I Built My App in Lovable. When Do I Need a Developer?
A practical decision guide for founders using Lovable: what you can keep prompting, what deserves engineering review, and when occasional or ongoing support fits.
production readiness
Why AI-Built Apps ‘Mostly Work’ but Fail at Launch: 10 Failure Patterns
An AI-built prototype can look finished while still carrying launch-blocking risks. Here are the ten patterns I would investigate before letting real users or money into the system.
Production Readiness for AI-Built Apps: Tests, Monitoring, Backups, and Support
Production readiness is the ability to detect, contain, explain, and recover from failure. Here is the minimum useful system for a solo founder or small team.
Security Checklist for Vibe-Coded Apps: What to Fix Before Real Users Arrive
Security failures in AI-built apps are rarely one mysterious hack. They are usually ordinary trust-boundary mistakes shipped faster and repeated across more code paths.
AI Code Slop Diagnostic: 18 Signs Your App Needs Rescue Before Launch
AI code slop is not simply ugly code. It is accumulated inconsistency that makes an app difficult to verify, change, and trust. This diagnostic shows where to look.