What Is Retrieval-Augmented Generation (RAG)? — Overcoming the Limitations of Fine-Tuning & Vector-Only RAG
By Enzo
February 27, 2024 8 mins read
Retrieval-augmented generation (RAG) is a technique for enhancing the accuracy and reliability of LLMs by retrieving facts from external data sources.
Keywords: fine tuning information retrieval rag rag ai rag architecture rag chatbot rag llm retrieval augmented generation retrieval augmented generation rag semantic search
Neo4j Named a Visionary in 2023 Gartner® Magic Quadrant™ for Cloud Database Management Systems
By Enzo
December 21, 2023 7 mins read
We are proud to be named a Visionary in the 2023 Gartner® Magic Quadrant™ for Cloud Database Management Systems.
Keywords: cloud database Gartner Gartner Magic Quadrant gartner visionary neo4j
Unifying LLMs & Knowledge Graphs for GenAI: Use Cases & Best Practices
By Enzo
December 7, 2023 5 mins read
Learn how knowledge graphs and LLMs can be used together for retrieval-augmented generation (RAG), with use cases and examples.
Keywords: ai knowledge graph generative ai use cases Knowledge Graph langchain knowledge graph llm llm knowledge graph neo4j llm retrieval augmented generation
AWS and Neo4j Join Forces to Solve LLM Hallucinations and Evolve GenAI
By Enzo
November 21, 2023 4 mins read
We’re excited to announce the partnership between Neo4j and AWS to speed up enterprise AI development and resolve key LLM challenges.
Keywords: AWS gen ai llm hallucinations llm knowledge graph neo4j vector search
This Week in Neo4j: RAG, Constraints, NODES 2023 Recap, CI/CD Pipeline Security and more
By Alexander Erdl
November 18, 2023 3 mins read
Check out what’s new this week in Neo4j, including Superhero dataset, Workspace updates, synthetic data, LLM, streaming graph data, and more.
Keywords: constraint cybersecurity graph database neo4j NODES 2023 pipeline retrieval augmented generation twin4j
This Week in Neo4j: Vector Index, Embeddings, Geospatial, Document QA and more
By Alexander Erdl
November 4, 2023 2 mins read
Check out what’s new this week in Neo4j, including Superhero dataset, Workspace updates, synthetic data, LLM, streaming graph data, and more.
Keywords: document analysis Geospatial graph database index neo4j twin4j vector search
This Week in Neo4j: Parallel Runtime, Geospatial, LangChain, RAG and more
By Alexander Erdl
October 28, 2023 3 mins read
Check out what’s new this week in Neo4j, including Superhero dataset, Workspace updates, synthetic data, LLM, streaming graph data, and more.
Keywords: Geospatial graph database langchain llm neo4j NODES 2023 Parallel Runtime retrieval augmented generation twin4j
Neo4j Enables up to 100x Faster Analytics and Real-Time Decision-Making
By Enzo
October 25, 2023 7 mins read
Discover Neo4j’s new capabilities and features, including parallel runtime, native CDC, knowledge graph embeddings, and new algorithms.
Keywords: algorithm Analytics CDC change data capture Decision Making embedding Generative AI Knowledge Graph longest path neo4j
This Week in Neo4j: GenAI Stack, GraphQL, Vectors, Visualisation and more
By Alexander Erdl
October 21, 2023 3 mins read
Check out what’s new this week in Neo4j, including Superhero dataset, Workspace updates, synthetic data, LLM, streaming graph data, and more.
Keywords: Data Visualization genai stack graph database GraphQL neo4j NODES 2023 twin4j vector database vector search visualization
This Week in Neo4j: GenAI Stack, Chatbot, Active Directory, Podcast and more
By Alexander Erdl
October 14, 2023 3 mins read
Check out what’s new this week in Neo4j, including Superhero dataset, Workspace updates, synthetic data, LLM, streaming graph data, and more.
Keywords: Active Directory chatbot docker genai stack graph database langchain neo4j NODES 2023 ollama podcast
This Week in Neo4j: Vectors, Chatbot, Going Meta, IoT and more
By Alexander Erdl
October 7, 2023 2 mins read
Check out what’s new this week in Neo4j, including Superhero dataset, Workspace updates, synthetic data, LLM, streaming graph data, and more.
Keywords: chatbot ChatGPT Going Meta graph database IoT neo4j NODES 2023 twin4j vector search
Introducing a New GenAI Stack for Developers
By Enzo
October 5, 2023 5 mins read
We’re excited to launch the new GenAI stack for building GenAI-powered applications with Neo4j, Docker, LangChain and Ollama.
Keywords: Developer docker genai genai stack Generative AI graph database Knowledge Graph langchain llm neo4j
Supply Chain Intelligence: Future-Proof Your Supply Network
By Enzo
October 3, 2023 5 mins read
How can supply chain managers anticipate risks, avoid disruptions, and control costs? Supply chain intelligence, powered by graph technology.
