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Published equation contexts

H=H′H = H'

Why this formula appears here

That is what a working reproduction ecosystem looks like when it functions as designed: a public claim, a public harness, a visible discrepancy, and a traceable resolution that ends with H = H' rather than a shrug. No hash comparison was needed here because nobody doubted the weights; the entire dispute and its resolution lived inside the harness argument, exactly where the earlier equation says it should when θ\theta is fixed and known.

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Published contexts (1)

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H=H′H = H'

Equation 17 · Open Models

What Open Weights Actually Let You Verify

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

That is what a working reproduction ecosystem looks like when it functions as designed: a public claim, a public harness, a visible discrepancy, and a traceable resolution that ends with H = H' rather than a shrug. No hash comparison was needed here because nobody doubted the weights; the entire dispute and its resolution lived inside the harness argument, exactly where the earlier equation says it should when θ\theta is fixed and known.

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