This paper (2607.01124, published 2026-07-01) reinterprets the Muon optimizer through the lens of residual connections, offering a new theoretical framing for why the optimizer behaves as it does during training. Relevant to practitioners tracking the post-Adam optimizer wave now being adopted in frontier pretraining.