All Articles
Building an AdMob Revenue Anomaly Detector with Gemini API Function Calling
Learn how to build an automatic AdMob revenue anomaly detection system using Gemini API Function Calling — with real Python code, practical tips from 10+ years of indie app development, and Slack alerting integration.
Google AI Studio Build Mode Not Working — Blank Preview, Deploy Failures, and Other Common Issues
Troubleshoot Google AI Studio Build Mode issues: blank preview panels, prompts that don't apply, Firebase deployment failures, and code getting overwritten. Each problem with a concrete fix.
What Happens When an Artist Shows Their Work to Gemini Vision — An Honest Review from an Award-Winning Creator
I fed my award-winning artwork into Gemini Vision and documented what it saw, what it missed, and where it surprised me. A practical review from an indie developer running apps with 50 million downloads.
Maximizing Revenue in Indie iOS Wallpaper Apps with AdMob + Gemini API
A decade of indie app development reveals how to balance AdMob revenue against Gemini API costs. Learn architecture patterns, cost control strategies, and Freemium gate implementation for AI-powered wallpaper apps.
Automating Pre-Release UI Checks with Gemini 3.2 Flash Vision — A Personal Dev Story
How I used Gemini 3.2 Flash's multimodal input to automatically QA iOS/Android app screenshots before each release. Detect text overflow, dark mode contrast issues, and layout breaks with a 30-line Python script — and why this works for indie developers without a QA team.
Gemini File API Stuck in PROCESSING State: Timeout Handling and Retry Design
Fix Gemini File API files stuck in PROCESSING state. Learn proper polling with exponential backoff, timeout design, and cleanup strategies with working Python code examples.
Weekly Picks: Top 5 Must-Read Articles on Gemini Lab (May 6–12)
A look back at the five most-read articles published on Gemini Lab between May 6 and May 12, 2026 — from an artist's perspective on Gemini Vision to a 30-day artwork-to-wallpaper pipeline, a Gemini 3.2 migration playbook, and a real cost benchmark across Gemini, Claude, and GPT-4o.
Gemini API vs Claude API vs GPT-4o: A Real Cost Comparison from an Indie Dev with 50M Downloads
An indie developer with 50M+ cumulative app downloads shares real-world cost, speed, and output quality benchmarks for Gemini API, Claude API, and GPT-4o — tested on a wallpaper app metadata pipeline.
Integrating Gemini 3.2 Pro Function Calling into iOS/Android Apps: Design Patterns from 12 Years of Indie Development
A practical guide to integrating Gemini 3.2 Pro Function Calling into iOS and Android apps. Includes working SwiftUI and Kotlin code examples, plus production patterns learned from 12 years of indie development and 50 million app downloads.
A Week Using Gemini CLI for iOS App Development: An Indie Dev's Honest Report
An indie developer with 50M+ app downloads shares a week-long experiment integrating Gemini CLI into iOS development. Covers translation, release notes, code review, and an honest comparison with Claude Code.
Gemini 3.2 API Suddenly Broke — 5 Common Errors and How to Fix Them
Switched to Gemini 3.2 API and hit a wall? This guide covers 5 common errors developers encounter during migration — wrong model IDs, rate limits, context overflow, streaming interruptions, and Function Calling schema failures — with working code fixes.
Asking Gemini Vision to Analyze My Art — An International Award-Winning Artist's Honest Review
As a contemporary artist with 17 international art awards, I uploaded my own work to Gemini Vision API and documented what it got right, where it fell short, and how the insights translated into my wallpaper app development workflow.