Design Anything, Design at Scale
Keeping design intent outside the model helped agents meet more of a brief’s constraints across multi-artifact projects.
Design Anything records constraints and decisions in a graph that connects deliverables to workflow steps and carries selected designs into later generations. A deterministic controller checks output types, counts and unfinished work. On a benchmark of 228 tasks across 19 design domains, the authors report constraint satisfaction of 85.0% with DeepSeek V4.1 Flash High and 92.5% with GPT-5.6 Sol High, beating the strongest same-model baselines. Professional designers also preferred its complete deliverable sets in a blind evaluation.
HF Daily Papers' note
Design Anything records constraints and decisions in a graph that connects deliverables to workflow steps and carries selected designs into later generations. A deterministic controller checks output types, counts and unfinished work. On a benchmark of 228 tasks across 19 design domains, the authors report constraint satisfaction of 85.0% with DeepSeek V4.1 Flash High and 92.5% with GPT-5.6 Sol High, beating the strongest same-model baselines. Professional designers also preferred its complete deliverable sets in a blind evaluation.
HF Daily Papers' note
score 4