Benchmark-Honest Claims
Every public claim is qualified with evidence. We write 'no hallucination rate is claimed' and 'FDIA rank accuracy: 11 of 12 on a tiny hand-written set (a smoke test)' — never stripped of context. We do not inflate numbers or delete qualifiers under time pressure.