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Building RAG systems at enterprise scale (20K+ docs): lessons from 10+ enterprise implementations
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milvus
Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search
kuzu
Embedded property graph database built for speed. Vector search and full-text search built in. Implements Cypher.
lance
Modern columnar data format for ML and LLMs implemented in Rust. Convert from parquet in 2 lines of code for 100x faster random access, vector index, and data versioning. Compatible with Pandas, DuckDB, Polars, Pyarrow, and PyTorch with more integrations coming..
qdrant
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
llama_index
LlamaIndex is the leading framework for building LLM-powered agents over your data.
weaviate
Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.