Pan Wang

Aesthetic code generation is unlocked by using a VLM judge to translate visual design principles from a reference image into actionable rewards for code models.

Physical robots can finally sustain coherent, multi-turn creative collaboration by decoupling evolving semantic intent from spatial grounding and stroke execution rather than relying on reactive single-shot rendering.