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Public Benchmarks

Four independent-seed blind rounds + three-model shared-board measurement: 97.45% mean, 17-category details, three-layer OOD disclosure, and honest weaknesses — all public.

97.45% 4-round blind-test mean (±0.6pp)
17 categories covered (12 perfect)
2,000 real calls, zero errors
100% data & scripts published
Metric Scopeamos-2.8jev-1.13 (commercial closed-source)laya (open-source lightweight model)
Overall accuracy (500 questions)96.6%96.4%42.8%
Tier A pure-decision tasks (280 questions)96.05%95.81%37.0%