Coherence Pass
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Insights

Observations on building with AI tools, UX coherence, and what separates vibe-coded artifacts from products that feel right.

01·Thesis

AI Builds Pages. Designers Build Products.

AI is good at UI. It is not very good at UX. Yet.

02·Patterns

The Pattern Debt in AI-Built Apps

AI builds page by page. Designers build systems.

03·Clarity

AI Optimizes for Completeness. Designers Optimize for Clarity.

Completeness is cheap. Clarity still requires investment.

04·Flow

AI Can Build Steps. It Doesn't Model Momentum.

AI does not instinctively design the experience of movement.

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