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.
Four Weeks With Claude Code: Driving Xcode Warnings to Zero in an Indie iOS Codebase
An indie iOS developer behind 50M+ downloads pairs with Claude Code for four weeks to clear hundreds of accumulated Xcode warnings. Notes on weekly scope, what to delegate, and the boundary where human judgment still wins.
Three Weeks of Letting Claude in Chrome Run My Android Vitals Weekly Review
I moved my Monday-morning Android Vitals review for a portfolio of wallpaper and relaxation apps over to Claude in Chrome three weeks ago. Notes on what I delegated, what I kept for myself, and how the rhythm has settled in for an indie developer in year twelve.
Retiring Dormant SDKs with Claude Code — A 12-Year Indie Developer's Pipeline for Safely Auditing Inactive Dependencies
Twelve years of indie iOS/Android development leaves a quiet sediment of SDKs that nobody calls anymore — but the dependencies remain. Here is the Claude Code pipeline I built to audit and safely retire them across four wallpaper apps, with the actual code and four weeks of operational metrics.
A Daily Revenue Pipeline for 4 Wallpaper Apps: 8 Weeks Running App Store Connect API + AdMob With Claude Code
An 8-week record of running App Store Connect API and AdMob Reporting API through a Python pipeline for 4 iOS wallpaper apps, with Claude Code helping absorb JWT auth quirks, gzip TSV edge cases, timezone misalignment, and Slack alerting thresholds — written from an indie developer's perspective.
Holding the Line on Claude's Output Shape With <output_format> — A Pattern From My Indie App Copy Pipeline
How I keep multilingual App Store copy from drifting across 100+ locales by leaning on the <output_format> tag, with the prompts and validators I actually run.
Two Weeks of Reviewing Crashlytics Weekly with Claude in Chrome
I let Claude in Chrome walk through Firebase Crashlytics dashboards once a week instead of checking them every morning. Notes from two weeks of running this loose division of labor as an indie developer behind 50M+ downloads.
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.
Read Your Own Code as Someone Else's: Coaxing Tougher Reviews from Claude Code
When you review code you just wrote, the rough edges become invisible. Here's how I summon Claude Code as a mid-career engineer reading someone else's code, plus the prompts I actually use in production.
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.
Using Claude as a Creative Workspace — 5 Things I Discovered as an Artist and Indie Developer
As someone who makes apps and creates art around the world, I use Claude in ways that rarely show up in tech tutorials. Here are 5 honest observations from my actual creative workflow.
Full-Stack AI SaaS Blueprint with Claude API 2026 — From Architecture to Automated Billing
A complete blueprint for building and monetizing a full-stack AI SaaS with Claude API as a solo developer. Covers architecture design, Stripe billing, cost optimization, and scaling strategy with real code examples.