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> The $2 for every $1 inference cost quote from Anthropic I presume includes all opex

No, it does not, its just revenue minus compute. Per their S1, Anthropic has never turned an operational profit.

That's simply not true. See page 160 of the S-1 - clearly shows positive operating profit in Q2 2026.