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>the compute cost still scales O(n²) for n tokens,

That is never the cost, it's a common misconception.

Cost scales linearly per tokens. Unless you are sending one token at a time and avoiding using the same machine or cache.

Just look at api charges, they are charged by token, not by token squared.

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Which seems to contradict the usual consensus that purely linear architectures are not sufficiently capable and unsuited for frontier models.
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