
Key Limitations of Traditional RAG SystemsTraditional Retrieval Augmented Generation (RAG) systems using vector databases struggle with complex knowledge basesThey often miss connections between similar data and broader themes across informationThe flat structure of vector databases limits contextual understandingKnowledge Graphs as a Superior AlternativeKnowledge graphs offer structured, hierarchical information organizationThey mirror human cognition by representing data […]
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