AI Architecture

RAG: Retrieval Augmented Generation

• Embedding

• Harnessing LLMs & Text-Embeddings API with Google Vertex AI

• Vector Store

• Essential Concepts of Vector Databases

• RAG

• Master Retrieval Augmented Generation (RAG) Systems

• AI Enhancement with Knowledge Graphs - Mastering RAG Systems

• Preprocessing Unstructured Data for LLMs and RAG Systems

Agentic AI:

• AI Agents

• Mastering AI Agents for Databases

• Mastering Multi-Agent Development with AutoGen

MCP: Model Context Protocol

• Understanding MCP

• References

• The Idea of MCP 

• Spring AI MCP