The Cognee Blog
Latest
Latest

🚀 cognee Update: September 2025
Cognee September recap: AI memory upgrades, graph embeddings, new UI, and case studies. Improve context engineering and retrieval—read now and start building.

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.

🚀 cognee Update: September 2025
Cognee September recap: AI memory upgrades, graph embeddings, new UI, and case studies. Improve context engineering and retrieval—read now and start building.

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.

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

What Is RAG? Retrieval-Augmented Generation Explained

What Is GraphRAG? Retrieval-Augmented Generation with Knowledge Graphs Explained

What Is an AI Knowledge Graph? Entities, Relationships, and Use Cases Explained

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

cognee on BEAM: SOTA Results Without a Benchmark-Specific Memory System

Just Postgres: Drop the Graph Database. Keep the Graph.

GraphRAG vs RAG: Key Differences and How to Choose

Structure Your Skills with Cognee

Beyond Recall: Building Persistent Memory in AI Agents with Cognee

Cut Through the Noise: Build Your Smart News Agent with cognee

Cut Cognee's Vector Memory by 8x with Qdrant's TurboQuant

ScrapeGraphAI + Cognee: Turn Live Web Data Into a Knowledge Graph
