A Two-Stage Pre-Publish Gate for User-Facing AI Text in Consumer Apps
Design a two-stage pre-publish gate for short AI-generated text you ship to end users: a deterministic rule layer plus a Claude classifier, with fail-closed handling, generation-time vetting, and a cost model. Full implementation code included.
Grouping Crashes by Root Cause: A Triage Design Built on the Claude API
Crashlytics 'Issues' often scatter the same root cause across separate entries. After years of running apps with 50M+ cumulative downloads, here is how I use the Claude API to regroup crashes by actual root cause and rank them, with working code and real numbers.
I Ran 1,000 App Store Reviews Through Claude API — Here's What My Data Was Hiding
Lessons from 10+ years of indie app development and 50M+ downloads: how to use Claude API to batch-analyze App Store reviews, auto-generate improvement priorities, and fix the blind spots human reading creates.
How Asking Claude 'What Should I Build?' Actually Improved My App Completion Rate
After more than a decade of solo app development, I started using Claude not just for coding help but at the ideation stage — before writing a single line of code. Here's what changed, and the exact prompts I use.
Integrating Claude API into a Wallpaper App — A Full Implementation Record
From someone who's been building wallpaper and healing apps since 2014, here's a complete record of how I integrated Claude API for content curation, multilingual App Store copy generation, and auto-tagging — with full working code.
AI Side Business— Monetization Strategies Combining Claude with Multiple AIs
Learn how to combine Claude, Gemini, Rork, Antigravity and other AI tools to build profitable side businesses through Kindle publishing, paid newsletters, YouTube, app development, and serverless web apps.
Rork × Claude App Development — Refine AI-Generated Apps with Claude Code
Practical guide to refining Rork and Rork Max generated mobile apps with Claude Code. Covers Rork Max native Swift, 2-click App Store publishing, and more.
Rork Max— Build Native Swift Apps with AI
A practical guide to building native Swift apps with Rork Max. Covers Apple Watch, Vision Pro, 2-click App Store publishing, and Claude Code integration.