Implicit Bias of Adam and Muon

KKT limits, spectral duality, hybrid norms, and infinity margins

18/18
scientific gates
370
exact Muon identities
96.4%
worst momentum/optimal margin
2×
byte-identical strict runs
Four-panel optimizer audit

Version-locked to arXiv v1. Finite smooth homogeneous flows audit mechanisms; source proofs retain general nonlinear asymptotic scope.