkthrough: How the solution works 8:40 Live demo: SyncDex in action