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k=200k=200

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No sealed trial of the kind proposed later in this article has been run, and every number in this section is invented to show what the construction predicts, not what it has found. Suppose a population of N=30 models: ten fine-tuned directly on a seeded source’s outputs ( MV\mathcal{M}_V ), ten exposed only to a scaffold template and a handful of the source’s outputs recirculated through an unrelated synthetic-data pipeline ( MH\mathcal{M}_H ), and ten trained on the same task distribution with no contact with the source at all ( M∅\mathcal{M}_\varnothing ), each tested against a k=200 -probe battery for one seeded, low-prior trait. Suppose I0I_0=0.03 , a 3 percent spontaneous rate, and \bar…

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k=200k=200

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This equation states an equality: the expressions on both sides have the same value under the article’s assumptions.

No sealed trial of the kind proposed later in this article has been run, and every number in this section is invented to show what the construction predicts, not what it has found. Suppose a population of N=30 models: ten fine-tuned directly on a seeded source’s outputs ( MV\mathcal{M}_V ), ten exposed only to a scaffold template and a handful of the source’s outputs recirculated through an unrelated synthetic-data pipeline ( MH\mathcal{M}_H ), and ten trained on the same task distribution with no contact with the source at all ( M∅\mathcal{M}_\varnothing ), each tested against a k=200 -probe battery for one seeded, low-prior trait. Suppose I0I_0=0.03 , a 3 percent spontaneous rate, and \bar…

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