Retrieval-augmented generation (RAG) has become the de facto standard for grounding large language models (LLMs) in private data. The standard architecture — chunking documents, embedding them into a ...
Microsoft is making publicly available a new technology called GraphRAG, which enables chatbots and answer engines to connect the dots across an entire dataset, outperforming standard ...
Researchers at the University of Naples Federico II have built a hybrid AI system that combines ontology-driven knowledge graphs with large language models, boosting answer correctness by 79 percent ...
While Retrieval-Augmented Generation (RAG) improves the accuracy and relevance of AI output by grounding responses in structured knowledge, it still treats that knowledge largely as disconnected ...
A worker stands near a Trainium3 UltraServer at an Amazon Web Services QA lab in Austin, Texas, on February 3, 2026. Tech titan Amazon is working to step out of Nvidia's shadow with custom "Trainium" ...