On coding: Using Cursor to ship my admin panel in a weekend

Situation I had a working MVP but every internal admin task required SQL or manual Supabase edits, which slowed feedback loops with early users. Task I needed a safe internal admin UI for moderation and support within one weekend without derailing core product work. Action I scoped three read-only screens and one approve/reject action, wrote acceptance criteria per screen, and used Cursor to generate the table views and server actions against existing RLS policies. Result Shipped in two days, cut support response time roughly in half, and learned to constrain AI output with explicit permission boundaries up front.