paper web signal

HappyWorld-Bench: All 31 Tested World Models Break Down Under Agent Interaction

Summary

The most comprehensive world-model reliability benchmark to date—spanning 14 video generators, 9 spatial systems, and 8 embodied candidates—finds every tested system fails when agents actually interact with generated environments, with the best spatial model capping at 70% placement accuracy.