Article

How to debug AI prototypes

Colin Matthews (Tech for Product) · blog.techforproduct.com

What to prompt when the tool gets stuck in a loop of broken fixes.

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It answers 2 questions

  1. How do I write prompts that get good UI out of AI design tools?
  2. How do I take an AI-built prototype to a production-ready product?

Read with it

  1. The official playbook, including the promptable style words (minimal, cinematic, premium) that actually change output. lovable.dev Guide The Lovable prompting bible Lovable
  2. The maintained reference version, updated as the model changes. docs.lovable.dev Guide Prompting best practices (Lovable docs) Lovable
  3. Vercel's three-part prompt formula: product surface, context of use, constraints and taste. vercel.com Guide How to prompt v0 Vercel
  4. The terse official reference for what v0 listens to in a prompt. v0.app Guide Text prompting (v0 docs) Vercel
  5. How to chain prompts and Design Mode edits instead of fighting one giant prompt. vercel.com Article Maximizing outputs with v0: from UI generation to code creation Vercel
  6. Before-and-after prompt pairs, so you see exactly what specificity buys you. uxdesign.cc Article Figma Make prompts, with real examples Lindsey Norberg (UX Collective)
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