Loading...
Works

Project Test Kitchen 2026

Adobe Research

Project Test Kitchen is my Adobe Research internship project, presented at Adobe Summit Sneaks 2026. It uses a novel axis-centered approach to dynamically adjust the design space as designers move from broad exploration to focused refinement. Starting from prompts, reference images, and sketches, designers work with an AI agent to compare and evolve ideas along meaningful design dimensions. The research prototype is called Surprise2Refine.

Recognition & Outreach
Core Features
  • A moodboard captures visual references, sketches, and notes to guide generation.
  • Two editable conceptual axes organize design variations in a grid.
  • Zooming generates closer variations of a chosen design.
  • Anchoring blends preferred designs into new alternatives.
  • Decomposition extracts reusable visual elements and color palettes for further refinement.
Surprise2Refine workflow: a moodboard and conceptual axes guide exploration, followed by zooming, anchoring, and decomposition.

Exploration and refinement in Surprise2Refine. Figure 1, You et al., 2026.

Surprise2Refine comedy poster design: a moodboard guides exploration along art style and composition axes, followed by zooming, anchoring, and decomposition to create the final poster.

From a moodboard to a finished comedy poster: exploration and refinement in Surprise2Refine.

Iliza Shlesinger trying Project Test Kitchen on stage, with the generated poster designs displayed behind her.

Comedian Iliza Shlesinger trying Project Test Kitchen live at Adobe Summit Sneaks 2026.

Yuzhe You presenting Project Test Kitchen at the podium during Adobe Summit Sneaks 2026.

Presenting Project Test Kitchen at Adobe Summit Sneaks 2026.

Adobe Summit Demo

Watch Project Test Kitchen in action! I presented it live at Adobe Summit Sneaks 2026, where comedian Iliza Shlesinger tried it out on stage.

Links
Surprise2Refine paper Watch Project Test Kitchen Adobe Research feature
Keywords
  • Human-AI Co-Creation
  • Generative AI
  • Creative Scaffolding
  • Interaction Design
  • AI Agents
Authors

Yuzhe You, Gromit Yeuk-Yin Chan, Shunan Guo, Anlan Zhang, Eunyee Koh, Jian Zhao, Tongyu Zhou

© 2026 Yuzhe You All Rights Reserved.