Long-Horizon RL Needs Muon.

arXiv:2610.20256v1 Announce Type: cross Abstract: Long-horizon agents must coordinate reasoning, tool use, and environment feedback over extended interactions. Learning from sparse outcome rewards requires weighting trajectories of different lengths and updati