GraphRAG integrates structured Knowledge Graphs (KGs) with semantic chunks (vectors), it enables LLMs to reason over multi-hop connections for complex queries and connect the dots between different ...
Agentic AI: An Introduction to Autonomous Intelligent Systems
AI, being no longer confined to passive algorithms, is transforming itself into autonomous agents that can perceive, reason, and act with increasing intelligence. These agents are designed to navigate ...
LightRAG: Simple and Fast Alternative to GraphRAG for Legal Doc Analysis
LightRAG is an innovative approach based on GraphRAG that combines the attributes of Knowledge Graphs with embedding-based retrieval systems, making it fast as well as performant, achieving SOTA ...
Retrieval Augmented Generation – RAG with LLMs
In today's information age, we're constantly bombarded with questions. Whether it's researching a historical event, troubleshooting a tech issue, or simply satisfying our curiosity, finding the right ...