Some inputs ignore media_resolution entirely. Count the tokens on your own key first
In Gemini 3, media_resolution behaves differently per input type. Here is why audio never moves, where the official docs disagree with each other, and how to recount input tokens on your own API key.
Running Gemini 3 Pro and Flash in Parallel on AdMob Monthly Reports — Notes from Ten Mornings
Implementation notes from sending the same AdMob monthly report to Gemini 3 Pro and Gemini 3 Flash in parallel for ten days. Cost, latency, and summary quality compared from an indie developer's perspective.
Gemini 3 Multi-Tool Agents: Function Calling + Built-in Tools + Context Circulation in Production
A hands-on look at Gemini 3 multi-tool agents: combining Built-in Tools with Function Calling, Context Circulation, and parallel tool IDs, with measured latency numbers and the pitfalls I hit in production.
Google I/O 2026 Preview — What I'm Watching for in Gemini This Year
Google I/O 2026 is approaching. Based on current Gemini development trends and past announcement patterns, here's what I'm personally expecting — no guarantees.
Gemini 3.x Prompt Engineering Complete Masterclass — System Instructions, Few-shot, CoT, ReAct & Self-Evaluation Loops with Working Code
A deep-dive masterclass on prompt engineering optimized for Gemini 3.x models. Learn System Instructions design, Few-shot selection strategies, CoT + Thinking Budget integration, ReAct patterns, and Critic-Refiner loops — all with production-ready Python code and before/after comparisons.
Gemini Updates — April 2026 Roundup: Gemini 3, Voice, Workspace, and AI Studio
A roundup of the most important Gemini and Google AI updates in April 2026: Gemini 3 rollout, voice interface improvements, Workspace feature additions, AI Studio UI changes, and safety policy updates.