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OpenAI and Anthropic, the two companies operating closest to the frontier of large language model development, face a structural trap if they move toward a public listing: the capital demands of staying at the frontier are severe, and the consequences of falling behind it may be worse still.
The Frontier Cost Problem Remaining at the cutting edge of AI development is not a fixed cost — it is an escalating one.
The source makes clear that the expense of frontier competition is punishing, a word that implies ongoing, compounding pressure rather than a one-time capital event.
For a company contemplating a float, that dynamic is difficult to underwrite.
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