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What is retrieval-augmented generation (RAG)?

What Is Retrieval-Augmented Generation (RAG)? — Overcoming the Limitations of Fine-Tuning & Vector-Only RAG

Large language models (LLMs) like GPT are undoubtedly powerful, yet their capabilities are often limited as a standalone, pre-trained tool. LLMs need to be supported with organizational and domain-specific knowledge for accurate, explainable, and context-aware responses. Retrieval-augmented... read more

Sebastian Lobentanzer

This Week in Neo4j: GraphAcademy, Algorithms, GenAI, Knowledge Graphs and more

Welcome to This Week in Neo4j, your weekly fix for news from the world of graph databases! There is a lot of content available for learners in this edition. Besides the updates to GraphAcademy and our Workshops in March, O'Reilly is conducting a Knowledge Graph Course. As readers of our... read more


Abhishek Das

This Week in Neo4j: Data Journalism, LLMs, Object Mapping, Cypher and more

Welcome to This Week in Neo4j, your weekly fix for news from the world of graph databases! Do you remember the ICIJ from the Panama Papers? They published an update with new features to Datashare - their platform for investigative journalists. Also this week, we look at LLM-powered... read more


Dattaraj Rao

This Week in Neo4j: LLMs, Vectors, Metadata Management, Streamlit and more

Welcome to This Week in Neo4j, your weekly fix for news from the world of graph databases! This week was challenging to find something not about LLMs, Vectors and the like, but you can find a video on Metadata Management and findings from building a finance app with Streamlit and Neo4j.... read more


Karina Isla-Rios

This Week in Neo4j: Embeddings, Algorithms, Docker, LangChain and more

Welcome to This Week in Neo4j, your weekly fix for news from the world of graph databases! This week features an effective way to improve embeddings, how to work with new algorithms for Directed Acyclic Graphs, a tutorial on how to get started with Neo4j on Docker and an overview of LangChain... read more


Divya Venkatraman

This Week in Neo4j: Knowledge Graphs, NeoDash, Automation, Web Analysis and more

Welcome to This Week in Neo4j, your weekly fix for news from the world of graph databases! This week features another tutorial to create knowledge graphs with LLMs, an overview of the new features added to NeoDash 2.4, some thoughts on how to use graphs for automation and a GitHub repo for... read more