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The Cognee Blog

Memory as a Decorator
Cognee's CLI Replaces MCP OAuth in 100 Lines
Agents Don't Need Another Protocol. They Need a Good CLI.

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Case StudiesSep 11, 2025

Smart Networks, Smarter Students: How cognee Connected 40,000 German Learners

AI memory case study: Knowunity used AI in education and cognee's knowledge graph tech to connect 40,000 learners by proximity and needs—see results. Read now.
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Cognee NewsSep 10, 2025

Announcing Auto-Optimization: Self-Tuning AI Memory from Real User Feedback

AI memory gets smarter with real user feedback; auto-optimizing knowledge graphs boost search relevance and reduce manual tuning. See how it works and try it now!
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Cognee NewsSep 9, 2025

The Future of Post-Processing for Knowledge Graphs - Meet Memify

Memify is a modular pipeline that keeps your knowledge graph evolving and speeds vector database updates for relevance and speed. Explore docs, join the beta now!
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Cognee NewsSep 3, 2025

🚀 cognee Update: August 2025

cognee August updates: Amazon Neptune integration, n8n for Cognee Cloud, community adapters, time-aware and self-improving graph, graph embeddings, and more!
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FundamentalsAug 20, 2025

AI Memory in 5 Scenes — From Generic GPT to GraphRAG Greatness

Explore how AI memory evolves from base LLM to Graph-aware RAG using Cognee’s open-source memory engine. Learn the transformation—read now on cognee!
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FundamentalsAug 20, 2025

Connecting the Dots: How cognee Links Concepts & Documents

Learn how graph-based AI memory links concepts for smarter retrieval in Cognee. Watch our demo and start building AI that truly remembers and connects ideas.
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Deep DivesAug 15, 2025

Build graph-native RAG with cognee and Amazon Neptune Analytics

Learn how to build production-ready graph-native RAG systems using cognee and Amazon Neptune Analytics. Store embeddings on graph nodes and query with openCypher for semantic recall and multi-hop traversal in a single managed service.
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IntegrationsAug 15, 2025

Amazon Neptune now integrates with Cognee for graph-native memory in GenAI Applications

Discover more about what's new at AWS with Amazon Neptune now integrates with Cognee for graph-native memory in GenAI Applications.
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Deep DivesAug 15, 2025

Pluggable Observability for Semantic Workflows: cognee Ă— Keywords AI

Implement span-level LLM observability in semantic workflows using cognee + Keywords AI. Trace every step, debug faster, and optimize pipelines today.
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Latest Integrations

ScrapeGraphAI + Cognee: Turn Live Web Data Into a Knowledge Graph
Scrape live web data and build a knowledge graph for AI agents with ScrapeGraphAI + Cognee. Build a memory system that understands your data. Follow the step-by-step guide now.
OpenClaw Agents: 3 Viral Use Case Ideas Powered by Cognee
Discover 3 OpenClaw use case ideas and how Cognee brings deeper memory, connected context, and smarter recall. Explore the next step for AI agents—read now.
What OpenClaw is and how we give it memory with cognee
Learn how OpenClaw's Markdown memory works, where it falls short, and how a Cognee plugin adds knowledge-graph recall, indexing, and smarter retrieval.
Cognee is the fastest way to start building reliable Al agent memory.