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This paper tests the independence assumption underlying compositional reliability bounds for multi-agent systems, finding that same-model agents co-fail at high rates and that common certificates are unsound. It proposes a finite-sample, dependence-free certificate via linear programming over co-execution moments, validated on 18,000 missions.