Keywords: graph database risk management supplier discovery supply chain supply chain intelligence supply chain management supply network
This Week in Neo4j: Vectors, Cypher, Geospatial, DFIR and more
By Alexander Erdl
September 30, 2023 3 mins read
Check out what’s new this week in Neo4j, including Superhero dataset, Workspace updates, synthetic data, LLM, streaming graph data, and more.
Keywords: cybersecurity cyberthreat cypher cypher queries cypher tuning embedding Geospatial graph database neo4j NODES 2023
This Week in Neo4j: SBOM, Data Modeling, LLM, LangChain and more
By Alexander Erdl
September 23, 2023 3 mins read
Check out what’s new this week in Neo4j, including Superhero dataset, Workspace updates, synthetic data, LLM, streaming graph data, and more.
Keywords: bill of materials bom graph database langchain llm neo4j NODES 2023 twin4j
This Week in Neo4j: Java, LangChain, Voice Assistants, Knowledge Graphs and more
By Alexander Erdl
September 9, 2023 3 mins read
Check out what’s new this week in Neo4j, including Superhero dataset, Workspace updates, synthetic data, LLM, streaming graph data, and more.
Keywords: chatbot cloud graph database java Knowledge Graph langchain neo4j NODES 2023 twin4j
This Week in Neo4j: SSO, Chatbots, Vector Search, Knowledge Graphs and more
By Alexander Erdl
September 4, 2023 3 mins read
Check out what’s new this week in Neo4j, including Superhero dataset, Workspace updates, synthetic data, LLM, streaming graph data, and more.
Keywords: chatbot cloud graph database Knowledge Graph neo4j NODES 2023 SSO twin4j vector search
How to Improve Supply Chain Forecasting With Predictive Analytics
By Enzo
August 31, 2023 6 mins read
Transform your supply chain forecasting: Harness the power of graph technology and predictive analytics to navigate bottlenecks and maximize ROI.
Keywords: forecast graph algorithms graph database prediction supply chain supply chain management supply chain optimization
Neo4j Wins Google Cloud Technology Partner of the Year Award
By Enzo
August 29, 2023 4 mins read
Neo4j wins the 2023 Google Cloud Technology Partner of the Year Award, highlighting big steps in data management and AI improvements.
Keywords: ai award cloud Google Cloud graph database neo4j partner Technology
This Week in Neo4j: Vector Search, Java, HashGNN, Confluent, Sandbox and more
By Alexander Erdl
August 26, 2023 3 mins read
Check out what’s new this week in Neo4j, including Superhero dataset, Workspace updates, synthetic data, LLM, streaming graph data, and more.
Keywords: cloud confluent data science graph data science graph database hashgnn java neo4j NODES 2023 Sandbox
Neo4j’s Vector Search: Unlocking Deeper Insights for AI-Powered Applications
By Enzo
August 22, 2023 4 mins read
Neo4j vector search provides a simple approach for quickly finding contextually related information and uncovering hidden relationships.
Keywords: context Generative AI graph database Large Language Model llm machine learning neo4j vector search
This Week in Neo4j: GraphQL Course, Chatbot, App Development, PHP, Bloom Features, Embeddings, and More
By Yolande Poirier
August 12, 2023 3 mins read
Check out what’s new this week in Neo4j, including Superhero dataset, Workspace updates, synthetic data, LLM, streaming graph data, and more.
Keywords: ai cloud cluster analysis data science docker entity resolution graph data science graph database Large Language Model llm
Data Consistency Models: ACID vs. BASE Explained
By Bryce Merkl Sasaki
August 11, 2023 5 mins read
Learn the difference between ACID and BASE databases and the trade-offs and advantages each consistency model brings to your application’s backend.
Keywords: ACID aggregate stores base consistency model data consistency graph database neo4j nosql nosql database relational database
What Is a Knowledge Graph?
By Enzo
July 18, 2023 11 mins read
What is a knowledge graph? Why is it essential for smart data? How do the semantics and ontologies give your knowledge graph crucial context?
Keywords: define knowledgeability Knowledge Graph knowledge graphs knowledgegraph llm ontology semantic knowledge graph what is a knowledge graph what is google knowledge graph what is knowledge graph
This Week in Neo4j: Cluster Analysis, Entity Resolution, Cloud Integrations, Docker, and More
By Yolande Poirier
July 15, 2023 2 mins read
Check out what’s new this week in Neo4j, including Superhero dataset, Workspace updates, synthetic data, LLM, streaming graph data, and more.
Keywords: ai cloud cluster analysis data science docker entity resolution graph data science graph database Large Language Model llm