Tutorials

Step-by-step guides and hands-on tutorials to help you get started with cognee, build AI agents, and implement advanced features in your projects.

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FundamentalsNov 23, 2024

Structured vs Unstructured Data - Types, Differences, Examples

Explore the key differences between structured and unstructured data, their applications, and best practices. Learn more about data types in modern analytics.
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Cognee NewsNov 18, 2024

Big News: cognee raises $1.5 million to transform AI data management!

We're excited to announce that cognee has raised $1.5 million in funding! 🎉 Our mission is to make AI data management simpler, cost-effective, and scalable for you.
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Case StudiesNov 8, 2024

cognee - Case study with Dynamo.fyi

Instead of developing in isolation, we choose collaborating with partners to build a foundation of practical examples, Find out how we reached 75% answer relevancy.
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Deep DivesAug 1, 2024

Going beyond Langchain + Weaviate: Level 4 towards production

For a robust RAG model, we use memory and integrate with keepi.ai. Learn human-inspired cognitive processes and data management with a focus on graph databases!
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Deep DivesAug 1, 2024

Going beyond Langchain + Weaviate: Level 3 towards production

Learn adjusting parameters like document quantity and chunk size to enhance RAG. Explore challenge like reliably linking memories and organizing memory elements.
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Deep DivesAug 1, 2024

Going beyond Langchain + Weaviate: Level 2 towards Production

Level 2 AI integrates Memory Layer, FastAPI, Langchain & Weaviate. Our POC enables PDF uploads, translations & smart data retrieval. Try it with us now!
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Deep DivesAug 1, 2024

Going beyond Langchain + Weaviate and towards a production ready modern data platform

In 2023, 7,000 AI projects launched, fueled by model advances and collaboration. Yet, many remain basic, highlighting the need for a unified LLM platform.
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Latest Integrations

Cut Cognee's Vector Memory by 8x with Qdrant's TurboQuant
Use Qdrant TurboQuant in cognee with one env var to shrink stored vectors by about 8x without retraining, codebooks, or per-dataset tuning.
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.
Cognee is the fastest way to start building reliable Al agent memory.