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JD Tech
JD Tech
Jan 27, 2026 · Artificial Intelligence

How Uni-Layout Unifies Cross‑Task Layout Generation with Human‑Like Evaluation

Uni-Layout introduces a unified framework that integrates a universal layout generator, a human‑feedback‑simulating evaluator, and a dynamic margin preference optimization technique to align generation and evaluation across diverse e‑commerce design tasks, backed by a new 100k human‑annotated dataset.

Human FeedbackMultimodal LLMdynamic margin optimization
0 likes · 11 min read
How Uni-Layout Unifies Cross‑Task Layout Generation with Human‑Like Evaluation
We-Design
We-Design
Nov 22, 2023 · Fundamentals

Mastering Complex E‑Commerce Systems: Apply the C4 Model for Clear Design

This article explains how designers can tackle the intricacies of e‑commerce platforms by using the C4 model to break down complex systems into context, functions, processes, and pages, ensuring no critical details or role relationships are overlooked.

C4 ModelComplex Systemsdesign methodology
0 likes · 9 min read
Mastering Complex E‑Commerce Systems: Apply the C4 Model for Clear Design
JD.com Experience Design Center
JD.com Experience Design Center
Oct 13, 2023 · Artificial Intelligence

How AI-Generated Images Revolutionized City Coupon Design: A Real-World Case Study

This article examines how a team leveraged AI image‑generation tools like Midjourney and Stable Diffusion to streamline the creation of visual assets for city consumption coupons, addressing high‑frequency campaigns, inconsistent styles, and tight deadlines while improving efficiency and user experience.

AI-generated contentAIGCArtificial Intelligence
0 likes · 5 min read
How AI-Generated Images Revolutionized City Coupon Design: A Real-World Case Study