ResearchResearch paperAgents & Tool Use · Multimodal Models2 sources · Oct 17, 2026

Design Anything, Design at Scale

We introduce Design Anything, a graph-based harness that preserves design intent outside the model and binds deliverables to the workflow steps that produce them through an intent-execution graph.

Key points

  • As multimodal resources are transformed into media outputs, agentic AI is expected to stay aligned with design intent over long horizons.
  • Recent work reuses design experience across tasks, yet alignment among artifacts within one project remains challenging.
  • We also introduce DesignAnything-Bench, with 228 tasks across 19 design domains, including 38 project families at scales of 6, 14, and 24 artifacts.
  • Under each model, Design Anything leads or ties in constraint satisfaction in 18 of 19 domains.

Sources (2)

  • [1]Design Anything, Design at Scale
    arXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 17, 04:29 PM
    We introduce Design Anything, a graph-based harness that preserves design intent outside the model and binds deliverables to the workflow steps that produce them through an intent-execution graph.
    As multimodal resources are transformed into media outputs, agentic AI is expected to stay aligned with design intent over long horizons.
  • [2]Design Anything, Design at Scale
    Hugging Face Daily Papers · Oct 17, 12:00 AM · same content

Extractive summary: sentences quoted from the sources.

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