RAG Pipeline Pitfalls: The Untold Challenges of Embedding Table
Last Updated on November 5, 2023 by Editorial Team
Author(s): Ryan Nguyen
Originally published on Towards AI.

A typical journey of building the RAG pipeline from Zero to Something and a guide on handling tables of RAG with LlamaIndex
I love the quick guide to building the Chatbot, and when I first started, diving into the world of AI and chatbots, it was a thrilling ride. I always get a kick out of those quick guides that show you how to whip up a Chatbot. It’s pretty magical to see how just a few lines of code can bring a bot to life. It’s like, with just a dash of code, you’ve created this tiny buddy ready to… Read the full blog for free on Medium.
Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming a sponsor.
Published via Towards AI
Towards AI Academy
We Build Enterprise-Grade AI. We'll Teach You to Master It Too.
15 engineers. 100,000+ students. Towards AI Academy teaches what actually survives production.
Start free — no commitment:
→ 6-Day Agentic AI Engineering Email Guide — one practical lesson per day
→ Agents Architecture Cheatsheet — 3 years of architecture decisions in 6 pages
Our courses:
→ AI Engineering Certification — 90+ lessons from project selection to deployed product. The most comprehensive practical LLM course out there.
→ Agent Engineering Course — Hands on with production agent architectures, memory, routing, and eval frameworks — built from real enterprise engagements.
→ AI for Work — Understand, evaluate, and apply AI for complex work tasks.
Note: Article content contains the views of the contributing authors and not Towards AI.