Insight

Essays and methodology on design practice, physical & digital products, and AI-native development.

Articles

AI-Empowered Design Review: From Prompts to Design Governance

Structured Prompts · Expression · Multimodal · Leadership

Integrating three practices of AI-assisted review — structured prompt reviews, professional review expression, and multimodal video analysis — and, from a design leader's perspective, examining how AI reshapes the division of labor in reviews, codifies team quality standards, and where the boundaries of human-AI review governance lie.

AI ReviewPrompt EngineeringDesign LeadershipGovernance

2026

Methodology

13 min read

AI Reshaping UX: Predictive Design & Platform-Level AI

Prediction · Pipeline · Cross-App · Cross-Device

An introduction to predictive design and platform-level AI — how interfaces learn behavior, anticipate needs, and act across apps and devices — examined through Honor MagicOS's Magic Portal and Apple Intelligence with Ferret-UI.

Predictive DesignPlatform AIApple IntelligenceMagicOS

2024

Analysis

12 min read

Physical vs. Digital Products, Through a Design Lens

Lifecycle · Diversity · Region · Value · Production

A multi-dimensional comparison of physical and digital products — design lifecycle, diversity, regionalization, value fulfillment, and R&D models — re-examining the roles of industrial design and interaction design in each.

Industrial DesignInteraction DesignMethodology

2023

Methodology

15 min read

The Designer's AI Code Bridge: Building tokenbridge.dev

Problem · Naming · Tokens · Skill Packages · Shipping Solo

The development story of tokenbridge.dev — how a designer identified the missing design context in AI coding tools, then designed and shipped a visual token builder that compiles design systems into AI-readable skill packages, solo, with the very tools it supports.

AI NativeVibe CodingDesign SystemDesign Tokens

2026

Practice

14 min read