CharlesCNorton commited on
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Add optimality note: exhaustive enumeration confirms magnitude 3 is minimum

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@@ -86,6 +86,10 @@ All have bias 0. Only the number of inputs changes.
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  | Bias | 0 |
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  | **Total** | **4 parameters** |
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  ## Usage
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  ```python
 
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  | Bias | 0 |
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  | **Total** | **4 parameters** |
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+ ## Optimality
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+
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+ Exhaustive enumeration of all 129 weight configurations at magnitudes 0-3 confirms this circuit is **already at minimum magnitude (3)**. There is exactly one valid configuration at magnitude 3, and no valid configurations exist below it.
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  ## Usage
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  ```python