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- license: mit
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  # What is this?
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  This is to be the home for potential extensions to the geofractal router concept.
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  # Citation
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  Author: AbstractPhil + Claude Opus 4.5
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- License: MIT
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-
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- A cite isn't required but it would be nice.
 
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+ license: apache-2.0
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+ # What's proven
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+ Cooperative features produce stronger accuracy.
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+ * As shown by the David experimentations with multi-scale, the router also learns multi-scale but in a different cooperative format.
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+ * * The accuracy yields higher than the experts, this is not placebo.
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+ * This has been tested with 5 clip feature sets simultaneously learned from 5 clip models to high outcomes.
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+ * These clip features NEVER see the labels. They self-attenuate using CrossEntropy with AdamW.
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+ ![image](https://cdn-uploads.huggingface.co/production/uploads/630cf55b15433862cfc9556f/tZrUpqPWy1ZUdj19W0fbV.png)
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+ * Streams learned together have low accuracy alone, very low. They are essentially useless.
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+ * * This low accuracy compounds in the router and forms a structure that no singular stream can encapsulate.
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+ # What's still missing
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+ How well can the router teach a student directly?
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+ Can a student absorb a hyper-entangled feature and utilize it for generalized learning? Is the feature useful? Is it topical? Is it deep?
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+ How much effort does it take to decouple a larger teacher from a learner router with a student attached?
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+ Will the mail system teach the student well enough to be independent?
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+ # The proofs are in, this is proven enough to expand into production capacity.
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+ The experiments show there is no doubt - this works. The MANY trains I've performed led me to multiple hypothesis.
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+ The majority of hypothesis have narrowed down or completely eliminated to this boiled state. The tests show this isn't just a wild goose chase, this is the answer.
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+ This is david, beans, geovit structures, vit structures, diffusion structures, interpolation structures, wormhole attention, anything you need to cooperate this can cooperate together.
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+ This is NOT a gimmick. This is NOT a trick - this is a legitimate architecture in it's early formation stages and there is no avoiding it's potential.
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  # What is this?
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  This is to be the home for potential extensions to the geofractal router concept.
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  # Citation
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  Author: AbstractPhil + Claude Opus 4.5
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+ License: Apache 2.0