Gemini API Temperature Best Practices by Task — Translation, Summarization, Code, Chat, and More
The `temperature` parameter is one of the highest-leverage knobs in the Gemini API, yet most implementations ship with the default. This guide walks through the value I actually use for each task type — translation, summarization, code generation, chat, classification — and explains why.
gemini-2.5-pro-latest— Model Aliases, Parameters, and Production Patterns
A deep practical guide to calling the Gemini API with the `gemini-2.5-pro-latest` alias. Covers model pinning, parameter tuning, timeouts, streaming, structured output, and a production-grade checklist.
Gemini API Micro-SaaS Monetization — Pricing, Margins, Billing, and Retention
A practical, implementation-level map for turning a Gemini-API-powered micro-SaaS into a real, profitable business — pricing, unit economics, billing stack, and retention engineering.
Parallel Function Calling in Gemini API: Production Patterns, Pitfalls, and Monitoring
A production guide to Parallel Function Calling in the Gemini API: DAG tool design, partial failure handling, rate limits, and monitoring — with working code.
Preventing Gemini API Cost Spikes in Solo Products — Guardrails That Save You from Month-End Shocks
Nearly every solo developer using the Gemini API eventually has the 'why is my bill 10x what I expected' month. Here are the production-grade guardrails I always install in my own wallpaper app and client projects to stop cost runaways before they start.
Quietly Catching Wrong Answers in Your Gemini-Powered App — A Production Auto-Eval Loop
Running Gemini in production eventually shows you responses that are 'kind of wrong.' I want to catch them before users do. This is the exact auto-eval loop I run over live traffic, with the prompts I use and the mistakes I had to learn my way through.
Wallpaper Classification on the Gemini API — Migrating Off the Legacy SDK, and Tuning Resolution, Confidence, and Cost
Implementation notes from automating wallpaper classification with the Gemini API: migrating to @google/genai, resizing to a 1024px long edge, receiving results via responseSchema, confidence thresholds, retrying only on 429/5xx, and tracking real cost with usageMetadata.
Gemma 4 API Advanced Integration Guide: Hybrid Development with Gemini API
Advanced patterns for using Gemma 4 API alongside Gemini API. Covers Vertex AI deployment, fine-tuning, RAG pipelines, and cost optimization strategies.
Google Workspace × Gemini API Automation: Production Notes on 12 Apps Script Patterns
12 Gemini API + Apps Script patterns for Gmail, Docs, Sheets, and Calendar automation—plus the production snags I hit running this across four sites and an app support inbox: swallowed 429s, JSON code fences, the 6-minute cap, and flash-vs-pro routing, with measured numbers.
Getting Started with gemini-2.5-pro-latest: Google AI Studio & API Quick Start Guide
Learn how to build with gemini-2.5-pro-latest from scratch. This guide covers API key setup, Python integration, streaming, multi-turn chat, system instructions, and production-ready error handling.
Gemini × Frontend Development: Canvas, API Automation, and A/B Testing at Scale
A comprehensive guide to using Gemini for serious frontend development. Covers Canvas mode techniques, Gemini API automation for bulk LP generation, React component creation, accessibility auditing, Core Web Vitals optimization, and design system building.
Gemini 2.5 Flash Thinking — Integrating Thought Traces and Advanced Reasoning into Production Systems
A complete guide to using Gemini 2.5 Flash Thinking's thought trace API in production. Covers thinking budget control, streaming thought display, multi-turn reasoning chains, cost optimization, and robust fallback strategies.