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README.md
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license:
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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:
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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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* 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
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