A hidden flaw in #RAG pipelines: semantic drift.
Smarter chunking and a knowledge graph powered by Neo4j transform RAG into an accurate, explainable, and trustworthy reasoning engine.
By Nomthandazo Tshuma
bit.ly/4mqVkRo
#Neo4j #GraphRAG
@neo4j.com.bsky.social
Leader in Graph Database & Analytics. Developers: https://dev.neo4j.com/developerbsky. Our community: https://dev.neo4j.com/communitybsky Same handle on all other platforms.
A hidden flaw in #RAG pipelines: semantic drift.
Smarter chunking and a knowledge graph powered by Neo4j transform RAG into an accurate, explainable, and trustworthy reasoning engine.
By Nomthandazo Tshuma
bit.ly/4mqVkRo
#Neo4j #GraphRAG
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Automatically infer schema from text
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Apply flexible schema enforcement options
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Have granular control over the extraction process
Real example included: transforming cybersecurity advisories into actionable intelligence. Take a look!
bit.ly/3UCD6jQ
#Neo4j #Python
π₯ New in the Neo4j's Python package!Automatically infers schemas from your text data!
Does not matter if you are a beginner or an expert, you can now improve your knowledge graph construction process thanks to the new schema capabilities introduced in the package:
Everyoneβs building agents and spinning up MCP servers. But almost no one is talking about evaluation. In my latest post, I introduce a framework for evaluating graph retrieval in @neo4j.com MCP-based agentic systems, using @langchain.bsky.social
towardsdatascience.com/evaluating-g...
With real use cases, he arrives at interesting conclusions about the benefits and challenges.
bit.ly/3Hd48LE
#neo4j #cypher
Christoffer shows how to use the new REPEATABLE ELEMENTS match mode to solve queries that we werenβt able to before, like finding circular patterns where one of the nodes only has one incoming/outgoing relationship.
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Back to regular business in August: Hands-On example on the intersection of #ai and #graph - Tune in:
youtube.com/live/IlI3uNj...
Today we show you how to create graph-powered dashboards just with natural language: Prompt β Cypher β Visualization in one flow youtube.com/live/NSkg1Yj... #dashboard
30.07.2025 08:27 β π 0 π 0 π¬ 0 π 0My recap highlighting a few of the sessions from the @neo4j.com Life Science & Pharma Day has been published: medium.com/neo4j/grapht... #lifescience #pharma #data #biotech
28.07.2025 16:08 β π 1 π 1 π¬ 0 π 0Grounding AI to prevent hallucinations
Accelerating biotech discoveries
Exposing financial crimes (Panama Papers-style investigations)
Creating true customer 360Β° views
Learn more about how: bit.ly/4o2kveC
#GenAI #Graphdatabase #Neo4j
What is a Graph database?
Connected data is revolutionizing how forward-thinking companies solve complex challenges:
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Makbule Gulcin Ozsoy and Will Tais analyze this in a blog where they shared a detailed evaluation to understand how the input language affects the quality of the generated Cypher queries- this test was made in English, Spanish, and Turkish, and the results might surprise you...
bit.ly/45mognS
Have you ever wondered how well #LLMs handle natural language to #Cypher query conversion across different languages?
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Ever wondered why #graphdatabases matter?
Curious how to read and write data in #Neo4j?
We've got you covered! Our new series with Nyah Macklin and Martin O'Hanlon answers these and other questions.
Take a look and get introduced to the amazing world of Neo4j π€© π: bit.ly/3TSNFPH
βWhat if I could just say what I want and get a dashboard?β - Now you can on Aura! Tune in for more next week youtube.com/live/NSkg1Yj... #dashboard #genai
24.07.2025 12:25 β π 0 π 0 π¬ 0 π 0If you are a developer, you need to go deep on the Model Context Protocol #MCP
@mesirii.de wrote this detailed blog where he explains the ecosystem, the challenges, and the benefits.
If you are looking to implement it on GenAI and Agent systems, start right here:
bit.ly/3IIgHPr
#MCP
Are you ready to kick things of with GenAI and GraphRAG? Learn how in our live stream today:
youtube.com/live/X4IFOiY... #neo4j #graphrag #knowledgegraph #genai
Find out how AI + knowledge graphs detect sophisticated financial crimes in KYC investigations.
Full technical walkthrough with OpenAI's Agents SDK, MCP, #Ollama, and #Neo4j.β
towardsdatascience.com/graphrag-in-...
#GraphRAG #knowledgegraph #FraudDetection
Ed Sandoval showcases a powerful use case for AI grounded by a knowledge graph (GraphRAG): Know-Your-Customer (KYC) - a critical defense line against illicit activities.
@towardsdatascience.com
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Want to ground your #LLMs with real context?
The Neo4j + LLM Fundamentals course walks you through using langchain.bsky.social , #Python, and Neo4j to build smarter #GenAI apps, with fewer hallucinations.
Free on GraphAcademy: bit.ly
#Neo4j
Cypher 25 is where new features land first, ideal for developers building the next wave of graph-powered apps.
Valerio Malenchino breaks down what #Cypher versioning means, how to choose the right version, and how to start experimenting without rewriting your entire stack: bit.ly/4kGj7eW
#Neo4j
Big news for Cypher users: versioning is here! π€©
Two tracks, one goal: balance stability and innovation.
Cypher 5 is now frozen and stable, perfect for production environments that value consistency.
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This is a really good and interesting conversation between my colleagues @jimbobc.bsky.social and @alekusi.bsky.social from @neo4j.com about new ideas and research for a #graph #database #runtime and gratefully focusing on system engineering and little on AI for a change.
18.07.2025 08:18 β π 4 π 2 π¬ 2 π 0Get ready for "Essential GraphRAG" next week for a hands-on look at building high-performance, graph-powered RAG systems.
youtube.com/live/X4IFOiY... #neo4j #graphrag #knowledgegraph
#Cypher now has versions. Why? So you get stability where you need it, and innovation where you want it.
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Cypher 5 = frozen, stable
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Cypher 25 = evolving, feature-rich
Hereβs how it works (and why it matters): bit.ly/3GmqcDn
#Neo4j #query #graphdatabase
Your business runs on connections: between customers, products, people, processes.
So why is your data still stuck in tables?
These 7 enterprise graphs map your org the way it actually works, and unlock smarter #GenAI, better insights, and faster decisions.
bit.ly/44DoNAg
#Neo4j
Incredibly happy that our new intro video series is now ready for everybody to watch: youtu.be/F-bwn8p3Pes - @neo4j.com #graphdatabase
15.07.2025 10:23 β π 1 π 1 π¬ 0 π 0Image
Building a recommender? Importing from relational? Tracking changes in real time?
#Neo4j tutorials walk you through it all step by step.β
Get hands-on: bit.ly
#GraphDatabase #KnowledgeGraph #GenAI
Join us this week and hear about Neo4j Researchβs radical new graph-native runtime that rewrites the rules of query execution youtube.com/live/sZketgH... #neo4j #cypher #database #research
15.07.2025 09:50 β π 1 π 1 π¬ 0 π 1Image
If your data isnβt connected, your AI wonβt be either.
This guide walks you through building a #KnowledgeGraph step by step, so you can unlock better search, smarter recommendations, and #GenAI that actually works.
Read it here: bit.ly
#Neo4j