All Articles
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: A Practical Guide
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.
Snapshot Testing Gemini API Responses with pytest and syrupy
A practical guide to stabilizing Gemini API tests using pytest snapshot testing with syrupy — covering structure validation, temperature=0 limitations, and API call caching strategies.
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.
Building a Personal Secretary AI with Gemini API and Google Workspace: Complete Production Guide 2026
Build a personal secretary AI that spans Gmail, Google Calendar, and Google Drive using Gemini API Function Calling. Covers OAuth2 authentication, multi-tool orchestration, and production cost management 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.