Pebbling Club 🐧🪨

  • VectorVFS: Your Filesystem as a Vector Database
    vectorvfs.readthedocs.io
    ai ml llm vectors vectordbs embeddings search
    Notes
    VectorVFS is a lightweight Python package that transforms your Linux filesystem into a vector database by leveraging the native VFS (Virtual File System) extended attributes. Rather than maintaining a separate index or external database, VectorVFS stores vector embeddings directly alongside each file—turning your existing directory structure into an efficient and semantically searchable embedding store.
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  • Vector Databases Are the Wrong Abstraction
    www.timescale.com
    ai ml vectors embeddings databases postgres dev
    Notes
    A more effective abstraction is conceptualizing vector embeddings not as independent tables or data types but as a specialized index on the embedded data. This is not to say that vector embeddings are literally indexes in the traditional sense, like those in PostgreSQL or MySQL, which retrieve entire data rows from indexed tables. Instead, vector embeddings function as an indexing mechanism that retrieves the most relevant parts of the data based on its embeddings.
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