Samuel Fajreldines • 7/15/2025

Long-Term Memory for AI: How Graphiti Works for Building Real Smart Applications

This technical article explains Graphiti, an open-source Python/TypeScript framework for creating bi-temporal knowledge graphs. It details how Graphiti ingests real-time data (like transactions or conversations) with temporal metadata, enabling AI agents to perform precise, context-aware retrieval. The guide includes a practical example of building a Personal Financial AI Coach and covers installation, core capabilities, and integration with LLMs.

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#Python #AI Agents #Retrieval Augmented Generation