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@@ -10,7 +10,19 @@ I underestimated the complexity of associative cross-modal differences, but it i
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  catalyst to teach as an associative connection. Routing is easy, distilling is not as easy with multimodal structures and multiple
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  adjacent representations used as loss learning targets.
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- If this fails to meet direct expectations, I'll form a proper hub and teach using the bertenstein method.
 
 
 
 
 
 
 
 
 
 
 
 
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  ```
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  =================================================================
 
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  catalyst to teach as an associative connection. Routing is easy, distilling is not as easy with multimodal structures and multiple
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  adjacent representations used as loss learning targets.
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+ If this fails to meet direct expectations, I'll form a proper hub and teach using the bertenstein method. Bertenstein works because it's
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+ always expecting to hear from the experts and there is always one anchored expert in charge.
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+ The expert/student distillation process requires skilled teachers with similar utility, which is different than simply funneling
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+ information through a route and pooling it.
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+ geolip-captionbert-8192 accepts this pooled funneled information and produces useful output due to the shared
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+ expert informations having similar access utilities.
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+ I'm teaching siglip, dinovit and clip-vit to communicate on the same manifold. They are essentially speaking three dialects of foreign offshoot
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+ evolved thousand year later Roman.
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+ The fact that this works at all is a testament to the hypersphere attenuation.
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  ```
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  =================================================================