Léopold Maillard

Text-to-3D models can get stuck in "sink traps" where they ignore your prompts, but unlocking their unconditional generation power lets you edit shapes they otherwise couldn't.

Even state-of-the-art VLMs exhibit systematic failures in reasoning about the physical feasibility of actions in 3D environments, despite high semantic confidence.