Deep Dives

Explore advanced AI techniques and methodologies, including Retrieval-Augmented Generation (RAG), Graph-RAG, knowledge graphs, embeddings, and context management. Dive into the graph-based retrieval systems, large language models (LLMs) and innovative ways to enhance AI performance.

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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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Deep DivesDec 19, 2024

Build a Knowledge Graph from a Python Repo: A Simple Guide

Build a Python repo knowledge graph with cognee to map dependencies and unlock better coding insights. Simplify AI integration for smarter development workflows.

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Deep DivesDec 9, 2024

Memory Fragment Projection: Building a Personalized Knowledge Graph Layer with Cognee

Learn creating personalized knowledge graphs through memory fragment projection. Use cognee's retrieval process and GraphRAG pipelines for better data exploration.

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Deep DivesDec 3, 2024

Improving LLM Accuracy: Graph-Based Retrieval and Chunking Methods

Discover how integrating graph-based retrieval methods and chunking techniques can enhance the relevance and precision of responses generated by LLMs. Try it now!

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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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