on a real 356-note vault: - ~5k tokens to answer a question vs ~482k to paste the whole vault. -99%! - recall@8 = 1.00 on simple lookups: easy. - multi-hop (answer 2-3 links deep): keyword and vector score 0%, link-walking gets 100% ! - same query, 5 runs, 1 result. Deterministic. it means that is code not a LLM! `wikimoth install` wires it into Claude Code, and from then on it's hands-off: each session you finish gets saved as one linked markdown note, and your recent notes load back ...