Privacy First Local Processing

via “personal data rag with privacy-preserving local processing”

[MLsys2026]: RAG on Everything with LEANN. Enjoy 97% storage savings while running a fast, accurate, and 100% private RAG application on your personal device.

Unique: Designed specifically for personal data RAG with guaranteed local processing and no cloud data transmission, providing privacy guarantees that cloud-based RAG systems cannot match — most RAG frameworks default to cloud APIs

vs others: Provides true privacy for personal data unlike cloud-based RAG systems (LangChain + OpenAI, LlamaIndex + Pinecone) which transmit data to external services