Implementing AdaMuon

This is a new optimizer, that combines elementwise adaptivity with orthogonal updates for large networks 

Novelty:
1. an elementwise second momentum estimator applied to update directions
2. a sign-stabilized update where the momentum is first sign-transformed before orthogonalization

Paper link : https://arxiv.org/abs/2507.11005