RAG Architecture Explained: 7 Patterns from Basic to Advanced

RAG Architecture Explained: 7 Patterns from Basic to Advanced

The RAG technology introduces external knowledge retrieval in the AI generation process, evolving from basic document queries to intelligent architectures with multi-modal and Multi-Agent collaborations, allowing AI to provide more accurate and comprehensive answers. Core Components: Embedding Model: Converts text into vector representations. Generation Model: Responsible for the final content generation. Re-ranking Model: Optimizes the … Read more

Designing Agentic AI Systems: Part One Agent Architecture

Designing Agentic AI Systems: Part One Agent Architecture

How to build an effective operating AI Agent system? And how to identify potential issues during development that could lead to significant trouble after deployment? To answer these questions, you need to break the Agent system down into three parts: tools, reasoning, and action. Each layer has its own challenges. An error in one layer … Read more