Two developers. Same AI tool. Same prompt.
One ships a generic UI
The other ships something that looks designed
What changed?
Not experience. A skill.
An agentic skill. A small file that gives your AI taste
Example: Taste Skill on GitHub.Drop in one file. Tell your AI to read it
Now it stops producing safe, boring layouts
You get real hierarchy, spacing, animation, typography
The model didn’t get smarter
It got better instructions
You can tune three dials:
- layout experimentation
- animation level
- density vs spacing
Change one number. Output changes.
There’s also:
- a redesign skill for existing projects
- an output skill that removes lazy placeholders
Most people miss this
The issue isn’t the model
It has no taste by default
Skills give it taste
2.4k stars already
What in your workflow is still on default?