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PANTHER: Private Approximate Nearest Neighbor Search in the Single Server Setting
PANTHER provides private ANN search in single server settings. Relevant for secure vector databases in AI. Cryptology ePrint Archive (2024) by Jingyu Li et al.
HollowDB Vector
Decentralized vector database built on Arweave network with HNSW index implementation, providing privacy-preserving vector search capabilities for Web3 and AI applications.
Prem AI
Swiss-based sovereign AI platform for enterprises needing full data control. Features cryptographic verification, zero-data-retention architecture, and complete model lifecycle management.
h2oGPT
Apache 2.0 open-source project for querying and summarizing documents or chatting with local private GPT LLMs. Supports Ollama, Mixtral, llama.cpp with persistent databases (Chroma, Weaviate, FAISS) and accurate embeddings.
Ollama Embeddings
Local embedding generation through Ollama supporting models like nomic-embed-text and mxbai-embed-large. Enables completely offline embeddings with no subscription fees or API costs, ideal for privacy-focused RAG applications.
PrivateGPT
Production-ready AI project for private, local document Q&A using RAG. 100% private with no data leaving your environment, supporting offline operation with local LLMs and vector databases.
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