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Blog: Case Studies

Memory as a Harness: Turning Execution Into Learning
Grounding AI Memory: How Cognee Uses Ontologies to Build Structured Knowledge
Building Self-Improving Skills for Agents

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Deep DivesMar 3, 2025

CrewAI Memory with Cognee

Learn how to give CrewAI agents memory using cognee for context-aware AI applications. Discover our example research agent implementation and build your solutions.
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Deep DivesFeb 20, 2025

Cognee GraphRAG: Supercharging Search with Knowledge Graphs and Vector Magic

Discover cognee GraphRAG merging knowledge graphs and vector search for accurate, context-rich answers for your LLM queries. Try cognee, improve search performance!
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Deep DivesFeb 19, 2025

Ollama, Deepseek, and Graphs

Explore Ollama and Deepseek creating LLM-based knowledge graphs. We evaluated small - large models, structured data, and agent-ready data layers. Try it with cognee!
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FundamentalsFeb 14, 2025

Vector Databases: How They Work and Why They Matter

Discover how vector databases work in AI, recommendation engines, and semantic search. Learn unstructured data handling, top tools, and real-world use cases.
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FundamentalsFeb 12, 2025

Cognitive Architectures for Language Agents: Explained

Discover how cognitive architectures enhancing LLM memory and adaptive decision-making for Agents. Learn CoALA framework for context-aware, high-performing AI today!
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FundamentalsFeb 10, 2025

The Building Blocks of Knowledge Graphs: a Look at Cognee's Approach

Explore knowledge graph's role in data storage, semantic search, and reasoning, plus real-world AI applications and enterprise knowledge management. Try with cognee!
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Deep DivesFeb 7, 2025

Model Context Protocol + Cognee: LLM Memory Made Simple

Unlock the power of cognee LLM memory with the Model Context Protocol. Learn how use cognee memory as a MCP tool to make your LLM apps accurate easily. Try it today!
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Deep DivesJan 21, 2025

Cognee + LanceDB: Simplifying RAG for Developers

Simplify Retrieval-Augmented Generation (RAG) workflows. Graphs, vectors, and Apache Arrow help automated tests, and scale AI applications. Try cognee with LanceDB!
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Deep DivesJan 17, 2025

Cognee + Graphiti: Integrating Temporal-Aware Graphs

Cognee integrates with Graphiti to enable temporal-aware graphs. Learn about feature enrichment, graph transformation, and how to build custom, scalable solutions!
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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.
Cognee Blog - Read about AI infrastructure