8 min read
Why AI Coding Tools Keep Making the Same Mistakes
AI coding tools are useful, but they repeat the same bugs because they lack runtime feedback, full context, and product judgement.
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Blog
Expert insights on fixing AI-generated code and shipping production-ready software.
7 min read
From Vibe Code to Production Code: A Step-by-Step Upgrade Guide
A practical roadmap to improve AI-generated code, harden a Cursor-built app, and make vibe code production ready before launch.
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7 min read
The Real Cost of Free AI-Generated Code
AI-generated code feels free until bugs, rewrites, security fixes, and lost users start costing real money. Here's how to estimate the risk.
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7 min read
How to Review AI-Generated Code (Even If You're Not a Developer)
A practical AI-generated code review checklist for non-technical founders using Cursor, Bolt, Lovable, v0, or similar tools.
ai-code code-review founders checklist
6 min read
The Non-Technical Founder's Guide to Code Quality
Five signals of code quality you can check yourself with no coding knowledge required, plus free tools and when to call a professional.
founders code-quality guide
6 min read
How We Fixed a $50K App Built Entirely with Cursor
A case study: a seed-funded SaaS built with AI coding tools, breaking under real users. What we found, what we fixed, and the results.
case-study cursor code-rescue
7 min read
Cursor vs Bolt vs Lovable: When to Fix vs When to Rebuild
A bug-fixer's perspective on code quality from the most popular AI coding tools, and the framework for deciding whether to fix or rebuild.
cursor bolt lovable comparison
6 min read
The 10 Most Common Bugs in AI-Generated Code
A tactical guide to the bugs we find most often in Cursor, Bolt, Lovable, and v0 codebases, with code examples showing the fix.
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5 min read
Why Your Vibe-Coded App Breaks in Production
Your AI-built app works perfectly in development. Here's why it falls apart in production, and what to do about it.
vibe-coding production debugging