The Cognee Blog
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Cognee product & events updates, insights into our AI memory research and practical guides — in your inbox every two weeks.
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Multi-Tenant Ready: Introducing Dataset Sharing & Role-Based Access
Enable role-based access control and dataset sharing in cognee to secure multi-tenant data across Kùzu and LanceDB via SDK or API. Manage AI memory permissions!
Even More Depth & Nuance: Announcing Advanced Weights for Enhanced Reasoning
Build richer AI memory with weighted nodes and edges—enable memory layers and context engineering for recency and importance. Try Cognee for enhanced reasoning.
Beyond Similarity: Introducing Graph-Aware Embeddings for Even Smarter Retrieval
Cognee introduces graph-aware embeddings: graph signals boost semantic search for faster and more precise retrievals in paid plans. Learn more and book a call.
Elevating AI-Driven Credit Card Insights: A Tier-1 US Bank's Semantic AI Memory Discovery
Banking Agents meet semantic AI memory to unify credit card rules with ontology supported provenance - boosting accuracy and compliance. Read more, book a call!
Turning PDFs into Evidence-Based Answers: How We Built a Trustworthy Evidence Graph for UWYO
Turn scattered research into trusted context for Special Education Agent with cognee, delivering evidence with citations. Book a demo and power your domain Agent!
Vectors + Graphs in Practice: Field Notes from the cognee Backend
Pair a vector database for semantic recall with a graph database for explainable paths and provenance in GraphRAG pipelines. See trade-offs and tips - read now.
Announcing the new cognee UI: Local & Cloud Notebooks, Graph Explorer
Simplify AI memory with cognee UI—notebooks, local + cloud sync, Graph Explorer, works with your databases. Deploy in seconds and start building smarter today!
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.
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!
Multi-Tenant Ready: Introducing Dataset Sharing & Role-Based Access
Enable role-based access control and dataset sharing in cognee to secure multi-tenant data across Kùzu and LanceDB via SDK or API. Manage AI memory permissions!
Even More Depth & Nuance: Announcing Advanced Weights for Enhanced Reasoning
Build richer AI memory with weighted nodes and edges—enable memory layers and context engineering for recency and importance. Try Cognee for enhanced reasoning.
Beyond Similarity: Introducing Graph-Aware Embeddings for Even Smarter Retrieval
Cognee introduces graph-aware embeddings: graph signals boost semantic search for faster and more precise retrievals in paid plans. Learn more and book a call.
Elevating AI-Driven Credit Card Insights: A Tier-1 US Bank's Semantic AI Memory Discovery
Banking Agents meet semantic AI memory to unify credit card rules with ontology supported provenance - boosting accuracy and compliance. Read more, book a call!
Turning PDFs into Evidence-Based Answers: How We Built a Trustworthy Evidence Graph for UWYO
Turn scattered research into trusted context for Special Education Agent with cognee, delivering evidence with citations. Book a demo and power your domain Agent!
Vectors + Graphs in Practice: Field Notes from the cognee Backend
Pair a vector database for semantic recall with a graph database for explainable paths and provenance in GraphRAG pipelines. See trade-offs and tips - read now.
Announcing the new cognee UI: Local & Cloud Notebooks, Graph Explorer
Simplify AI memory with cognee UI—notebooks, local + cloud sync, Graph Explorer, works with your databases. Deploy in seconds and start building smarter today!
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.
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!
cognee 1.0: The Open-Source Memory Platform for AI Agents
Claude Code's Leak Reveals Anthropic's Obsession with Cognee
Cognee Raises $7.5M Seed to Build Memory for AI Agents
AI Agent Memory Architecture: Components, Diagram and Design Choices
ChatGPT Memory: How It Works, What It Can't Do, and How to Build Your Own
Knowledge Graphs for LLMs: How They Work Together and When You Need One
Elevating AI-Driven Credit Card Insights: A Tier-1 US Bank's Semantic AI Memory Discovery
Turning PDFs into Evidence-Based Answers: How We Built a Trustworthy Evidence Graph for UWYO
Smart Networks, Smarter Students: How cognee Connected 40,000 German Learners
Local AI Memory: Keeping Agent Memory Off the Cloud
AI Memory Tools vs. Databases: 5 Memory Layers Compared (2026)
How to Evaluate AI Memory in 2026: 5 Tools Compared
Why AI Agents Forget and How to Fix Their Memory
Give Claude Code Persistent Memory With cognee
Structure Your Skills with Cognee
Keenable × cognee: Giving Web Retrieval Persistent Memory
Cut Cognee's Vector Memory by 8x with Qdrant's TurboQuant
