Can Muon, the optimizer behind Kimi K2, work for SDXL and Anima LoRA training?

Muon and SOAP cut final diffusion loss 18% vs AdamW. Mapping that to Anima (Cosmos DiT) and SDXL U-Net LoRA training, plus existing LoRA-Muon research, before writing any code.