Beyond Chat: Build Powerful RAG Apps in Days | RAG Masters | e14
Discover how Retrieval Augmented Generation (RAG) can revolutionize existing applications without turning them into chatbots. In this episode of RAG Masters, Neil Katz and Daniel Warfield demonstrate how they built a powerful RAG-powered application for exploring Common Core educational standards in just a few days.
Key points:
RAG is not just for chat applications
Learn how to add AI-powered features to existing apps
See a real-world example using Common Core's Coherence Map
Understand the process of building a multimodal RAG-powered application
Explore the use of GroundX, GPT-4, and other tools in the development process
Whether you're a developer, educator, or AI enthusiast, this episode showcases the versatility and power of RAG beyond traditional chatbots. Learn how to leverage AI to create intuitive, user-friendly interfaces for complex information systems.
#RAG #RetrievalAugmentedGeneration #AI #EdTech #SoftwareDevelopment #CommonCore
00:00 - Introduction
02:15 - Defining the Problem: Common Core Coherence Map
04:30 - Exploring the Existing Coherence Map Application
06:45 - Introducing the RAG-Powered Solution
09:00 - Demo of the New Application
12:30 - Behind the Scenes: How It Was Built
15:45 - Using GroundX for Document Processing
18:00 - Leveraging GPT-4 for Data Restructuring
20:15 - Front-end Development with Vue
22:30 - Handling Edge Cases and Data Validation
24:45 - Potential Applications and Future Developments
27:00 - Closing Thoughts and Resources