Beyond RAG: Giving AI Agents Persistent Memory with Open Source Tools

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KnowledgeDB.ai

KnowledgeDB

36 episodes

16 hours ago

KnowledgeDB.ai is your go-to podcast for diving deep into the infrastructure that powers Generative AI. Each episode explores groundbreaking papers, insightful publications, and emerging technologies shaping the future of AI systems. From distributed computing and graph databases to hardware accelerators and model optimization, we decode the research behind the tech. Whether you're a developer, researcher, or just curious about the mechanics behind GenAI, KnowledgeDB.ai provides a blend of technical depth and practical insights to keep you informed and inspired. Tune in and stay ahead of the

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Beyond RAG: Giving AI Agents Persistent Memory with Open Source Tools

KnowledgeDB.ai

6 minutes 4 seconds

2 months ago

Beyond RAG: Giving AI Agents Persistent Memory with Open Source Tools

Mem0, Graphiti, Cognee, and LangMem are open-source libraries that provide persistent memory for AI agents. Mem0 uses a hybrid database to optimize personalization and reduce token costs. Graphiti creates temporal knowledge graphs for dynamic data, while Cognee builds multi-modal graphs and uses ontologies to improve reasoning and reduce hallucinations. LangMem is a framework-native solution designed for seamless integration with the LangChain ecosystem.