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@@ -21,9 +21,4 @@ To ensure contextual coherence and adaptation, the system implements:
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  ## Deterministic Precision
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  - **Zero Neural Intervention**: No transformers, embeddings, or backpropagation are used.
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- - **95%+ Precision Goal**: Through adaptive coefficient scaling and symbolic back-search, the system targets near-perfect accuracy on structured datasets.
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- ---
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- %%writefile requirements.txt
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- numpy
 
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  ## Deterministic Precision
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  - **Zero Neural Intervention**: No transformers, embeddings, or backpropagation are used.
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+ - **95%+ Precision Goal**: Through adaptive coefficient scaling and symbolic back-search, the system targets near-perfect accuracy on structured datasets.