A data report on 66 live apps built with Lovable, Bolt, Cursor, base44, and Tempo. 41% of the Supabase-backed apps had at least one table anyone could read with the public anon key. Methodology, findings, and a 60-second self-check.
Is your AI code secure? Is your Lovable app safe to launch? A 10-item founder-language checklist for Lovable, Cursor, and Claude Code apps. Each item: what, how to test, when to fix.
AI slop code is the new technical debt. Here are 8 specific patterns I find in audits, the r/cscareerquestions thread that named the problem, and what to do if your codebase has it.
A founder-grade vibe audit catches the 6 judgment-bound issues auto-scanners structurally cannot: RLS leaks, tenant boundary violations, auth state on refresh, SSR data leak, prompt injection in stored content, and secret rotation.
AI tools let non-technical founders build apps fast. But deploying to production is where most get stuck. Here's what the deployment gap actually looks like and how to cross it.
Vibe coding tools like Cursor and Lovable get you to MVP fast. But most vibe-coded apps collapse under real traffic. Here's what breaks and how to fix it.