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@@ -41,7 +41,7 @@ $$\mathcal{L}_{\text{total}} = \mathcal{L}_{\text{CE}} + \frac{\lambda}{B \cdot
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  with **λ = 0.1**. This soft regularization reduces divergence errors at inference time at zero architectural cost.
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- ![SC-Orthogonal Optimization Loop](DIAGRAM.png)
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  with **λ = 0.1**. This soft regularization reduces divergence errors at inference time at zero architectural cost.
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+ ![SC-Orthogonal Optimization Loop](dia.jpg)
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