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Prototype Audits
Guidance for understanding what is risky, what is reusable, and what to fix first.
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5 articles mention this topic across 4 categories.
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How to Hand an AI-Built App to an Engineering Team Without Wasting WeeksA practical guide for founders who built quickly with AI and now need a development team to review, improve, or launch the app without wasting weeks.
How to Hand an AI-Built App to an Engineering Team Without Wasting Weeks
A practical guide for founders who built quickly with AI and now need a development team to review, improve, or launch the app without wasting weeks.
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When an AI-Built App Needs a Hardening Sprint Before Launch
A clear guide for deciding whether an AI-built app needs a focused cleanup sprint before real users, data, or payments arrive.
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When to Rebuild an AI-Generated App and When Hardening Is the Smarter Money
A plain-English decision guide for choosing between cleaning up an AI-built app, rebuilding part of it, or starting over.
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The 5 Security Holes We Find in Almost Every Vibe-Coded App
Five common problems make AI-built apps risky once real users, data, or payments are involved, and they are easier to understand than they sound.
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The Lovable-to-Production Checklist: 12 Things to Verify Before Real Users Arrive
A plain-English pre-launch checklist for Lovable, Bolt, v0, and Replit apps so founders can spot what still needs attention before real users arrive.
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