Nursan Omarov

Nursan Omarov

Software developer.

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Tastemaker
Tastemaker

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  • MemoryOS
    MemoryOSHybrid AI Memory: Vector RAG meets Knowledge Graphs
    Apr 2026
  • 🎉
    Joined Product HuntApril 26th, 2026

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Nursan Omarov

2mo ago

MemoryOS - Hybrid AI Memory: Vector RAG meets Knowledge Graphs

Most AI memory relies on Vector RAG, which lacks structural context. MemoryOS is a hybrid knowledge base that runs Vector Search and Graph Traversal in parallel. Using recursive SQL CTEs, it finds relational links that standard RAG misses—like discovering "HNSW" when you only query "indexing." It features a real-time Retrieval Inspector, UMAP semantic cluster maps, and an MCP server to connect your local knowledge memory directly to any AI assistant like Claude or ChatGPT.
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