NodeMind binary fingerprint document index. Patent-pending integer-only codec.

A vectorless RAG pipeline that navigates PDF documents using a PageIndex tree structure and Gemini 2.0 Flash — no vector database, just LLM-guided tree search with auto-cited answers.

SILK: Symbolic Index for LLM Knowledge — Neuro-symbolic search with 64-bit integers. No vector DB, no embeddings.

Replace vector databases with binary document intelligence for efficient multimodal data search without GPUs.