The Objective Is the Bottleneck: Latent World Models Encode What Their Planners Cannot Use
arXiv:2608.12959v1 Announce Type: cross Abstract: Latent world models are judged by how well they predict, so when planning fails at long horizons the natural reading is that the predictor degrades. O