diff --git a/README.md b/README.md
index 81c9c4ac..a1450bcd 100644
--- a/README.md
+++ b/README.md
@@ -164,6 +164,7 @@ Claude Skills are customizable workflows that teach Claude how to perform specif
 - [Canvas Design](./canvas-design/) - Creates beautiful visual art in PNG and PDF documents using design philosophy and aesthetic principles for posters, designs, and static pieces.
 - [imagen](https://github.com/sanjay3290/ai-skills/tree/main/skills/imagen) - Generate images using Google Gemini's image generation API for UI mockups, icons, illustrations, and visual assets. *By [@sanjay3290](https://github.com/sanjay3290)*
 - [Image Enhancer](./image-enhancer/) - Improves image and screenshot quality by enhancing resolution, sharpness, and clarity for professional presentations and documentation.
+- [Polanyi Design](https://github.com/SunflowersLwtech/polanyi-design) - Frontend design cognitive engine grounded in tacit knowledge theory that surfaces expert-level visual judgment for UI design decisions. *By [@SunflowersLwtech](https://github.com/SunflowersLwtech)*
 - [Slack GIF Creator](./slack-gif-creator/) - Creates animated GIFs optimized for Slack with validators for size constraints and composable animation primitives.
 - [Theme Factory](./theme-factory/) - Applies professional font and color themes to artifacts including slides, docs, reports, and HTML landing pages with 10 pre-set themes.
 - [Video Downloader](./video-downloader/) - Downloads videos from YouTube and other platforms for offline viewing, editing, or archival with support for various formats and quality options.
diff --git a/polanyi-design/SKILL.md b/polanyi-design/SKILL.md
new file mode 100644
index 00000000..7c12efdb
--- /dev/null
+++ b/polanyi-design/SKILL.md
@@ -0,0 +1,58 @@
+---
+name: polanyi-design
+description: Frontend design cognitive engine that surfaces expert-level visual judgment for UI design, layout, and aesthetic decisions.
+---
+
+# Polanyi Design
+
+A frontend design cognitive engine grounded in Michael Polanyi's tacit knowledge theory. It surfaces the visual judgment that senior designers *know* but rarely articulate — operating at the implicit/tacit knowledge boundary where documentation ends and judgment begins.
+
+## When to Use This Skill
+
+- UI design, layout, visual hierarchy, or "why does this look off" questions
+- Design system work, component API design, responsive strategy
+- Color, typography, and spacing decisions requiring aesthetic judgment
+- Design review or diagnosis beyond rule-following
+
+## What This Skill Does
+
+1. **Knowledge Filter**: Skips what tutorials teach, extracts what senior designers know but haven't written down, and approximates embodied design intuition
+2. **Five Design Lenses**: Gestalt diagnostics, subsidiary-focal awareness, token hierarchy, tacit translation (feeling → fix), and convention judgment (when to break rules)
+3. **Aesthetic Judgment Encoding**: Six patterns that prevent AI from converging on generic defaults — negation over assertion, polarization over compromise, anti-convergence
+
+## How to Use
+
+### Basic Usage
+
+```
+/polanyi-design 设计一个登录页面
+```
+
+### Advanced Usage
+
+```
+/polanyi-design Review this dashboard layout — something feels off but I can't name it
+```
+
+The skill also auto-activates on design-related keywords: "design", "layout", "UI", "looks like a template", "feels off", etc.
+
+## Example
+
+**User**: "Why does this landing page feel like a template?"
+
+**Output**: Gestalt diagnosis identifying that every decision is the statistical mode of its category (Inter + blue-500 + rounded-lg), followed by 2-3 structural fixes with exact values that create a distinctive visual identity.
+
+## Tips
+
+- Works best when you describe what *feels* wrong rather than what *is* wrong — the skill translates tacit reactions into structural fixes
+- Pair with the official `frontend-design` skill for maximum effect — they complement each other
+- The skill calibrates depth to the asker: beginners get explicit guidance with implicit reasoning, experts get post-critical engagement
+
+## Common Use Cases
+
+- Diagnosing why a design "feels off" or "looks like a template"
+- Making deliberate anti-template decisions (font pairing, color relationships, layout breaks)
+- Design system review with tacit knowledge articulation
+- Translating expert design intuition into concrete specs with values
+
+**Credit:** Based on [Michael Polanyi](https://en.wikipedia.org/wiki/Michael_Polanyi)'s tacit knowledge framework (*Personal Knowledge*, 1958; *The Tacit Dimension*, 1966), with insights from Harry Collins's tacit knowledge taxonomy and the Dreyfus skill acquisition model.