Humanoid learning updates expand task libraries and supervision strategies with safety in mind. The release clarifies evaluation protocols, publishes example tasks, and shares results that illustrate where generalization is working and where it needs more data or structure. The intention is to make learning improvements measurable and transferable between sites.