All Articles
Gemini API Prepaid Billing Migration 2026 — Impact and Pre-Flight Checklist
Gemini API is moving to a prepaid billing model. Here's exactly what changes, what breaks if you ignore it, and the pre-flight checklist I used for my own production services.
Auto-Categorizing 3,000 Wallpaper Images With Gemini Vision API — A Real Production Account
Manually categorizing thousands of wallpaper images doesn't scale. This is a hands-on account of building an auto-classification pipeline with Gemini Vision API — covering design, implementation, actual cost, and the failure patterns I hit running 3,000 images through it.
Automate Contact Form Handling with Gemini API — Classification, Priority Scoring & Slack Alerts
Build a Python system that automatically classifies incoming contact form submissions using Gemini API, scores their priority, and sends structured Slack notifications — ready to deploy today.
Cut Gemini API Costs by 6x with Gemini 2.5 Flash-Lite
Gemini 2.5 Flash-Lite is now stable and generally available. This guide compares pricing against Flash and Pro with real numbers, walks through Python code examples, and explains which tasks are a perfect fit—and which aren't.
Common Gemini API Long Context Problems and How to Fix Them
Struggling with Gemini API's 1 million token context window? This guide covers the most common issues — ignored middle content, slow responses, unexpected costs, and unstable output — with practical code fixes.
Why Gemini API Returns RECITATION as finish_reason — and How to Fix It
When Gemini API silently truncates responses with finish_reason RECITATION, the request technically succeeds with HTTP 200 — but the output is gone. Here's what actually triggers it and how to recover.
Gemini Gems Development Workflow: Design, Test, and Iterate to Build High-Quality Custom AI
Move beyond 'custom instructions that sort of work' with a structured Gemini Gems development workflow. Learn how to design, test, and systematically improve your Gems using a repeatable design-test-iterate cycle.
Why Gemini Deep Research Stops Mid-Way and How to Fix It
A practical guide to diagnosing and fixing Gemini Deep Research stopping before it finishes — covering query structure, language settings, browser tips, and retry strategies.
A Personal Secretary AI on Gemini API and Google Workspace — Auth, Orchestration, and Approval Gates
Designing a personal secretary AI across Gmail and Google Calendar with the Gemini API: OAuth2 scope design, Function Calling orchestration, approval gates for write tools, and ninety days of measured production cost, with full Python code.
Building an AI Podcast Pipeline with Gemini 3.1 Flash TTS Emotional Tags and Multi-Speaker — A Complete Commercial Content System
Learn how to build a production-ready AI podcast generation pipeline using Gemini 3.1 Flash TTS's 200+ emotional tags and multi-speaker capabilities. From cost calculations to monetization strategy — everything you need to launch a content service generating $700/month as an indie developer.
When to Rewrite a Gemini Gems Custom Instruction — Symptoms of Decay and a Safe Migration Path
Gemini Gems custom instructions degrade over time. Here are the symptoms that mean it's time to rewrite, the underlying causes, and a four-step migration path that keeps quality stable during the swap.
Gemini 3.2 in Real Workflows — Where It Shines and Where It Struggles
After running Gemini 3.2 across real workflows for several weeks, here's an honest breakdown of where it pulls ahead of 3.1 — and where it doesn't. Practical signal you can't get from a feature sheet.