Two layers. A deterministic engine runs 287 physics and statistical checks — plausibility bounds, conservation laws, dimensional and cross-variable consistency, outlier and distribution analysis — across 21 simulation domains. An optional AI layer then reasons over the full distributions to catch subtler issues the rules can't encode.