Most RAG systems don’t understand sophisticated documents — they shred them

Standard RAG pipelines treat documents as flat strings of text. They use "fixed-size chunking" (cutting a document every 500 ...
How-To Geek on MSN

4 things I learned adding my new HVAC system to Home Assistant

No sweat.
IEEE

ML-Driven Prediction of Optimal Control Flow Graph Traversal Algorithm in Modern Applications

Abstract: Control flow graph models program execution paths and is essential for program analysis and compiler optimizations. Compilers traverse thousands of graphs during compilation, thus, efficient ...
GitHub

⚡ Developer-friendly hybrid-RAG toolkit merging Graphiti, Qdrant, mem0, LlamaIndex, and LangChain into one powerful engine.

This implementation creates a sophisticated knowledge retrieval system by integrating KAG methodologies with traditional RAG approaches. It seamlessly combines Graphiti's graph intelligence, Qdrant's ...