Med student builds RAG book library with Cognee for cross-book concept retrieval

shrike293103 · reddit · 2026-10-23

A medical student shares a build log for a personal RAG system that indexes an entire textbook library so LLMs can retrieve and explain concepts across books.

They ruled out Obsidian notes (static, not query-adaptive) and uploading books to chatbots (token limits, cost). Their current stack is Cognee — a graph-based RAG memory layer paired with kiro-cli — but single-book ingestion still freezes their limited hardware; they're evaluating Mem0 and Letta as alternatives.

Related event: Med Student Builds Cross-Book RAG Knowledge Base with Cognee for Textbook Retrieval(3 posts)→

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