The nuclear analogy fails on excludability: weights copy at zero cost and leak through people, not shipments. But the cryptography analogy fails too, because the binding constraint here is compute, which is physical and countable.
Frontier model weights are strategic materiel, and states may restrict their export as they restrict enrichment technology.
Successive export-control packages have moved from chips to cloud access, and now to the weights themselves. The analogy being invoked is nuclear: a general-purpose artefact whose diffusion is treated as a security event rather than a trade question. The counter-analogy is cryptography in the 1990s, where controls failed and mostly harmed the controlling state's own researchers.
The tension
Either capability diffusion is the primary risk, in which case openness is reckless — or concentration is the primary risk, in which case controls entrench exactly the few actors we cannot audit.
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Controls have so far produced domestic substitution faster than they produced delay, and they concentrate frontier capability in exactly the three firms least subject to external audit.
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Article
The Tutor in the Machine
Rosalind Grant · 2025
Field reporting from three school systems piloting adaptive learning software, and the gap between the demo and the classroom.