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One thing that helps me a lot is giving the model visual references instead of only text instructions.

If I want a certain UI direction, I’ll usually provide screenshots/images of the kind of layout, spacing, mood, or component style I’m aiming for, and then ask it to adapt that into the existing app instead of inventing something from scratch.

The important part is still to keep it constrained: reuse existing components, match the current spacing/colors, and manually review the result. Otherwise it can still drift into that generic “AI UI” look pretty quickly.

So for me it’s usually: visual reference first, then implementation, then manual cleanup :)

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@HeyMika
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