#rag

#rag

In this quiz, you'll test your understanding of the LlamaIndex in Python: A RAG Guide With Examples tutorial. By working through this quiz, you'll revisit how to create and persist an index to disk, review how to reload it, and see why persistence improves performance, lowers costs, saves time, and keeps results consistent.

I am really excited about this post as it's one of the most powerful changes I've seen to Google's Gemini APIs in quite some time. For a while now it's been really easy to perform searches against a document, or a group of documents. You would upload the file (or files), ask your questions, and that was all you needed.

Company CEO Shanea Leven said, unlike other so-called vibecoding platforms that provide a wrapper around a foundational AI model, the Empromptu platform is designed from the ground up to enable application developers to build enterprise applications that are designed to scale using a set of proprietary AI response optimization frameworks and backend services. The Empromptu platform also provides retrieval-augmented generation (RAG) and large language model operations (LLMOps) tooling to provide DevOps teams with a complete

Basic RAG performed well for general topics but struggled with questions involving time, like identifying workshops next month, due to lack of metadata filtering.

While my Gen AI chatbot significantly improves document searching efficiency, I wonder if it can truly compete with the pricing and performance of established solutions like Amazon Q.