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@@ -33,7 +33,10 @@ to full fruition. Wish me luck as I design the reusable compact mechanism.
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  The final state of this will be a transparent embedding system with a transformer, specifically aligned stepwise.
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- No tricks, no gimmicks, just pure alignment math through solid and careful hypersphere rigidity analysis.
 
 
 
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  # GEOLIP CaptionBERT-8192
 
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  The final state of this will be a transparent embedding system with a transformer, specifically aligned stepwise.
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+ No tricks, no gimmicks, just pure alignment math through solid and careful hypersphere rigidity analysis.
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+ This alignment will allow the student to learn independently, without collapsing to overfitting due to exceeding internal utility, while the external heads
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+ still have more than a reasonable amount of information to access.
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  # GEOLIP CaptionBERT-8192