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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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Case StudiesSep 23, 2025

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!
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Case StudiesSep 16, 2025

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!
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FundamentalsSep 15, 2025

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.
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Cognee NewsSep 12, 2025

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!
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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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Latest Integrations

ScrapeGraphAI + Cognee: Turn Live Web Data Into a Knowledge Graph
IntegrationsMar 10, 2026

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
IntegrationsMar 6, 2026

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
IntegrationsFeb 6, 2026

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.
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