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.
Remove challenge-data field tokens (tier_id, expected, accuracy); model unchanged, all tiers exact
