Screening Images On Device Before They Appear — Notes on SensitiveContentAnalysis
Implementation notes on blocking inappropriate images before they render, right on the device, for apps that handle AI-generated or user-submitted photos. Covers calling Apple's SensitiveContentAnalysis framework from Swift and wiring it into Rork Max native code or an Expo native module, with the pitfalls I actually hit.
Making Credits Add Up in a Rork AI Image App — Field Notes on Atomic Ledgers and Moderation
Credit billing in a Rork AI image and video app breaks in production because of the order between generation and deduction. Here are the field notes — atomic ledger consumption, idempotency, refunds on failure, and moderation — with Supabase code you can ship.
Rork × AI Moderation Production Guide: Reporting, Auto-Review, and Tiered Sanctions for UGC Apps
A complete production-grade guide to layering AI moderation, reporting, and tiered sanctions into your Rork UGC app. Includes a working three-layer pipeline using OpenAI Moderation, Perspective API, and Cloudflare Workers Queues.