Stop Rereading Your Documents. Let the AI Study Them Once.

This content highlights the inefficiency of naive RAG workflows that repeatedly re-synthesize answers for static knowledge, incurring costs and inconsistencies. It advocates for compiling knowledge at ingest time, a pattern proposed by Andrej Karpathy (llm-wiki.md), where an LLM reads a document once to build structured wiki pages. Zenii reportedly implements this optimized pattern out-of-the-box.