TLDR Dev · ARTICLES & TUTORIALS

I INTERCEPTED 3,177 API CALLS ACROSS 4 AI CODING TOOLS. HERE'S WHAT'S ACTUALLY FILLING YOUR CONTEXT WINDOW.

theredbeard.io13 min read

Summary from the TLDR Dev newsletter

Four AI coding tools had their context windows and token usage analyzed while fixing a specific bug in Express.js. Despite all tools successfully solving the bug, their token consumption varied a lot, with Gemini Pro using up to 350,000 tokens compared to Claude Opus's 23,000. Each tool used a distinct strategy: Opus was surgical but carried high tool definition overhead, Sonnet was methodical, Codex efficiently used Unix-like commands, and Gemini aggressively dumped vast amounts of data into its context.