Android CLI Benchmark: Testing Google's 70% Token Claim

Google says its new Android CLI cuts LLM token use by more than 70%. Google also says tasks finish 3x faster. Both numbers come from Google’s own internal tests. Nobody outside Google has published a measurement. So I made one. I installed Android CLI 1.0. I built a real project. I counted every character an AI agent must read. Here is the short answer. The token claim is true. I measured 87%. But the tool only helps with some tasks, not all of them. I also found a bug that matters more than the token number. ...

August 8, 2026 · 11 min

Building a CLI Tool with AI — From Idea to Published Package

Enough theory. Let us build something real. In this article, you will build a complete CLI tool using AI — from the initial description to a published package on PyPI. Every prompt, every AI response, and every manual fix is shown. You will see where AI excels, where it struggles, and how to handle both. The project: linkcheck — a markdown link checker that scans your documentation files and reports broken links. It is a small, useful tool with enough complexity to show real patterns. ...

June 24, 2026 · 11 min
Android CLI — Build Android Apps 3x Faster With Any AI Agent

Android CLI: Build Android Apps 3x Faster With Any AI Agent

Google announced a new tool for Android developers: Android CLI. It works with any AI agent — Claude Code, Gemini CLI, Codex, or others. It makes AI-assisted Android development 3x faster and cuts LLM token usage by 70%. In this article I’ll explain what Android CLI is, what commands it has, and how to get started. What Is Android CLI? Android CLI is a command-line tool built for AI agents. ...

April 19, 2026 · 3 min