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Rank-1 linear, factorized embed, sinusoidal PE (period 11), ReLU carry detection, parabolic logit decoding
The first six babies in the trial were monitored closely from surgery through birth. Researchers reported:
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The value is not in the verification workforce. It is in what verified delivery enables. Consider a company delivering ML kernels for new hardware. Today, months go to testing and qualification. When AI writes the kernel and proves it correct in one pass, that timeline collapses to hours. A provably correct hardware design delivered in weeks rather than the year it currently takes changes the economics of an entire industry.
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