Your AI-Generated Codebase Has an “Epigenome”
A working AI-generated feature can still teach the codebase bad habits. The codebase epigenome is the inherited layer of patterns, assumptions, and constraints future agents copy.
Blogs/Tutorials
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.
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.
Before Sending Traffic: WordPress + SaaS App SEO, Analytics, Privacy, and Launch Checks
A WordPress site and a separate app can work well together, but only when search, analytics, onboarding, privacy, and support are treated as one user journey.
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.
Before You Charge Money: Stripe and Lemon Squeezy Billing Launch Checklist
A successful checkout is not a complete billing system. Before charging users, test the asynchronous events and edge cases that decide whether access and money stay in sync.
AI App Deployment Reality Check: Vercel, Netlify, Environment Variables, and Rollback
A successful preview URL is not proof of a repeatable production deployment. Use this guide to find environment drift, exposed secrets, build assumptions, migration races, and rollback gaps.
Supabase and Firebase Launch Mistakes: RLS, Rules, Migrations, and Backups
The database is not production-ready just because CRUD works. Before launch, verify who owns every record, whether rules match queries, how schema changes deploy, and whether backups can actually be restored.
Authentication Is Not Authorization: How AI-Built Apps Leak Other Users’ Data
A user can be correctly logged in and still be allowed to read or change the wrong data. Here is how to test the boundary that AI-built apps frequently miss.