<ul><li>RAG project encounters limitations with static knowledge bases hindering the system's adaptability to new or changing information.</li><li>RAG systems depend on fixed knowledge bases that do not update based on new user interactions, leading to outdated responses when information changes.</li><li>Challenges arise in RAG systems when users present unfamiliar questions or inputs, causing the system to lack appropriate information or provide outdated data.</li><li>Similar to discrepancies between Cypher and SQL in data structures, translating user input into relevant responses in RAG systems can be complex due to knowledge base limitations.</li></ul>

LangGraph + Graphiti + Long Term Memory = Powerful Agentic Memory

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