All Articles
Building a Paid Service with the Gemini Multimodal API: Image, Audio, and Video Processing
A complete implementation guide for paid services built on Gemini's multimodal capabilities — covering image analysis, audio transcription, video processing, PDF Q&A, Stripe Metered Billing integration, and production error handling.
NotebookLM vs Gemini Gems: What I Learned After 3 Months of Using Both
Both NotebookLM and Gemini Gems run on Gemini, but they're built for completely different jobs. After 3 months of daily use, here's my honest take on when to use which — including a two-phase workflow that eliminated most of my tool-switching confusion.
Gemini 2.5 Pro + Imagen 4 Content Automation Pipeline: Complete Build Guide
Build a production-ready pipeline combining Gemini 2.5 Pro and Imagen 4 API to auto-generate blog articles, SNS posts, and thumbnails. Covers async processing, quality filters, and monetization design.
Building a RAG Evaluation Framework with Gemini API: RAGAS, LLM-as-Judge, and Custom Metrics Production Masterclass
Complete guide to building a quantitative RAG evaluation framework using RAGAS, LLM-as-Judge with Gemini API, and custom domain metrics — including CI/CD integration and production monitoring.
Production-Grade Gemma 4 + Ollama + Android Studio — Task Routing, Fine-Tuning, Team Deployment, and CI Integration
A deep-dive into running Gemma 4 locally for Android development at production scale. Covers model-routing proxies, LoRA fine-tuning for project-specific patterns, Docker Compose team setup, and GitHub Actions AI code review integration.
Gemini 3.2 vs Claude Sonnet 4.6 vs GPT-4o — An Honest Comparison for Indie Developers (May 2026)
A practical comparison of Gemini 3.2, Claude Sonnet 4.6, and GPT-4o from an indie developer's perspective — covering code generation, writing quality, API costs, latency, and honest weaknesses.
Monetizing Content Production Services with Gemini 2.5 Flash's Low-Cost Advantage
A practical guide to building profitable content production services using Gemini 2.5 Flash's cost efficiency. Covers model routing between Flash and Pro, async batch processing design, and real revenue simulations.
One Month with Gemini 2.5 Flash: An Indie Developer's Honest Cost and Performance Report
Real cost, speed, and quality data from running Gemini 2.5 Flash across three indie apps for a full month. Includes free-tier usage patterns, Flash vs Pro decision criteria, and cost-minimizing Python code.
Google Workspace Gemini Features Suddenly Stopped Working: Admin and User Troubleshooting Guide
When Gemini for Google Workspace unexpectedly disappears or stops working, knowing where to look matters. This guide walks through 7 common causes—from license expiration to browser cache—split by admin-side and user-side fixes.
Running Gemma 4 Locally in Android Studio via Ollama — Setup, Performance, and Real-World Development Experience
A hands-on guide to connecting Android Studio's local LLM feature with Gemma 4 via Ollama. Covers MacOS setup, model selection, practical coding experience, and when local AI makes more sense than cloud APIs.
Auto-Generate Narration Videos with Gemini TTS — From Text Input to MP4 Output (2026 Guide)
Build a Python pipeline that converts text into narration videos using Gemini TTS API — generating audio, subtitles, and compositing the final MP4 with FFmpeg. Includes real API cost and timing benchmarks.
Gemini API Developer Update for May 2026 — What Changed and What You Should Do
A developer-focused roundup of Gemini API changes in May 2026. Covers Gemini 3.2 impressions, the June Gemini 2.0 Flash deprecation deadline, and what to prepare before Google I/O 2026.