GovernanceAgencyCompute Gov.
Weights Proliferation: Where Compute Governance Goes Silent
June 4, 2026·From: Beyond the Threshold: Designing Compute Governance That Actually Works
Once model weights are released or leaked they cannot
be recalled. The Meta LLaMA series demonstrated this empirically weights,
once public, eliminate training compute as a controlling variable for
deployment risk entirely. The IAEA nuclear analogy breaks down exactly
here: enriched uranium is a physical quantity subject to material
accountancy. Model weights are information, copyable and transmissible
at zero marginal cost. The central open question for compute governance
is what deployment-phase oversight looks like for a technology where
the primary risk artifact has no physical instantiation to control.