Towards Physically Grounded Articulated 3D Assets: A Multi-Agent Pipeline and Benchmark

Artisan introduces a multi-agent pipeline that integrates physical simulation feedback into the generative process to produce articulated 3D assets. The system moves beyond geometry and appearance to optimize for collision-free motion, gravitational stability, and accurate mass properties. A new unified benchmark evaluates these assets across spatial fidelity and physical plausibility.