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Disclaimer:

This is submitted as part of my research for Modular Arithmetic Challenge, this is not an official submission as this is a solved circuit.
There is no training set, no optimizer, and no fitted parameter.

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  # rob-constructed-v1: constructed ReLU circuit for exact (a路b) mod p
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  A fixed-weight linear + ReLU network that computes `(a * b) mod p` exactly at
@@ -9,10 +13,8 @@ provenance plainly. The weights are set by construction (two numeric constants,
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  `1` and `2^16`, plus the structural wiring in `circuit.py`). There is no
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  training set, no optimizer, and no fitted parameter.
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- It is submitted as the "interesting information to acquire" the launch comment
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- invited: a hand-encoded algorithm that meets the time and space budget and is
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- exact on every scored tier. How to treat it is the organizers' call; the
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- manifest discloses the tension with the trained-parameters rule openly.
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  ## What it computes
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  No weight files: the circuit needs none. That is part of the honest picture.
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  A submission with no trained parameters is, by the rules' own wording, a circuit
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- rather than a model.
 
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+ ---
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+ tags:
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+ - ClaudeCode
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+ ---
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  # rob-constructed-v1: constructed ReLU circuit for exact (a路b) mod p
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  A fixed-weight linear + ReLU network that computes `(a * b) mod p` exactly at
 
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  `1` and `2^16`, plus the structural wiring in `circuit.py`). There is no
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  training set, no optimizer, and no fitted parameter.
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+ It is submitted as part research, a hand-encoded algorithm that meets the time and space budget and is
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+ exact on every scored tier.
 
 
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  ## What it computes
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  No weight files: the circuit needs none. That is part of the honest picture.
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  A submission with no trained parameters is, by the rules' own wording, a circuit
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+ rather than a model.