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@@ -13,7 +13,8 @@ This will enable a new realm of experimentation and present it's own optimizatio
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  overhead that backprop requires due to the hierarchical climb and return structure.
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  This version was using the older geometric vocabulary system with standard backprop as a preliminary test and it didn't do very well.
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- The next will feature a fully robust cantor stairing system with the vit-beatrix cohesion and full learning k-simplex cantor stairway embeddings.
 
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  Likely the followup variation will the full David-inspired shunt network that coalesces multiple Bert variants together while simultaneously acting as tiny
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  experts in a form of MOE that should enable at least 5 variants of alternative bert models to intercommunicate opinions.
 
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  overhead that backprop requires due to the hierarchical climb and return structure.
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  This version was using the older geometric vocabulary system with standard backprop as a preliminary test and it didn't do very well.
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+ The next will feature a fully robust cantor stairing system with the vit-beatrix cohesion and full learning k-simplex cantor stairway embeddings,
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+ this variation will still have backprop but there will be an additional head and complexity analysis tool for geometric stability testing with divergent pathways.
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  Likely the followup variation will the full David-inspired shunt network that coalesces multiple Bert variants together while simultaneously acting as tiny
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  experts in a form of MOE that should enable at least 5 variants of alternative bert models to intercommunicate opinions.