Hacker News with Generative AI: Graph Databases

NASA jettisons Neo4j database for Memgraph citing costs (theregister.com)
NASA's people analytics group has swapped its Neo4j graph database for Memgraph due to costs.
Options for Building GraphRAG: Frameworks, Graph Databases, and Tools (memgraph.com)
Building a GraphRAG (Graph-based Retrieval-Augmented Generation) system requires combining structured data (often stored in a knowledge graph) with LLMs to improve the precision and relevance of responses. But how do you go about building one?
How Can Companies Meet Energy Management Demands – A Graph Approach (memgraph.com)
As blockchain and machine learning were the buzzwords 10 years ago, it seems that energy will be the buzzword of this decade. Being the most powerful asset in the upcoming years, it comes as a surprise that handling and managing power remains rather poor.
How NASA Is Using Graph Technology and LLMs to Build a People Knowledge Graph (memgraph.com)
Ever wondered how NASA identifies its top experts, forms high-performing teams, and plans for the skills of tomorrow? The answer lies in their People Graph!
Show HN: HelixDB – Native graph and vector types for RAG and retrieval (github.com/HelixDB)
HelixDB is a powerful, graph-vector database built in Rust for millisecond query latency and ease of use.
Postgres as a Graph Database: (Ab)Using PgRouting (supabase.com)
pgRouting is a Postgres extension. It's often used for finding the “shortest path” between two locations, however it's a hidden gem in Postgres and can be used for basic graph functionality.
MillenniumDB: Property graph and RDF engine, still in development (github.com/MillenniumDB)
MillenniumDB is a graph oriented database management system developed by the Millennium Institute for Foundational Research on Data (IMFD).
Raphtory – In-memory vectorised graph database written in Rust (github.com/Pometry)
Raphtory is an in-memory vectorised graph database written in Rust with friendly Python APIs on top.
Apache AGE: Graph Database for PostgreSQL (apache.org)
Dismantling ELT: The Case for Graphs, Not Silos (jack-vanlightly.com)
ELT is a bridge between silos. A world without silos is a graph.
Sortledton: A Universal, Transactional Graph Data Structure [pdf] (vldb.org)
Graph Retrieval Using Postgres Recursive CTEs (sheshbabu.com)
Did you know you can use Postgres as a graph database for certain usecases?
Graph Databases for Crime-Fighting: How Memgraph Maps and Analyzes Criminal (memgraph.com)
Graph databases, such as Memgraph, are highly effective in crime-fighting and intelligence work because they excel at uncovering and analyzing relationships between entities, such as individuals, communication channels, and locations. In counter-terrorism and counter-intelligence operations, graph databases are often used to map out and analyze complex networks of individuals and their associations.
Is anyone deploying GraphRAG in prod? (ycombinator.com)
I've been seeing a lot of buzz around GraphRAG and its potential, but many implementations seem to encounter issues, often with Neo4j. Has anyone managed to set up a reliable and cost-effective GraphRAG system in production? I'm curious about real-world experiences and practical solutions.
Achieving the perfect golden record with graph data (aerospike.com)
Ask HN: What is the best software to visualize a graph with a billion nodes? (ycombinator.com)
RAGFlow: Modern Agentic RAG Based on Graph (ragflow.io)
Show HN: Reagent – graph based framework for building AI agent with UI (github.com/reagentai)
ScrapeGraphAI: Web scraping using LLM and direct graph logic (onrender.com)
GraphRAG with LangChain and Neo4j (medium.com)
Long-Term, Personalized Memory for AI Agents Using Graph DBs (streamlit.io)
Memgraph's Deep Path Traversal Capabilities (memgraph.com)
GQL: A New ISO Standard in Graph Query Language (tigergraph.com)
Show HN: CloudCruise (YC W24) – Graph-Based Workflow Builder for Web Agents (cloudcruise.com)