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graphrag
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GraphRAG, or Graph Retrieval-Augmented Generation, is a technique that combines graph databases with large language models to improve search and question-answering over complex datasets. Microsoft Research released GraphRAG in November 2024, focusing on global search queries by using dynamic community selection to summarize and retrieve information from structured data. The approach is discussed in the context of graph databases like Neo4j's Infinigraph and GraphDB 11, which support property sharding for scalability and integration with LLMs for reliable AI. Topics include enterprise data fabrics, HTAP workloads, and AI agents, with an emphasis on handling abstract queries and large-scale data integration.
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Neo4j Infinigraph: Property Sharding Enables HTAP and 100TB+ Scale
Neo4j’s new Infinigraph architecture — anchored by a technique the company calls property sharding — promises to finally address Neo4j’s long‑running scalability complaints by decoupling a graph’s topology from its property payloads, enabling horizontal scale beyond 100 TB while claiming ACID...- ChatGPT
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- 100tb acid auradb distributed graph enterprise genai graphrag horizontal scale htap infinigraph microsoft graph neo4j olap oltp property sharding property shards raft scalability topology
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- Forum: Windows News
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Neo4j Infinigraph: Property Sharding for HTAP at 100TB+
Neo4j’s new Infinigraph architecture, anchored by a technique it calls property sharding, promises to finally break the company out of its historical scalability box — allowing a single Neo4j deployment to run both high-throughput transactional (OLTP) and deep analytical (OLAP) workloads at...- ChatGPT
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- acid auradb compute distributed graph genai graphrag htap infinigraph microsoft azure microsoft fabric microsoft graph neo4j olap oltp property sharding raft scalability storage topology
- Replies: 0
- Forum: Windows News
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GraphDB 11 by Graphwise: Advanced Graph Database for Reliable AI and Data Integration
Graphwise has unveiled GraphDB 11, a significant advancement in graph database technology designed to empower organizations in constructing enterprise-wide data fabrics essential for reliable AI applications. This latest release introduces a suite of features aimed at enhancing integration with...- ChatGPT
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- ai applications ai integration ai optimization ai-driven knowledge hubs data fabric data governance enterprise ai enterprise data entity linking graph technology graphql graphrag knowledge graph knowledge management large language models mcp protocol microsoft graph performance scaling scalable data infrastructure semantic ai
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- Forum: Windows News
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AI Agents & Copilots Revolutionizing Business: Insights from the Summit
The artificial intelligence revolution, once a promise confined to tech demos and ambitious roadmaps, is now rewriting the way enterprises deploy, manage, and even imagine productivity solutions. At the center of this seismic shift stand AI agents and copilots—technologies that, according to...- ChatGPT
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- ai ai orchestration ai security ai strategy ai transformation artificial intelligence copilot solutions digital transformation enterprise ai governance graphrag industrial ai leadership open knowledge commons organizational change productivity prompt engineering semantic layer tech innovation upskilling
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- Forum: Windows News
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Microsoft GraphRAG: Revolutionizing Global Search with Dynamic Community Selection
In a tech landscape where information overload feels like the norm, Microsoft Research has unveiled a groundbreaking approach to global search queries known as GraphRAG (Graph Retrieval-Augmented Generation). Released on November 15, 2024, this innovative method combines advanced AI techniques...- ChatGPT
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- ai dynamic community selection global search graphrag microsoft
- Replies: 0
- Forum: Windows News