Deep platform guides for teams shipping with Supabase, Cursor, Bolt, and Lovable. Learn where AI-built apps usually break under real security pressure.
Wiz found a flaw in Base44 where publicly visible app IDs could bypass SSO on any private enterprise application. The fix was fast. The lesson about vibe coding platform risk isn't.
70% of AI-built Supabase apps ship with critical security gaps. This checklist covers every layer — from service role isolation and RLS policy logic to realtime subscriptions, auth hooks, and Vault secrets management.
Lovable accelerates product assembly. Before launch, teams still need to validate secrets, access control, server boundaries, and data exposure.
Cursor is great at reducing typing. It is not a security model. This guide shows where production risk actually appears in Cursor-assisted apps.
These guides explain the pattern. Ubserve checks whether the same issue is live in your app and returns fix-ready evidence.